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        <title><![CDATA[Stories by Chetan Ambi on Medium]]></title>
        <description><![CDATA[Stories by Chetan Ambi on Medium]]></description>
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            <title>Stories by Chetan Ambi on Medium</title>
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            <title><![CDATA[Spark Shuffle: Under the Hood]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://pub.towardsai.net/spark-shuffle-under-the-hood-9409564ca250?source=rss-e21a9c4ed934------2"><img src="https://cdn-images-1.medium.com/max/1382/1*nQrqIhWXEulb7fbLSlYFrQ.png" width="1382"></a></p><p class="medium-feed-snippet">A deep dive into Spark&#x2019;s shuffle internals</p><p class="medium-feed-link"><a href="https://pub.towardsai.net/spark-shuffle-under-the-hood-9409564ca250?source=rss-e21a9c4ed934------2">Continue reading on Towards AI »</a></p></div>]]></description>
            <link>https://pub.towardsai.net/spark-shuffle-under-the-hood-9409564ca250?source=rss-e21a9c4ed934------2</link>
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            <category><![CDATA[data-engineering]]></category>
            <category><![CDATA[databricks]]></category>
            <category><![CDATA[apache-spark]]></category>
            <dc:creator><![CDATA[Chetan Ambi]]></dc:creator>
            <pubDate>Sun, 05 Apr 2026 20:31:01 GMT</pubDate>
            <atom:updated>2026-04-05T20:31:01.492Z</atom:updated>
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            <title><![CDATA[Spark Shuffle: The What, When and Why]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://chetanambi.medium.com/spark-shuffle-the-what-when-and-why-49bfbeda7d5e?source=rss-e21a9c4ed934------2"><img src="https://cdn-images-1.medium.com/max/1421/1*ifpQj8C0niJpXfMIeNjZNw.png" width="1421"></a></p><p class="medium-feed-snippet">The basics every Spark developer should know</p><p class="medium-feed-link"><a href="https://chetanambi.medium.com/spark-shuffle-the-what-when-and-why-49bfbeda7d5e?source=rss-e21a9c4ed934------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://chetanambi.medium.com/spark-shuffle-the-what-when-and-why-49bfbeda7d5e?source=rss-e21a9c4ed934------2</link>
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            <category><![CDATA[apache-spark]]></category>
            <category><![CDATA[databricks]]></category>
            <category><![CDATA[data-engineering]]></category>
            <dc:creator><![CDATA[Chetan Ambi]]></dc:creator>
            <pubDate>Sun, 29 Mar 2026 08:58:54 GMT</pubDate>
            <atom:updated>2026-03-29T08:58:54.674Z</atom:updated>
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            <title><![CDATA[How Spark Actually Executes Your Code in Databricks]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://levelup.gitconnected.com/how-spark-actually-executes-your-code-in-databricks-3f85f250dd21?source=rss-e21a9c4ed934------2"><img src="https://cdn-images-1.medium.com/max/1181/1*Q2rNrAsyEViHm7RLnN9Uxg.png" width="1181"></a></p><p class="medium-feed-snippet">A step-by-step deep dive of how Spark executes the code</p><p class="medium-feed-link"><a href="https://levelup.gitconnected.com/how-spark-actually-executes-your-code-in-databricks-3f85f250dd21?source=rss-e21a9c4ed934------2">Continue reading on Level Up Coding »</a></p></div>]]></description>
            <link>https://levelup.gitconnected.com/how-spark-actually-executes-your-code-in-databricks-3f85f250dd21?source=rss-e21a9c4ed934------2</link>
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            <category><![CDATA[databricks]]></category>
            <category><![CDATA[apache-spark]]></category>
            <category><![CDATA[data-engineering]]></category>
            <dc:creator><![CDATA[Chetan Ambi]]></dc:creator>
            <pubDate>Mon, 23 Mar 2026 16:19:19 GMT</pubDate>
            <atom:updated>2026-03-23T16:19:19.386Z</atom:updated>
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            <title><![CDATA[Understanding Constraints on Databricks]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://pub.towardsai.net/understanding-constraints-on-databricks-dda7395b089b?source=rss-e21a9c4ed934------2"><img src="https://cdn-images-1.medium.com/max/1920/1*flQXfjoboYdnhkddVOJLQw.jpeg" width="1920"></a></p><p class="medium-feed-snippet">Enforced and Informational constraints on the Delta lake</p><p class="medium-feed-link"><a href="https://pub.towardsai.net/understanding-constraints-on-databricks-dda7395b089b?source=rss-e21a9c4ed934------2">Continue reading on Towards AI »</a></p></div>]]></description>
