<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
<url><loc>https://vtiya.medium.com/google-machine-learning-api-eb94137331b7</loc><lastmod>2021-03-19</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/ฝึกงานออนไลน์-สายดาต้า-กับบริษัทระดับโลก-แถมได้ใบเซอร์-4e922f13efcf</loc><lastmod>2021-09-20</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/วิธีดาวน์โหลด-kaggle-dataset-ใส่ใน-google-colab-64ec12e6b556</loc><lastmod>2021-09-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ดึงข้อมูลจาก-twitter-โดยใช้-twint-8a71808fd942</loc><lastmod>2021-09-07</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/อธิบายเข้าใจง่าย-ขอบคุณค่ะ-d8774d30e856</loc><lastmod>2021-09-07</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/using-nlp-to-analyze-research-publication-themes-c7ce3160df05</loc><lastmod>2022-06-10</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/capture-pytorch-concept-for-better-understanding-723480788093</loc><lastmod>2022-06-03</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/how-can-i-display-full-non-truncated-dataframe-60dced6fa435</loc><lastmod>2022-07-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-to-detect-language-of-a-dataframe-8991cd18bfb9</loc><lastmod>2022-07-06</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/python-pandas-merge-multiple-dataframes-5bf70ac36782</loc><lastmod>2022-07-06</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-to-run-streamlit-on-colab-with-pyngrok-free-working-2022-run-flask-on-colab-6233c238cb6</loc><lastmod>2022-07-21</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/thank-you-for-great-article-but-could-you-please-suggest-how-to-save-the-model-47c016030cd8</loc><lastmod>2022-07-16</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/how-to-download-hugging-face-dataset-2fe79b96a8e4</loc><lastmod>2022-07-16</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/textstat-nlp-library-for-assessing-readability-138fbe51ae83</loc><lastmod>2022-07-15</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/tweetnlp-nlp-library-on-twitter-context-b94043664d8d</loc><lastmod>2022-07-15</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/nlp-progress-b56f4c0bfa21</loc><lastmod>2022-08-17</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/microsoft-research-in-human-language-technologies-d1444aad7cab</loc><lastmod>2022-08-17</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/10-datasets-for-natural-language-inference-nli-a81bd68a8600</loc><lastmod>2022-08-17</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/how-to-save-keras-model-295feb5e44e0</loc><lastmod>2022-09-07</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-to-get-accuracy-f1-precision-and-recall-for-a-keras-model-9673edebc5dc</loc><lastmod>2022-09-07</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/chief-data-officer-summer-school-program-4f91a66fc579</loc><lastmod>2022-10-05</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/deep-learning-institute-by-nvidia-aae9bb63ccb8</loc><lastmod>2022-10-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/is-your-language-a-low-resouce-language-c17da390909f</loc><lastmod>2022-11-03</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/bio-inspired-computing-algorithm-f1b6339a62a</loc><lastmod>2022-11-02</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/i-want-to-be-a-mlearning-ai-writer-5d06490db1da</loc><lastmod>2022-10-31</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/6-websites-you-can-be-a-machine-learning-writer-5eea83bc837b</loc><lastmod>2022-10-31</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/nvidia-dli-university-ambassador-program-1cba5ed2f137</loc><lastmod>2022-11-29</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/korean-nlp-downstream-tasks-hands-on-labs-on-amazon-sagemaker-81ae228844b5</loc><lastmod>2022-11-29</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-does-the-word-data-fusion-mean-282d545dd969</loc><lastmod>2022-11-24</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/why-is-data-augmentation-important-de73ec606588</loc><lastmod>2022-12-27</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/how-to-clean-twitter-text-6432169af1ed</loc><lastmod>2022-12-25</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-to-use-lime-with-bert-e2e75365a88c</loc><lastmod>2023-01-11</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/how-to-check-the-language-of-rows-in-dataframe-82d792f281fe</loc><lastmod>2023-01-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/วิเคราะห์ข้อมูลอุบัติเหตุ-จากกรมขนส่งทางบกในปี-2019-โดยใช้-powerbi-9ef97659bb71</loc><lastmod>2021-01-05</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-analysis-of-gun-shooting-in-the-new-york-area-a408a81c4024</loc><lastmod>2021-04-14</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/exploratory-data-analysis-cyber-security-data-breaches-1e538a519a9f</loc><lastmod>2021-04-28</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/data-lake-vs-data-warehouse-53b4b8877091</loc><lastmod>2021-05-28</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/can-we-train-roberta-on-other-languages-ca5717cde243</loc><lastmod>2023-03-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-nlp-can-improve-healthcare-policy-a28079ef4fe8</loc><lastmod>2023-03-09</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-is-green-nlp-492ca0c6d985</loc><lastmod>2023-03-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/cuckoo-search-algorithm-b0e06af6cd90</loc><lastmod>2023-03-27</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/nature-inspired-algorithms-e1341d1f992b</loc><lastmod>2023-03-27</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/the-reason-why-arxiv-is-so-popular-82910de60dde</loc><lastmod>2023-03-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-to-avoid-cuda-out-of-memory-in-pytorch-c32b82c5b23a</loc><lastmod>2023-03-22</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/causal-inference-and-text-classification-43edc0e0e5cb</loc><lastmod>2023-03-22</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/adversarial-attacks-in-text-classification-a7e2d744fd81</loc><lastmod>2023-03-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/50-subfields-of-machine-learning-3cbd7a33a429</loc><lastmod>2023-03-21</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/sentiment-analysis-using-pre-trained-model-sending-email-of-the-csv-file-results-e892ce0f7799</loc><lastmod>2023-04-14</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/rule-base-sentiment-analysis-adfad898470b</loc><lastmod>2025-09-02</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/5-tools-for-labelling-hate-speech-e4ed3593321c</loc><lastmod>2023-04-14</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/generative-ai-and-nft-exploring-the-intersection-of-art-technology-and-ownership-2740277fc217</loc><lastmod>2023-04-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/quantum-com-c5e010c3eea3</loc><lastmod>2023-04-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-to-clean-text-with-twitter-data-e33d22854e43</loc><lastmod>2023-05-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-to-scrape-reddit-data-in-2023-1613230f9e4d</loc><lastmod>2023-05-24</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/50-keywords-related-to-audio-processing-that-you-may-find-useful-for-your-studies-723d126dc525</loc><lastmod>2023-05-20</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/types-of-algorithms-for-dealing-with-audio-data-325ce4aac0ab</loc><lastmod>2023-05-20</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-1-10-keywords-for-audio-processing-d9a6d6fab197</loc><lastmod>2023-05-20</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/wav2vec2forspeechclassification-model-that-would-be-very-similar-to-how-faf7479feb10</loc><lastmod>2023-05-20</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-2-9-keywords-about-audio-ce002bbdfcac</loc><lastmod>2023-05-20</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/text-classification-to-audio-classification-journey-31df9635c7f7</loc><lastmod>2023-05-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ป-ตรี-ด้าน-data-science-ในไทยเรียนที่ไหนดี-7589ea7d9af1</loc><lastmod>2021-05-30</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/covariance-vs-correlation-d4440eed90ab</loc><lastmod>2021-05-29</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/stats-for-data-science-ประเภทของสถิติ-12b449296906</loc><lastmod>2021-05-29</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/univariate-bivariate-and-multivariate-analysis-aa2d4d16dd20</loc><lastmod>2021-05-29</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ป-โท-data-science-ในไทย-เรียนที่ไหนดี-b82cd77cdebb</loc><lastmod>2025-11-01</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