            <link>https://pub.towardsai.net/understanding-constraints-on-databricks-dda7395b089b?source=rss-e21a9c4ed934------2</link>
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            <category><![CDATA[databricks]]></category>
            <category><![CDATA[apache-spark]]></category>
            <category><![CDATA[data-engineering]]></category>
            <dc:creator><![CDATA[Chetan Ambi]]></dc:creator>
            <pubDate>Mon, 16 Mar 2026 02:22:17 GMT</pubDate>
            <atom:updated>2026-03-18T04:51:51.258Z</atom:updated>
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            <title><![CDATA[Extract Weather and Climate Data Using Python and Meteostat]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://python.plainenglish.io/extract-weather-and-climate-data-using-python-and-meteostat-0642f9df5163?source=rss-e21a9c4ed934------2"><img src="https://cdn-images-1.medium.com/max/800/1*MW-BnsPXOTjGFjvOIzQGKA.png" width="800"></a></p><p class="medium-feed-snippet">Introduction</p><p class="medium-feed-link"><a href="https://python.plainenglish.io/extract-weather-and-climate-data-using-python-and-meteostat-0642f9df5163?source=rss-e21a9c4ed934------2">Continue reading on Python in Plain English »</a></p></div>]]></description>
            <link>https://python.plainenglish.io/extract-weather-and-climate-data-using-python-and-meteostat-0642f9df5163?source=rss-e21a9c4ed934------2</link>
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            <category><![CDATA[data-science]]></category>
            <category><![CDATA[python]]></category>
            <dc:creator><![CDATA[Chetan Ambi]]></dc:creator>
            <pubDate>Tue, 24 Oct 2023 10:38:46 GMT</pubDate>
            <atom:updated>2023-10-25T09:17:21.643Z</atom:updated>
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            <title><![CDATA[How to Query Pandas Dataframe With the query() Method?]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://pub.towardsai.net/how-to-query-pandas-dataframe-with-the-query-method-ed7e8bd62799?source=rss-e21a9c4ed934------2"><img src="https://cdn-images-1.medium.com/max/800/1*dt27v-ENFttPe-PVvC_R_w.png" width="800"></a></p><p class="medium-feed-snippet">Introduction</p><p class="medium-feed-link"><a href="https://pub.towardsai.net/how-to-query-pandas-dataframe-with-the-query-method-ed7e8bd62799?source=rss-e21a9c4ed934------2">Continue reading on Towards AI »</a></p></div>]]></description>
            <link>https://pub.towardsai.net/how-to-query-pandas-dataframe-with-the-query-method-ed7e8bd62799?source=rss-e21a9c4ed934------2</link>
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            <category><![CDATA[data-science]]></category>
            <category><![CDATA[python]]></category>
            <category><![CDATA[artificial-intelligence]]></category>
            <category><![CDATA[data-engineering]]></category>
            <dc:creator><![CDATA[Chetan Ambi]]></dc:creator>
            <pubDate>Wed, 26 Jul 2023 14:02:27 GMT</pubDate>
            <atom:updated>2023-07-26T14:02:27.587Z</atom:updated>
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            <title><![CDATA[Text Classification using Bag of Words and TF-IDF with TensorFlow]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://pub.towardsai.net/text-classification-using-bag-of-words-and-tf-idf-with-tensorflow-d177acd11030?source=rss-e21a9c4ed934------2"><img src="https://cdn-images-1.medium.com/max/800/1*FB2qmJIs8yN-La0__QlZWA.jpeg" width="800"></a></p><p class="medium-feed-snippet">Table of Contents</p><p class="medium-feed-link"><a href="https://pub.towardsai.net/text-classification-using-bag-of-words-and-tf-idf-with-tensorflow-d177acd11030?source=rss-e21a9c4ed934------2">Continue reading on Towards AI »</a></p></div>]]></description>
            <link>https://pub.towardsai.net/text-classification-using-bag-of-words-and-tf-idf-with-tensorflow-d177acd11030?source=rss-e21a9c4ed934------2</link>
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            <category><![CDATA[tensorflow]]></category>
            <category><![CDATA[data-science]]></category>
            <category><![CDATA[machine-learning]]></category>
            <dc:creator><![CDATA[Chetan Ambi]]></dc:creator>