com</loc><lastmod>2026-11-12</lastmod><changefreq>weekly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/about</loc><lastmod>2026-11-12</lastmod><changefreq>weekly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/aws-cloud-adoption-framework-aws-caf-e5bb789431b4</loc><lastmod>2021-09-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/aws-well-architected-framework-fac9e27dbd8</loc><lastmod>2021-09-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/additional-amazon-database-services-e98c4f2fdb7e</loc><lastmod>2021-09-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/aws-trusted-advisor-db9f212bf4e3</loc><lastmod>2021-09-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/aws-shared-responsibility-model-bc0fe44ee85b</loc><lastmod>2021-09-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/aws-migration-strategies-b1acb83b3c05</loc><lastmod>2021-09-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/amazon-elastic-file-system-efs-820ebc700caa</loc><lastmod>2021-09-03</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/amazon-rds-database-engines-2a7fe48e33fa</loc><lastmod>2021-09-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ดึงข้อมูลราคาทองจากเว็บsanook-โดยใช้-python-selenium-และ-beautiful-soup-916ab876f936</loc><lastmod>2021-09-22</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/gcp-compute-engine-security-a664063d1324</loc><lastmod>2021-10-12</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/it-is-a-great-article-but-i-got-the-erro-like-ratelimiterror-you-exceeded-your-current-quota-83034dee9656</loc><lastmod>2023-06-24</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/การพยากรณ์โรคหลอดเลือดสมองโดยใช้-machine-learning-9dce62435a24</loc><lastmod>2021-12-09</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/power-energy-and-spectrum-in-speech-22cb0cbd1faf</loc><lastmod>2023-08-26</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/mfcc-801a9fa53617</loc><lastmod>2023-08-26</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/input-and-output-of-mfcc-and-fft-d51739d21439</loc><lastmod>2023-08-26</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/รับเขียนบทความด้านเทคโนโลยี-data-science-4a95ad2ac2c8</loc><lastmod>2023-08-24</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/assessing-the-potential-threat-of-driverless-car-4e23aa11d39e</loc><lastmod>2023-08-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/feature-selection-vs-feature-extraction-a4985d51a23f</loc><lastmod>2023-08-19</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/spectral-features-of-speech-signals-unveiling-vocal-characteristics-ee2754a3d0c6</loc><lastmod>2023-08-19</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/curse-of-dimensionality-challenges-of-high-dimensional-data-115e67e1b5e6</loc><lastmod>2023-08-19</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/characteristics-of-a-waveform-unveiling-signal-properties-944d930a256</loc><lastmod>2023-08-19</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/speaker-identification-unveiling-voices-for-identification-96b146dbdda6</loc><lastmod>2023-08-19</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/feature-engineer-ede07779ac1f</loc><lastmod>2023-08-19</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/distinguishing-speaker-identification-and-speaker-verification-2198728ed15e</loc><lastmod>2023-08-19</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/regularization-taming-overfitting-and-the-curse-of-dimensionality-19ea21fe6c2e</loc><lastmod>2023-08-19</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/can-we-use-resnet-for-speaker-identification-a245857b6e22</loc><lastmod>2023-08-18</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/gussian-mixture-models-gmm-with-speaker-identification-dc2f274a407f</loc><lastmod>2023-08-18</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/hidden-markov-and-speaker-identification-438e83a12fff</loc><lastmod>2023-08-18</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/how-to-make-speaker-identification-model-robust-6a5c7382fde2</loc><lastmod>2023-08-18</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/which-algorithms-are-the-best-for-speaker-identification-in-2023-6822934640e</loc><lastmod>2023-08-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-is-the-difference-in-speaker-identification-using-gmmvs-hmm-cb34f914bef6</loc><lastmod>2023-08-18</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/why-dnn-is-better-than-hmm-and-gmm-in-speaker-recognition-2193fe727cd2</loc><lastmod>2023-08-18</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/dynamic-mask-for-roberta-vs-static-mask-for-bert-c997edc9a939</loc><lastmod>2023-09-06</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/mfcc-vs-mel-spectrogram-8f1dc0abbc62</loc><lastmod>2023-09-06</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/nsp-in-bert-82af9035532a</loc><lastmod>2023-09-06</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/federated-machine-learning-30a5e56ae8cd</loc><lastmod>2023-10-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/adversarial-neural-network-37d9089383d0</loc><lastmod>2023-10-27</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/what-is-adversarial-model-e69ba488ae86</loc><lastmod>2023-10-27</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/adversarial-attack-b4985341fda6</loc><lastmod>2023-10-27</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/mitigating-prompts-injection-attacks-in-chatgpt-safeguarding-ai-conversations-from-harmful-6a2eb2dc5428</loc><lastmod>2023-10-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/audio-deep-fake-detection-revealing-the-sounds-of-deceit-1f2dec28efbe</loc><lastmod>2023-10-27</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/the-ai-eras-prospects-for-public-transportation-a-revolution-in-mobility-9dc48aac6aec</loc><lastmod>2023-10-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-is-encoder-ac8605b31f3e</loc><lastmod>2023-10-25</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/the-difference-of-flac-and-wav-file-05ebf38b716f</loc><lastmod>2023-10-24</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/future-of-federated-learning-821395346ca4</loc><lastmod>2023-11-15</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/what-really-happens-in-dropout-layer-287d0c2edb77</loc><lastmod>2023-11-15</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/transforming-deep-learning-a-deep-dive-into-federated-learning-e57d4bfafa6d</loc><lastmod>2023-11-15</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/navigating-the-diversity-tackling-non-iid-challenges-in-the-future-of-federated-learning-97e5d9bdd3d2</loc><lastmod>2023-11-15</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/hcalculate-r-squared-video-cebc28a02dd9</loc><lastmod>2022-01-28</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/stress-level-prediction-from-smart-pillow-luciferml-f119e2b902f8</loc><lastmod>2022-03-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/luciferml-semi-auto-tool-for-machine-learning-5adbd631cd9a</loc><lastmod>2022-04-21</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-difference-between-differential-privacy-and-federated-learning-6cbe19333c09</loc><lastmod>2023-12-14</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/thank-you-ayub-7054eda3ebf9</loc><lastmod>2023-12-12</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/thank-you-so-much-it-is-challenging-problem-f46d48547645</loc><lastmod>2022-05-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/seer-breast-cancer-dataset-with-95-accuracy-fb8b2e1140b5</loc><lastmod>2022-05-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/2-methods-of-scraping-twitter-data-without-api-82fc35d0912c</loc><lastmod>2022-05-24</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/keras-tensflow-pytorch-ต่างกันยังไง-3507d76c9f7d</loc><lastmod>2022-05-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/วิธี-run-cuda-ใน-google-colab-4079b8053a80</loc><lastmod>2022-05-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/nlp-natural-language-processing-คือ-อะไร-ทำไมต้องเรียน-166844063120</loc><lastmod>2022-05-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/is-it-possible-to-make-it-specific-in-different-region-in-the-country-84f063f4b534</loc><lastmod>2022-05-20</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/7-multi-label-text-classification-dataset-1b6ea32d074</loc><lastmod>2022-06-18</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/data-in-brief-journal-bbecc165ed2e</loc><lastmod>2022-06-17</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/วิเคราะห์ข้อมูล-กัญชา-จาก-ทวิตเตอร์-daa038d86b8b</loc><lastmod>2022-06-14</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/transformers-in-ktrain-1af41844f675</loc><lastmod>2022-07-01</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/list/4cd57e6404bd</loc><lastmod>2024-02-09</lastmod><changefreq>monthly</changefreq><priority>0.1</priority></url>
<url><loc>https://vtiya.medium.com/how-to-hydrate-tweets-using-twython-1e18b7d1d810</loc><lastmod>2022-06-21</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-list-of-thai-language-text-classification-datasets-5e04e212b63b</loc><lastmod>2022-08-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/finance-and-text-classification-b5c845a79d33</loc><lastmod>2022-08-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-to-extract-emoji-in-2022-python-460361d1a3ae</loc><lastmod>2022-09-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-is-liwc-bf54ce721631</loc><lastmod>2022-08-01</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-4th-korean-emotion-recognition-41eb8a5ab96e</loc><lastmod>2022-08-29</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/website-for-finding-nlp-conferences-8d88823ea99e</loc><lastmod>2022-08-29</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/thank-you-good-article-7e0385d73f6f</loc><lastmod>2022-09-21</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-do-you-handle-domain-specific-terms-and-jargon-in-topic-modeling-acd0c2806eb9</loc><lastmod>2024-01-25</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/transfer-learning-for-medical-image-segmentation-389b0ca8ec1d</loc><lastmod>2024-01-24</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/why-we-freeze-some-layers-for-transfer-learning-f35d9f67f99c</loc><lastmod>2024-01-24</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/how-early-stopping-does-prevent-overfitting-3bba0e33598b</loc><lastmod>2024-01-24</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-does-machine-learning-model-understand-an-image-03845c04829a</loc><lastmod>2024-01-24</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/morphological-operations-in-image-processing-33474c8ce5c6</loc><lastmod>2024-01-24</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/mitigating-overfitting-in-complex-neural-networks-strategies-for-achieving-convergence-between-15c4921209aa</loc><lastmod>2024-01-30</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-can-nlp-can-shape-agriculture-field-6659a976dfee</loc><lastmod>2022-11-09</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/tutorials-for-alnlp-tasks-9a54806e810c</loc><lastmod>2022-11-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-librosa-can-do-8fd98e759184</loc><lastmod>2024-02-17</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/1d-signal-vs-2-signal-fa605aa831c6</loc><lastmod>2024-02-17</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/hi-maarten-46ed6357bb3e</loc><lastmod>2022-12-21</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-difference-between-bert-uncased-and-cased-ec25e632b426</loc><lastmod>2022-12-12</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/ask-chatgpt-to-provide-neural-networks-that-might-have-been-seen-to-be-applied-in-a-journal-paper-e75e6f651ad1</loc><lastmod>2023-02-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/process-of-text-classification-in-lstm-2f9859575020</loc><lastmod>2023-02-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/hybrid-neural-network-using-for-text-classific-fcbd140a846</loc><lastmod>2023-02-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/deep-dive-into-each-layer-of-lstm-e3fdf2cda089</loc><lastmod>2023-02-03</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/text-classification-with-cnn-3c2cd624ca5d</loc><lastmod>2023-02-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-differences-between-rnn-cnn-lstm-and-gru-8e2d5ae26890</loc><lastmod>2023-02-02</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/gru-vs-bi-gru-which-one-is-going-to-win-58a45ede5fba</loc><lastmod>2023-02-02</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/can-we-use-genetic-algorithms-for-text-classification-5bffeef43eb9</loc><lastmod>2023-02-02</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/text-classification-with-swarm-intelligence-algorithm-5be5f1591d30</loc><lastmod>2023-02-02</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/the-difference-between-lstm-and-bi-lstm-a9b9d46a31c6</loc><lastmod>2023-02-02</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/this-is-the-full-version-of-it-i-35e90b37022f</loc><lastmod>2023-02-01</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/10-variations-of-convolutional-neural-network-cnn-for-t-a5d365c8d7c0</loc><lastmod>2023-02-09</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/10-variations-of-long-short-term-memory-lstm-using-for-text-classification-6206182247af</loc><lastmod>2023-02-09</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/can-we-use-roc-curve-with-multiclass-classification-fd41c581b461</loc><lastmod>2023-04-01</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-to-clean-english-text-leave-only-thai-text-2d745b0a2a5f</loc><lastmod>2023-05-02</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-are-differences-between-gpt-and-chatgpt-55cc0df90cdd</loc><lastmod>2023-05-02</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-is-hierachical-topic-modeling-e16deae85823</loc><lastmod>2023-05-02</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/which-task-of-nlp-using-only-encoder-in-transfomers-c2f9b3679a97</loc><lastmod>2023-05-02</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/which-task-of-nlp-using-both-encoder-and-decoder-of-transformers-4bd31d05f7b</loc><lastmod>2023-05-02</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-key-difference-between-transformers-architecture-and-the-gpt-architecture-e47378eca0e8</loc><lastmod>2024-03-02</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/10-bert-recommended-for-mental-health-context-2b94cfa33514</loc><lastmod>2023-05-01</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/fixed-thank-you-fdcdc95526dd</loc><lastmod>2024-03-02</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-difference-of-bert-xlm-roberta-and-longformer-c23aee338297</loc><lastmod>2024-02-29</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/contrastive-learning-in-text-classification-7c6e7ceaae1c</loc><lastmod>2024-02-29</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/any-updates-for-this-36fbd46065e9</loc><lastmod>2024-02-29</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/the-structure-of-longformer-bf26ee0c82fd</loc><lastmod>2024-02-29</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-differences-between-bert-and-mbert-7eea6b059865</loc><lastmod>2024-02-29</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/voice-pathology-detection-refers-to-the-process-of-identifying-and-diagnosing-disorders-or-8be318678b4d</loc><lastmod>2024-02-26</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/multilabel-depression-37f374eccee6</loc><lastmod>2024-02-26</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/exploring-word-importance-in-language-models-a-case-study-using-perturbation-based-explainability-2cef769c578e</loc><lastmod>2024-02-26</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/thanks-for-sharing-efd31b3bae1b</loc><lastmod>2024-03-09</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-the-xlm-roberta-model-converts-text-into-embeddings-0b5233a1ea0a</loc><lastmod>2024-03-06</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/why-does-audio-nlp-not-boom-like-text-a63a089e3893</loc><lastmod>2023-06-01</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-we-can-use-federated-learning-on-our-laptops-35c2be8e03e2</loc><lastmod>2023-06-01</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/bias-detection-in-nlp-ec6707523bb8</loc><lastmod>2023-06-01</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/how-we-promote-diversity-equity-and-inclusivity-through-nlp-3959cfcdff34</loc><lastmod>2023-06-01</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/laser-language-agnostic-sentence-representations-multilingual-sentence-embedding-d7e9ce873195</loc><lastmod>2023-05-29</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/zero-starts-of-knowledge-graph-7f1a4317e7f7</loc><lastmod>2023-05-28</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/deep-learning-vs-geometric-deep-learning-ae99cd903961</loc><lastmod>2023-05-28</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/10-tasks-networkx-can-do-c74b3d820d7d</loc><lastmod>2023-05-28</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/ontology-studies-and-neurosymbolic-representations-related-to-graphs-65c1a94b4e17</loc><lastmod>2023-05-28</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/why-people-move-from-nlp-to-graph-ba-28a0928e874