            <pubDate>Fri, 03 Mar 2023 16:01:30 GMT</pubDate>
            <atom:updated>2023-03-03T16:01:30.554Z</atom:updated>
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            <title><![CDATA[Difference Between Normalization and Standardization]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://pub.towardsai.net/difference-between-normalization-and-standardization-745030eaf96f?source=rss-e21a9c4ed934------2"><img src="https://cdn-images-1.medium.com/max/800/1*FZMI4VskNj5PNdE7fqJQtw.jpeg" width="800"></a></p><p class="medium-feed-snippet">Understand the differences between normalization and standardization, different methods, and most importantly, when should you consider&#x2026;</p><p class="medium-feed-link"><a href="https://pub.towardsai.net/difference-between-normalization-and-standardization-745030eaf96f?source=rss-e21a9c4ed934------2">Continue reading on Towards AI »</a></p></div>]]></description>
            <link>https://pub.towardsai.net/difference-between-normalization-and-standardization-745030eaf96f?source=rss-e21a9c4ed934------2</link>
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            <category><![CDATA[data-science]]></category>
            <category><![CDATA[statistics]]></category>
            <category><![CDATA[machine-learning]]></category>
            <dc:creator><![CDATA[Chetan Ambi]]></dc:creator>
            <pubDate>Sun, 11 Sep 2022 00:01:44 GMT</pubDate>
            <atom:updated>2022-12-14T09:53:19.842Z</atom:updated>
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            <title><![CDATA[Introduction To Intel Distribution of OpenVINO Toolkit]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://pub.towardsai.net/introduction-to-intel-distribution-of-openvino-toolkit-b1ba5b0cf24f?source=rss-e21a9c4ed934------2"><img src="https://cdn-images-1.medium.com/max/800/1*XMWv32GF_S_X0DyXRdqXAw.jpeg" width="800"></a></p><p class="medium-feed-snippet">Optimizing deep learning models for faster inference and deploying on heterogenous Intel architectures</p><p class="medium-feed-link"><a href="https://pub.towardsai.net/introduction-to-intel-distribution-of-openvino-toolkit-b1ba5b0cf24f?source=rss-e21a9c4ed934------2">Continue reading on Towards AI »</a></p></div>]]></description>
            <link>https://pub.towardsai.net/introduction-to-intel-distribution-of-openvino-toolkit-b1ba5b0cf24f?source=rss-e21a9c4ed934------2</link>
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            <category><![CDATA[intel]]></category>
            <category><![CDATA[openvino]]></category>
            <category><![CDATA[data-science]]></category>
            <category><![CDATA[machine-learning]]></category>
            <category><![CDATA[artificial-intelligence]]></category>
            <dc:creator><![CDATA[Chetan Ambi]]></dc:creator>
            <pubDate>Tue, 12 Apr 2022 16:02:31 GMT</pubDate>
            <atom:updated>2022-09-30T03:17:10.188Z</atom:updated>
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            <title><![CDATA[Introduction To Intel’s oneAPI AI Analytics Toolkit]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://pub.towardsai.net/introduction-to-intels-oneapi-ai-analytics-toolkit-8dd873925b96?source=rss-e21a9c4ed934------2"><img src="https://cdn-images-1.medium.com/max/800/1*Fjvq_UelDXwiCCQ2ofxzzw.jpeg" width="800"></a></p><p class="medium-feed-snippet">Speed up your data processing and Machine Learning pipeline with Intel optimized oneAPI AI Analytics Toolkit</p><p class="medium-feed-link"><a href="https://pub.towardsai.net/introduction-to-intels-oneapi-ai-analytics-toolkit-8dd873925b96?source=rss-e21a9c4ed934------2">Continue reading on Towards AI »</a></p></div>]]></description>
            <link>https://pub.towardsai.net/introduction-to-intels-oneapi-ai-analytics-toolkit-8dd873925b96?source=rss-e21a9c4ed934------2</link>
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            <category><![CDATA[machine-learning]]></category>
            <category><![CDATA[artificial-intelligence]]></category>
            <category><![CDATA[intel]]></category>
            <category><![CDATA[oneapi]]></category>
            <category><![CDATA[data-science]]></category>
            <dc:creator><![CDATA[Chetan Ambi]]></dc:creator>
            <pubDate>Thu, 07 Apr 2022 16:03:25 GMT</pubDate>
            <atom:updated>2022-09-30T03:18:45.048Z</atom:updated>
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