e</loc><lastmod>2023-05-28</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/gnn-vs-gcn-vs-gan-grap-cf7a790848ad</loc><lastmod>2023-05-28</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/lets-code-k-fold-validation-on-bert-722f9438f932</loc><lastmod>2023-05-24</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-16-how-does-audio-processing-know-this-is-a-different-language-of-speaking-31f430ea39c4</loc><lastmod>2023-05-24</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/why-should-not-do-k-fold-cross-validation-with-bert-93cdb4701ec1</loc><lastmod>2023-05-24</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-18-how-audio-processing-helps-to-detect-emotions-7109cd328dec</loc><lastmod>2023-05-24</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-15-aliasing-8be98fdecfa4</loc><lastmod>2023-05-24</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-19-mfcc-335283533eeb</loc><lastmod>2023-05-24</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-17-341b7fb2efba</loc><lastmod>2023-05-24</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/getting-to-know-more-of-k-fold-cross-validation-3b1806e6fb</loc><lastmod>2023-05-24</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-8-why-do-we-need-to-filter-the-sound-7c2ea13ed662</loc><lastmod>2023-05-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-7-100-words-regarding-signal-processing-2a0c5c302224</loc><lastmod>2023-05-23</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-9-how-to-clean-audio-files-1f9de3b804a0</loc><lastmod>2023-05-23</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-3-100-keywords-of-audio-classification-and-definitions-6012c02f96b</loc><lastmod>2023-05-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-4-relevant-features-of-audio-for-emotion-classification-ac599910eabd</loc><lastmod>2023-05-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-10-introduction-of-high-pass-low-pass-and-band-pass-2e18c5181a0c</loc><lastmod>2023-05-23</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-11-what-is-nyquist-theorm-for-audio-8aa295feda1d</loc><lastmod>2023-05-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-13-sampling-theorm-fe33d84dd929</loc><lastmod>2023-05-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-6-the-fast-fourier-transform-a3fa686aac27</loc><lastmod>2023-05-23</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-12-why-do-we-need-bandwidth-in-audio-3c425a457773</loc><lastmod>2023-05-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/text-classification-using-only-encoder-in-transfomers-39403b66a5d5</loc><lastmod>2023-05-23</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-5-audio-time-or-frequency-domain-9c2f7f679d9c</loc><lastmod>2023-05-23</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/audio-journey-part-14-what-is-quantizer-for-audio-processing-8055fe22594d</loc><lastmod>2023-05-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-can-we-play-with-method-to-make-a-research-paper-in-text-classification-a65d3fa4f63f</loc><lastmod>2023-08-05</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/hybrid-bert-models-in-text-classification-94596101d832</loc><lastmod>2023-08-02</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/ensemble-deep-learning-de9eb1c85067</loc><lastmod>2023-08-02</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/multichannel-deep-learning-in-text-classification-db77a335de3e</loc><lastmod>2023-08-02</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/artificial-general-intelligence-agi-cd5d2d3f4d8e</loc><lastmod>2023-07-31</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/longformer-5935db17afcc</loc><lastmod>2023-07-31</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-to-evaluate-novel-topic-modeling-method-104ad9684428</loc><lastmod>2023-07-31</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/attention-based-topic-modeling-in-thai-language-90e0de76a2af</loc><lastmod>2023-07-31</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/shap-based-on-game-theory-debb06d3ebc1</loc><lastmod>2024-04-02</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/vision-language-models-vlms-ee01eae01743</loc><lastmod>2024-03-30</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/rag-retrieval-augmented-generation-9c9e22aed933</loc><lastmod>2024-03-30</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/large-language-model-language-model-and-pre-trained-language-models-500981608569</loc><lastmod>2024-03-30</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/key-components-of-llms-484b4c145a1b</loc><lastmod>2024-03-30</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/fine-tuning-vs-prompt-tuning-bdae685e63fd</loc><lastmod>2024-03-30</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-does-perimeter-mean-in-the-network-b1f76e21e3f9</loc><lastmod>2023-10-06</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/zero-trust-vs-perimeter-control-approach-80bcf9b795c4</loc><lastmod>2023-10-06</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/variational-autoencoders-7ecef0d711b8</loc><lastmod>2023-12-26</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/gradient-boosting-b1536e10cba8</loc><lastmod>2024-02-09</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/10-recent-trends-in-video-classification-models-19766790737a</loc><lastmod>2024-02-08</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/how-to-extract-video-features-924415d1fcbb</loc><lastmod>2024-02-08</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/video-classification-and-processes-36309d1fa87c</loc><lastmod>2024-02-08</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/gender-bias-in-voice-b921666597dc</loc><lastmod>2024-02-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/both-gemini-and-gemini-advanced-are-large-language-models-developed-by-google-but-they-offer-some-1ada55eb7614</loc><lastmod>2024-02-08</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/how-to-mitigate-gender-bias-in-audio-ddd723de26e4</loc><lastmod>2024-02-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-aggregation-process-in-federated-learning-6d5e7081ad4c</loc><lastmod>2024-02-08</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/fairness-aware-learning-641f1a1ccb35</loc><lastmod>2024-02-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-to-deal-with-multimodal-data-in-machine-learning-6556d61ffe0f</loc><lastmod>2024-02-08</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/converting-different-data-types-image-voice-text-into-numerical-vectors-for-machine-learning-ca7c17200994</loc><lastmod>2024-02-08</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/how-adversarial-learning-can-reduce-bias-3db79f5b681f</loc><lastmod>2024-02-08</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/man-in-the-middle-mitm-attack-28c1ba8bdad5</loc><lastmod>2024-02-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/mutual-information-86e937f4809d</loc><lastmod>2024-02-04</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/gender-bias-towards-speaker-identification-86f56ca65ed9</loc><lastmod>2024-02-04</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/federated-le-65b276ae5be2</loc><lastmod>2024-02-04</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/mutual-information-in-speaker-identification-9c738ab24d68</loc><lastmod>2024-02-04</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/pseudo-labeling-624d51d5f720</loc><lastmod>2024-04-09</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/chromadb-job-54f605676621</loc><lastmod>2024-04-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/if-i-know-how-to-fine-tune-pre-trained-model-is-it-difficult-to-run-large-language-model-16d339a2afc9</loc><lastmod>2024-04-06</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/fine-tuning-vs-prompt-tuning-780a9bcbf75f</loc><lastmod>2024-04-06</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/how-retrieval-augmented-generation-rag-works-ea83ff378852</loc><lastmod>2024-04-06</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/in-context-learning-icl-86899ddae8ff</loc><lastmod>2024-04-06</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/detecting-video-deepfakes-83f1bd17e806</loc><lastmod>2024-04-05</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/llm-hallucination-34aee6fae21e</loc><lastmod>2024-04-05</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/detecting-audio-deepfakes-6029fee7d0b6</loc><lastmod>2024-04-05</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/how-to-detect-image-deepfakes-7dcb6300a6df</loc><lastmod>2024-04-05</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-evaluation-metrics-of-tasks-in-nlp-acd8ea611afc</loc><lastmod>2024-04-05</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/bert-vs-llama-9d775372a7e2</loc><lastmod>2024-04-05</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/training-llm-process-8c75d96ba4c4</loc><lastmod>2024-04-05</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/rag-retrieval-augmented-generation-c5521285a671</loc><lastmod>2024-04-05</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/glue-dataset-benchmark-dataset-for-evaluating-language-models-579188e2ca01</loc><lastmod>2024-04-05</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/multimodal-data-classification-c31f8301fce2</loc><lastmod>2024-04-05</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/which-task-can-we-use-llm-f6935b430f55</loc><lastmod>2024-04-04</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/can-we-train-llm-with-google-colab-pro-e8d1f67472ec</loc><lastmod>2024-04-04</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/what-is-evaluation-metrics-of-llm-58bc91494df6</loc><lastmod>2024-04-04</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/what-we-need-when-training-llm-bd4faaec7be0</loc><lastmod>2024-04-04</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/llm-for-cyber-security-41cc8ed1ff94</loc><lastmod>2024-04-04</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/feature-discretization-c35bed5cc4b7</loc><lastmod>2024-05-02</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/regularization-18e2054173e9</loc><lastmod>2024-04-30</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/differences-between-training-set-and-validation-set-a9638ab87338</loc><lastmod>2024-04-30</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/underfitting-edfad77b484a</loc><lastmod>2024-04-30</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/bias-variance-tradeoff-0548beea46c0</loc><lastmod>2024-04-30</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-is-the-job-of-hidden-layers-in-a-neural-network-22b6ebe65b71</loc><lastmod>2024-04-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/spiking-neural-networks-snn-a177293b4895</loc><lastmod>2024-05-02</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/neuromorphic-computing-ca37d858538b</loc><lastmod>2024-04-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/moores-law-a55f26f8937e</loc><lastmod>2024-04-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-is-the-activation-function-823700c899a9</loc><lastmod>2024-04-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/eeg-analysis-relies-on-using-different-frequencies-to-extract-meaningful-information-about-brain-f7ac1d0970d5</loc><lastmod>2024-04-27</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/the-evolution-of-text-processing-algorithms-a-journey-from-keywords-to-meaning-cbb6c92fdd92</loc><lastmod>2024-05-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-power-and-peril-of-large-language-models-challenges-and-considerations-5694e2ccee9b</loc><lastmod>2024-05-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/prompt-tuning-vs-in-context-learning-b3fce6053abc</loc><lastmod>2024-05-11</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/the-pixelated-past-a-journey-through-image-processing-evolution-cebb93a5eb27</loc><lastmod>2024-05-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-fascinating-evolution-of-speech-processing-from-vowels-to-conversations-b2b3cf34e4dc</loc><lastmod>2024-05-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/supervised-fine-tuning-sft-68261a9c49d2</loc><lastmod>2024-05-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/is-bert-large-language-model-4f3d731c86d4</loc><lastmod>2024-05-09</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/rag-langchain-and-llama2-bec577231fad</loc><lastmod>2024-05-09</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/interesting-papers-728427056fa4</loc><lastmod>2024-05-06</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/comparing-image-captioning-tasks-in-llm-with-gemini-vision-pro-bilp-bilp2-and-llava-8e496105754a</loc><lastmod>2024-05-20</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/เปิดตัว-gpt-4o-gpt-4o-คืออะไร-ดีกว่า-gpt-4-อย่างไร-5babbc60cc11</loc><lastmod>2024-09-25</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/llava-88b2d1987e9b</loc><lastmod>2024-05-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/memetic-algorithm-26e8c2cc4aa9</loc><lastmod>2024-04-25</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/what-llm-can-do-43b07e49981a</loc><lastmod>2024-04-24</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/continual-learning-adapting-an-llm-to-new-tasks-without-forgetting-previous-knowledge-c4f5f91e7859</loc><lastmod>2024-04-23</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/ask-gemini-to-write-about-200-llm-keywords-92b2c6a15d3e</loc><lastmod>2024-04-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/llm-what-is-lora-4f6e783bfb57</loc><lastmod>2024-04-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/benchmark-a-standardized-task-used-to-compare-the-performance-of-llms-ecaf19932011</loc><lastmod>2024-04-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/qualities-in-llm-outputs-6ced18cdc94a</loc><lastmod>2024-04-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/quantization-in-llms-a-balancing-act-169ab7b9d4f4</loc><lastmod>2024-04-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/qlora-quantized-low-rank-adaptation-c274adea235f</loc><lastmod>2024-04-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/evaluating-large-language-models-llms-d68b09e9e1aa</loc><lastmod>2024-04-23</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/fine-tune-a-large-language-model-llm-for-conversations-about-cancer-along-with-potential-0f062ae96959</loc><lastmod>2024-06-29</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/object-detection-evaluation-metrics-f92bcfcb8753</loc><lastmod>2024-06-29</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/clip-9abaf6f6dee9</loc><lastmod>2024-06-29</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/how-yaml-file-helps-yolo-a07a5877e7e5</loc><lastmod>2024-06-29</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/how-ner-can-help-text-summarization-769df286cb7e</loc><lastmod>2024-06-27</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/live-hackathon-6c8c21309787</loc><lastmod>2024-08-30</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/prompt-engineer-e084bf0946a5</loc><lastmod>2024-08-30</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/self-supervised-learning-19969e43f705</loc><lastmod>2024-09-22</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/text-to-sql-for-free-powered-by-ai-d7ec31740ed2</loc><lastmod>2024-09-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/foundation-models-44a85de8787d</loc><lastmod>2024-09-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-do-you-handle-missing-data-in-a-dataset-b46f0cba22c5</loc><lastmod>2024-09-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-do-you-handle-multicollinearity-in-regression-analysis-ae22dc3453be</loc><lastmod>2024-09-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/effective-techniques-for-cleaning-and-preprocessing-a-multimodal-dataset-a-case-study-on-mental-8dc8d1ce6d7b</loc><lastmod>2024-09-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-would-you-explain-the-meaning-of-p-value-to-a-non-technical-stakeholder-151c7bc186c6</loc><lastmod>2024-09-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/population-vs-sample-8b87c66da9b2</loc><lastmod>2024-09-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/k-nearest-neighbors-knn-imputation-7f89f39807ef</loc><lastmod>2024-09-18</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/central-limit-theorem-clt-aceca6a5dd20</loc><lastmod>2024-09-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/hypothesis-testing-a-simplified-explanation-8bb43d6ff6af</loc><lastmod>2024-09-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/batch-vs-stream-processing-7eb02a07573f</loc><lastmod>2024-09-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/when-to-use-mean-median-mode-imputation-b0fd6be247db</loc><lastmod>2024-09-18</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/descriptive-and-inferential-statistics-8f7835f75cb0</loc><lastmod>2024-09-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-risks-and-ethical-challenges-of-large-language-models-exploring-the-stochastic-parrots-da9f5368c79a</loc><lastmod>2024-09-17</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/data-drift-have-you-ever-heard-it-before-efba70e9d29c</loc><lastmod>2024-09-17</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/weather-observation-station-5-hackerrank-9c80ee692de3</loc><lastmod>2024-10-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/exploring-low-parameter-architectures-in-machine-learning-b2128c89efb0</loc><lastmod>2024-10-13</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/what-is-transformers-b54e55433d7c</loc><lastmod>2024-10-13</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/yamnet-for-audio-classification-867ff0ca9197</loc><lastmod>2024-10-12</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/navigating-the-challenges-of-sparse-data-065a71c6f0e1</loc><lastmod>2024-10-09</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/dealing-with-high-dimensional-low-sample-size-hdlss-data-strategies-for-success-f9c82a9036f1</loc><lastmod>2024-10-09</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/what-is-residual-sum-of-squares-rss-in-regression-ee21bbde0b52</loc><lastmod>2024-10-09</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/bert-vs-t5-a4de647df50e</loc><lastmod>2024-10-08</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/label-smoothening-69a442cc9eea</loc><lastmod>2024-10-06</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/50-questions-about-text-classification-and-transformers-afa410d572e2</loc><lastmod>2024-10-06</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/understanding-cross-entropy-loss-labeling-and-next-word-prediction-in-transformers-977a338089b2</loc><lastmod>2024-10-06</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/high-variance-and-low-variance-in-data-f9cb6c937634</loc><lastmod>2024-10-04</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/why-text-datasets-often-have-more-features-than-samples-44739e8feba1</loc><lastmod>2024-10-04</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-pre-trained-model-can-reduce-dimensionality-in-text-796842c2bab0</loc><lastmod>2024-10-04</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-curse-of-dimensionality-affects-models-cb0f1a835b6f</loc><lastmod>2024-10-04</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-cnn-and-lstm-differently-capture-a-sentence-9354df6e6a63</loc><lastmod>2024-10-04</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/10questions-about-logistic-regression-250d403800c0</loc><lastmod>2024-10-19</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/preparing-for-data-scientist-interview-762a5c0b0315</loc><lastmod>2024-10-16</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/quantization-c50e24029d5e</loc><lastmod>2024-11-14</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/training-a-longformer-does-not-require-xml-roberta-or-bert-as-a-base-model-the-8cffe00228e7</loc><lastmod>2024-12-10</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/what-is-prosody-c2bec2f99957</loc><lastmod>2025-01-19</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/problems-with-rnn-and-how-attention-weights-solved-this-379c752e0bd3</loc><lastmod>2025-01-19</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/the-gradient-only-be-negative-88069472d43c</loc><lastmod>2025-01-19</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/salient-features-in-machine-learning-b7e8a7009701</loc><lastmod>2025-01-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/attenuating-in-audio-means-33b9afa1e7eb</loc><lastmod>2025-01-18</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/energy-vs-pitch-in-audio-30026db5b26c</loc><lastmod>2025-01-18</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/mfcc-mel-frequency-cepstral-coefficients-magnitude-reveals-key-audio-characteristics-2f3450fe4d11</loc><lastmod>2025-02-04</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/i-fixed-thank-you-c0e4a8f47b96</loc><lastmod>2025-04-02</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/decoding-the-vibe-insights-from-the-r-vibecoding-subreddit-277af7f77029</loc><lastmod>2025-05-15</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/vibe-coding-คืออะไร-94fdad9932b9</loc><lastmod>2025-05-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/content-delivery-network-cdn-c365d56e77ef</loc><lastmod>2025-05-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/token-refresh-4f2c48bc444d</loc><lastmod>2025-05-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-difference-between-dbms-and-rdbms-0352a73ae2e8</loc><lastmod>2025-05-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-public-sector-paradox-why-thailands-government-struggles-to-attract-local-ai-talent-40bbdcf01a5d</loc><lastmod>2025-05-19</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-unseen-intelligence-shadow-ai-and-the-government-system-f1422ee44458</loc><lastmod>2025-05-19</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-subtle-yet-significant-divide-ai-agent-vs-agentic-ai-6cc9f93d0c13</loc><lastmod>2025-05-19</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/คำสะกดผิดในระบบรู้จำเสียงพูด-8db7375a28a3</loc><lastmod>2025-05-29</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/วิธีทำให้-llm-เข้าใจคำย่อในภาษาไทย-8c0cb3f08545</loc><lastmod>2025-05-29</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/การบรรจบกันของ-pdpa-และปัญญาประดิษฐ์แบบ-llm-แนวโน้มและความท้าทายในยุคดิจิทัล-783bfbd7acd2</loc><lastmod>2025-06-06</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/understanding-attack-success-rate-asr-in-adversarial-ai-e4a1764c4e49</loc><lastmod>2025-07-31</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/เรียกใช้-huggingface-model-ยังไงให้เร็ว-473ace143870</loc><lastmod>2025-08-05</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/detecting-llm-prompt-injection-using-natural-language-processing-cfd9762e0eda</loc><lastmod>2024-09-09</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/เจาะลึก-ส่องเทรนด์และมูลค่าตลาด-ai-ในไทย-อ้างอิงจากข้อมูลล่าสุด-statista-0a51c7bfbac3</loc><lastmod>2025-09-02</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/สร้างแชทบอท-pdpa-ด้วย-rag-และ-typhoon-เจาะลึกเทคโนโลยีที่อยู่เบื้องหลัง-c73483343dd6</loc><lastmod>2025-09-01</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/rag-vs-vector-database-92ed39cc91aa</loc><lastmod>2025-09-01</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/building-a-pdpa-chatbot-with-rag-and-typhoon-a-deep-dive-into-the-technology-95d28058bd30</loc><lastmod>2025-09-01</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/เจาะลึกความปลอดภัยของ-ai-เมื่อ-llm-ฉลาดขึ้น-เราจะปลอดภัยขึ้นได้อย่างไร-d958538fba13</loc><lastmod>2025-08-28</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ai-burnout-เมื่อเทคโนโลยีมาพร้อมกับความเหนื่อยหน่ายในที่ทำงาน-bc2c3a3bb64c</loc><lastmod>2025-08-28</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ai-บนอุปกรณ์-เมื่อปัญญาประดิษฐ์มาอยู่ใกล้ตัวคุณ-23526569cc74</loc><lastmod>2025-08-28</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/การแปลงกลิ่นให้เป็นดิจิทัล-การใช้แผนที่โมเลกุลเพื่อทำความเข้าใจกลิ่น-e5226a5c6923</loc><lastmod>2025-08-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/genai-divide-ทำไมองค์กร-95-ลงทุน-ai-แล้วไม่ได้กำไร-7e30846230c3</loc><lastmod>2025-08-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/shadow-ai-economy-คืออะไร-4b992ad882b3</loc><lastmod>2025-08-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/dropout-means-droping-some-nodes-abfda201625a</loc><lastmod>2024-10-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/gru-vs-lstm-de9bcff532a9</loc><lastmod>2024-10-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/multicollinearity-97ca360d69c2</loc><lastmod>2024-09-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/potential-data-science-project-topics-for-amazon-356bf4a9018c</loc><lastmod>2024-09-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/linear-regression-can-only-be-used-for-linear-relationships-6b206d8b18e2</loc><lastmod>2024-09-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/potential-data-science-project-topics-for-google-intervie-1c47b154d156</loc><lastmod>2024-09-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/speech-tasks-in-interspeech-confences-3dd7070ebb6a</loc><lastmod>2024-09-26</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/what-is-hdlss-c6663c28d484</loc><lastmod>2024-09-25</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/stats-is-important-for-data-understanding-1c00f83349c7</loc><lastmod>2024-09-25</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/why-we-do-chucking-in-rag-380b30f92a24</loc><lastmod>2024-09-25</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/chucking-vs-tokenization-4805d8099885</loc><lastmod>2025-04-02</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/llm-questions-for-interview-f013f4a27330</loc><lastmod>2024-09-25</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/llm-questions-f612b2fece29</loc><lastmod>2024-09-25</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/stemming-vs-lemmatization-6401c55e1734</loc><lastmod>2024-09-24</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/ai-and-thai-elections-a-tool-for-power-or-participation-f143c8c69c74</loc><lastmod>2025-09-25</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-black-box-in-thailand-algorithmic-decision-making-in-thai-bureaucracy-9758623b0d33</loc><lastmod>2025-09-25</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/qwen-คืออะไร-24882b1d3a56</loc><lastmod>2025-09-25</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/token-counting-for-llms-case-study-gemini-e4deca2a879e</loc><lastmod>2025-11-12</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/การจัดเก็บบริบท-context-caching-6c0cfc639b91</loc><lastmod>2025-11-12</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/transformers-vs-mixture-of-experts-a0117021f32d</loc><lastmod>2025-11-10</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/️-แนะนำเครื่องมือ-stanford-agentic-reviewer-fa169a4f3caf</loc><lastmod>2025-11-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/why-thailand-is-missing-from-the-global-ai-top-30-and-why-thats-a-bigger-risk-than-we-think-b61b6c8167ab</loc><lastmod>2025-12-15</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/multi-turn-ai-agents-114ab6a5e5c5</loc><lastmod>2025-12-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/prompt-engineer-vs-context-engineer-5f49506495cc</loc><lastmod>2025-12-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ai-data-depletion-การเหือดหายของข้อมูล-ai-80d86be58938</loc><lastmod>2025-12-22</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/word2vec-vs-glove-c52e912d1236</loc><lastmod>2025-01-07</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-is-static-embedding-5f77bdc7941b</loc><lastmod>2025-01-07</lastmod><changefreq>monthly</changefreq><priority>1.0</priority></url>
<url><loc>https://vtiya.medium.com/machine-learning-คืออะไร-สรุปครบจบในบทความเดียว-เข้าใจจริง-ไม่งง-ไม่ต้องเทพคณิต-f93f70e882a1</loc><lastmod>2026-01-05</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/งบวิจัย-ai-ของ-nih-โตแรงแค่ไหน-เจาะลึกข้อมูล-5-ปีที่เปลี่ยนทิศทางงานวิจัยการแพทย์-2019-2023-d2aeff5bfb02</loc><lastmod>2026-01-16</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/การวิจัยปัญญาประดิษฐ์และการเรียนรู้ของเครื่องที่ได้รับทุนจาก-nih-ระหว่างปี-2019-2023-0ac33efa7684</loc><lastmod>2026-01-16</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ai-jumps-to-2-global-business-risk-in-2026-what-companies-didnt-see-coming-ae0744da9ef2</loc><lastmod>2026-01-14</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/5-ความจริงที่น่าประหลาดใจเกี่ยวกับ-universal-commerce-protocol-ucp-ใหม่-5c0742e3ee56</loc><lastmod>2026-01-14</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-ai-slop-invasion-which-countries-watch-the-most-synthetic-content-on-youtube-2abde7daa899</loc><lastmod>2026-01-12</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-end-of-the-shopping-cart-4e1769903e40</loc><lastmod>2026-01-14</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/from-slop-to-agents-100-ai-terms-you-need-to-know-right-now-41cf78a66c6c</loc><lastmod>2026-01-11</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/พจนานุกรมศัพท์-ai-ปี-2026-100-คำศัพท์ใหม่ที่กำลังกำหนดอนาคตเทคโนโลยี-695344ada42e</loc><lastmod>2026-01-11</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/sparse-vector-keyword-search-vs-dense-vector-semantic-3cf08afde929</loc><lastmod>2026-01-24</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/wormgpt-ออกแบบมาเพื่อช่วยในการโจมตีทางอีเมล-business-email-compromise-และสร้างมัลแวร์-b2583148ea91</loc><lastmod>2026-01-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/dark-llms-e015f3ffca98</loc><lastmod>2026-01-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/entropy-vs-cross-entropy-vs-kl-divergence-loss-fa3315364f54</loc><lastmod>2026-04-08</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/การสร้าง-synthetic-data-ข้อมูลสังเคราะห์-โดยใช้-dirichlet-distribution-9c0d1efb541f</loc><lastmod>2026-04-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ทำไมคะแนนเต็มอาจไม่ใช่คำตอบ-เจาะลึกความลับของ-llm-benchmarks-ที่คนใช้-ai-ต้องรู้-1b7da093ab5a</loc><lastmod>2026-04-07</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-rise-and-risk-of-the-wrapper-preneur-270dc26657d0</loc><lastmod>2026-04-07</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/self-healing-code-f0db56447aeb</loc><lastmod>2026-04-05</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/เจาะลึกระบบ-rag-retrieval-augmented-generation-ทำงานอย่างไรตั้งแต่ต้นจนจบ-bd44ae6a2221</loc><lastmod>2026-04-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/red-team-vs-blue-team-ต่างกันยังไง-e55f620ad56f</loc><lastmod>2026-04-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/llm-observability-คืออะไร-84f7ef58703a</loc><lastmod>2026-04-02</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/เมื่อ-ai-มโน-ตอนตรวจ-code-เจาะลึก-hallujudge-ปราการด่านใหม่เพื่อความเชื่อใจของ-developer-e815c8b5b8b6</loc><lastmod>2026-04-02</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/งานวิจัย-time-series-ในปี-2026-จะไปทางไหน-4db0877926c1</loc><lastmod>2026-04-01</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/เจาะลึก-claude-opus-4-7-เมื่อ-ai-ไม่ได้แค่ทำตามคำสั่ง-แต่เริ่ม-เถียง-และ-ตรวจงาน-ตัวเองเป็น-8975d81c50c3</loc><lastmod>2026-04-27</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ลองนึกภาพว่า-ai-เป็น-นักเรียนอัจฉริยะ-ที่ทำข้อสอบได้เก่งมาก-แต่เวลาถามว่า-คิดยังไงถึงตอบแบบนี้-3ca3dcd26ee1</loc><lastmod>2026-05-10</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/เปิดสถิติลับ-189834c8dc62</loc><lastmod>2026-05-10</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/uber-ใช้งบ-ai-หมดทั้งปีใน-4-เดือน-เมื่อ-ai-coding-agent-กลายเป็นดาบสองคมขององค์กรเทคโนโลยี-6f47e3714414</loc><lastmod>2026-05-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/claude-finance-เมื่อ-ai-agent-กำลังเปลี่ยนโลกการเงิน-การธนาคาร-และการประกันภัย-994c2214af48</loc><lastmod>2026-05-08</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/ai-sycophancy-คืออะไร-4d51822cbc22</loc><lastmod>2026-05-01</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ai-super-cycle-คืออะไร-59091b096fec</loc><lastmod>2026-05-01</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/vector-rag-vs-vectorless-rag-เมื่อ-ai-retrieval-กำลังก้าวสู่ยุคใหม่-35ce7abbe109</loc><lastmod>2026-05-18</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/สรุป-ai-index-report-2026-จาก-stanford-c9e422efdfe5</loc><lastmod>2026-05-14</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ถอดรหัสงานวิจัย-gap-inc-เมื่อ-ความคิด-สำคัญกว่า-วิธีการ-ในโลกของ-generative-ai-2f7f423f313b</loc><lastmod>2026-05-14</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/building-a-rag-system-with-google-gemma-hugging-face-and-mongodb-498bb54d6ddc</loc><lastmod>2025-04-18</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/gpt-6-astra-มาแล้ว-8bea5c383d76</loc><lastmod>2026-10-02</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/agent-harness-คืออะไร-25b8b04d4da2</loc><lastmod>2026-10-02</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ai-inventory-คืออะไร-75722560f926</loc><lastmod>2026-10-02</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/ทำไม-moe-mixture-of-experts-จึงประหยัดกว่า-dense-model-f3711a46c9e1</loc><lastmod>2026-10-02</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/เมื่อ-ai-ต้องสอบไล่-เจาะลึกการวัดผล-ai-ผ่านแว่นตาของการทดสอบมาตรฐานมนุษย์-6a5979af87c7</loc><lastmod>2026-09-30</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/ai-stack-ฉบับเข้าใจง่าย-ตั้งแต่-llm-ไปจนถึง-evaluation-ในปี-2026-4ac7ff21d596</loc><lastmod>2026-10-07</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ai-sandbox-กรอบการทดสอบนโยบายกำกับดูแลแบบ-sandbox-ของญี่ปุ่น-a7d966d9d6c4</loc><lastmod>2025-08-19</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/ai-sandbox-24e41fa5b2b5</loc><lastmod>2025-08-19</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/generative-ai-evaluation-sandbox-ก้าวสำคัญของสิงคโปร์สู่-trusted-ai-3344efae7e6a</loc><lastmod>2025-08-19</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/usb-condom-คือ-5c4ae4104690</loc><lastmod>2025-08-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ความแตกต่างระหว่าง-choice-jacking-และ-juice-jacking-1e5ff9699778</loc><lastmod>2025-08-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-is-choicejacking-403855f809c9</loc><lastmod>2025-08-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/technology-ai-research-november-2026-e4e50e7e7b1c</loc><lastmod>2026-11-12</lastmod><changefreq>daily</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/gartner-hype-cycle-for-artificial-intelligence-2026-เมื่อ-ai-ไม่ได้มีแค่-generative-ai-อีกต่อไป-f93e9d29780f</loc><lastmod>2026-11-06</lastmod><changefreq>daily</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/ai-กำลังถูกพัฒนาอย่างรวดเร็ว-แต่บริษัทเทคโนโลยีกำลังกังวลเรื่องอะไร-21d31d4b4f50</loc><lastmod>2026-11-06</lastmod><changefreq>daily</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/data-rights-สำหรับการสร้าง-ai-สิทธิ-ความเสี่ยง-และแนวทางปฏิบัติ-20a653c80988</loc><lastmod>2025-09-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/เรามีสิทธิในผลงานที่สร้างโดย-ai-จริงหรือ-ทำความเข้าใจสิทธิในยุค-generative-ai-fb9818718ffc</loc><lastmod>2025-09-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/data-governance-vs-ai-governance-ต่างกันอย่างไร-ทำไมต้องมีทั้งสองอย่าง-50606d493da6</loc><lastmod>2025-09-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/retrieval-augmented-generation-rag-and-legal-llms-transforming-the-future-of-law-344e35cc0507</loc><lastmod>2025-09-10</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/what-thailand-is-missing-in-ai-8a1b9c53dad0</loc><lastmod>2025-09-10</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ai-guardrails-เมื่อความปลอดภัยคือหัวใจของ-ai-ที่เชื่อถือได้-0c81b81c6615</loc><lastmod>2025-09-10</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ปัจจัยหลักที่-google-newsใช้ในการเลือกข่าวมีดังนี้-32ed1caf7af5</loc><lastmod>2025-09-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/indicators-of-compromise-iocs-คืออะไร-176c90d0681d</loc><lastmod>2025-09-05</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/temperature-ใน-llm-คือ-592f12a30413</loc><lastmod>2025-09-05</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/รายงานความโปร่งใส-ai-ที่มีความรับผิดชอบ-2025-ของ-microsoft-3b3afb5db1cd</loc><lastmod>2025-09-05</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/events-vs-incidents-ต่างกันยังไง-9e3cb64e24ee</loc><lastmod>2025-09-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/infostealer-คืออะไร-eab2f47dd2f6</loc><lastmod>2025-09-03</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/การสรุปข้อความภาษาไทยด้วย-api-ของ-ai-for-thai-2c39f31b9ab3</loc><lastmod>2025-09-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ทำไมคนชอบใช้-cloudflare-50914e338f9d</loc><lastmod>2025-09-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/building-a-synthetic-healthcare-insurance-claims-dataset-for-fraud-detection-95350c29fe78</loc><lastmod>2025-11-01</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/traditional-rag-vs-context-engineer-d94ab5ca9165</loc><lastmod>2025-10-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/context-engineer-vs-prompt-engineer-936a0634627c</loc><lastmod>2025-10-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ai-กับกฎหมายต่อต้านการผูกขาด-มองคดี-chegg-vs-google-ที่กำลังเป็นที่จับตา-24e719bd1a9f</loc><lastmod>2025-10-07</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ai-ส่งผลต่อการเกษียณอายุก่อนกำหนดอย่างไร-0ea2961c0bbd</loc><lastmod>2025-10-07</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/bertopic-with-hierarchical-clustering-d781c9f66253</loc><lastmod>2025-10-24</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/cosine-similarity-or-jaccard-similarity-73ef103669d2</loc><lastmod>2025-10-22</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/how-weight-in-lime-is-generated-984575e7158a</loc><lastmod>2025-10-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/รับเขียนบทความทางเทคโนโลยีและงานวิจัยทางด้านคอมพิวเตอร์-ไทย-อังกฤษ-474a50a56751</loc><lastmod>2025-11-01</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/freelance-writer-in-technology-and-computer-science-thai-english-74eca456dc03</loc><lastmod>2025-11-01</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/gptzero-review-the-leading-ai-detection-tool-protecting-human-creativity-2adb252433ab</loc><lastmod>2025-10-31</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/gptzero-เครื่องมือช่วยนักวิจัย-ลด-ai-detected-85fae48974c5</loc><lastmod>2025-10-31</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/mongodb-vector-search-ฟรีแล้ว-เริ่มต้นสร้าง-ai-app-ได้ง่ายบน-colab-2a0d1d7bbf76</loc><lastmod>2025-10-30</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/ai-เลิกขี้ลืม-เมื่อ-โครงสร้าง-และ-การเรียนรู้-คือสิ่งเดียวกัน-รู้จัก-nested-learning-จาก-face19e179cd</loc><lastmod>2025-11-25</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/what-is-a-dense-model-like-llama-3-and-why-is-it-called-dense-0a65bfeb20fa</loc><lastmod>2026-02-20</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/stress-testing-large-language-models-evaluating-performance-robustness-and-failure-modes-under-1ad60be204b3</loc><lastmod>2026-02-20</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/สร้าง-dataset-ใส่หน้ากากอัตโนมัติด้วย-masktheface-บน-google-colab-95cd6db267a4</loc><lastmod>2026-02-16</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ทำไมเราต้อง-clone-repo-ใน-github-cc5d9c9994e9</loc><lastmod>2026-02-16</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/sandbagging-ai-40989d32da9a</loc><lastmod>2026-02-26</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/สถาปัตยกรรม-7-ชั้นของ-agentic-ai-คู่มือการสร้างระบบ-ai-อัจฉริยะที่ทำงานได้จริง-913bfcd38f68</loc><lastmod>2026-03-17</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/five-layer-cake-of-ai-c709204c2b9f</loc><lastmod>2026-03-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/search-engine-vs-action-engin-9c1780343f71</loc><lastmod>2026-03-13</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/brain-fog-when-your-ai-conversation-goes-sideways-56fd1d5cf364</loc><lastmod>2026-03-10</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-ai-divide-the-compute-rich-vs-the-compute-poor-ea76968f9422</loc><lastmod>2026-03-10</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/how-many-types-of-regression-faf2d3f78199</loc><lastmod>2026-03-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ai-ไม่ควรถูกผูกขาด-ยุทธศาสตร์-open-source-ของอินเดีย-165f86889d9b</loc><lastmod>2026-03-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/สรุปบทความ-jepa-แนวคิด-ai-ใหม่ของ-yann-lecun-738cc5479ab4</loc><lastmod>2026-03-07</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/llm-is-self-supervised-aaa2e7fb0767</loc><lastmod>2026-03-07</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/เจาะลึกสถาปัตยกรรมระบบ-ai-สมัยใหม่-จากแนวคิดสู่การใช้งานจริง-ai-system-architect-f8700e5f55f1</loc><lastmod>2026-03-25</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ลายน้ำที่มองไม่เห็นแต่ทรงพลัง-เบื้องหลัง-synthid-image-เทคโนโลยีใหม่จาก-google-deepmind-2a0d137b4649</loc><lastmod>2026-03-22</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ทำไม-supabase-ถึงได้รับความนิยมและมักจะถูกมองว่าดีกว่าคู่แข่ง-3ae3f610be16</loc><lastmod>2026-03-21</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/ai-กำลังทำให้เราคิดน้อยลงจริงไหม-วิกฤต-brain-drain-ของคนทำงานยุคใหม่-1437b2f68956</loc><lastmod>2026-04-17</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/eu-digital-omnibus-คืออะไร-164a3de21e62</loc><lastmod>2026-04-16</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ensemble-dnn-deep-neural-network-ensemble-คือเทคนิคใน-machine-learning-ที่นำ-โมเดล-deep-neural-4efcb5a31e6c</loc><lastmod>2026-04-16</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ai-supercycle-เอไอ-ซูเปอร์ไซเคิล-หมายถึง-ช่วงเวลาแห่งการเติบโตทางเศรษฐกิจที่ยาวนานและรุนแรง-eb70314fb072</loc><lastmod>2026-04-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/model-vintage-ใน-ai-คืออะไร-202511d162e6</loc><lastmod>2026-06-14</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/คู่มือเจาะลึกประเภทของ-guardrails-สำหรับ-llm-7bc9f42c4b57</loc><lastmod>2026-06-11</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ai-chatbot-กำลังแอบดูเราอยู่-เผยความจริงจากงานวิจัยที่อาจทำให้คุณต้องคิดใหม่ก่อนพิมพ์-e1d5c0b47f31</loc><lastmod>2026-06-10</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/the-rise-of-ai-forward-deployed-engineers-why-jensen-huang-believes-this-could-be-the-most-e86b93ab1a71</loc><lastmod>2026-06-07</lastmod><changefreq>monthly</changefreq><priority>0.7</priority></url>
<url><loc>https://vtiya.medium.com/evtol-the-future-of-electric-air-mobility-7809ea1c8384</loc><lastmod>2026-06-07</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/website-defacement-เมื่อเว็บไซต์ถูก-ยึดหน้าเว็บ-โดยแฮ็กเกอร์-72dd8463b61a</loc><lastmod>2026-06-04</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
<url><loc>https://vtiya.medium.com/ทำความเข้าใจ-gradient-และ-batch-normalization-ใน-deep-learning-ทำไมจึงสำคัญต่อการฝึกโมเดล-cnn-a5a47012ff66</loc><lastmod>2026-07-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/ทำความรู้จักชุดข้อมูล-cifar-10-สำหรับงาน-image-classification-228137793fe5</loc><lastmod>2026-07-08</lastmod><changefreq>monthly</changefreq><priority>0.5</priority></url>
<url><loc>https://vtiya.medium.com/responsible-ai-คืออะไร-1ec962a745e2</loc><lastmod>2026-09-01</lastmod><changefreq>monthly</changefreq><priority>0.2</priority></url>
</urlset>
