Pinnedhuseyinceniik·Dec 19, 2024AI Failures: From Microsoft’s Outage to the Google GeminiThe evolution of technology has brought countless innovations to make our lives easier and more efficient. However, along with the rapid…
huseyinceniik·Sep 17Why Your Jira Comments Look Like Garbage (and the ADF Fix for It)Jira Cloud’s API renders Markdown as literal text. Here’s why — and a dependency-free Python script that converts Markdown into real…
huseyinceniik·Jul 25Automatic Term Extraction: The Research Field Behind Your Keyword ExtractorKeyword extractors tell you what a document is about. Term extractors tell you what a domain is made of. A survey of the ATE literature —…
huseyinceniik·Jun 27Aho-Corasick vs Regex in Python: Multi-Pattern Benchmark with FlashText and KMPWhen should you replace regex with Aho-Corasick or FlashText?A rigorous Python benchmark across five string matching methods with charts.
huseyinceniik·May 9Building a Multi-Agent RAG System with a Self-Improving Eval LoopA guide to moving LLMs to production using a multi-agent RAG architecture, structured orchestration, and an automated self-improving loop.
huseyinceniik·Apr 25The Complete Visual Guide to Markdown & HTML Formatting in Data Science Notebooks and READMEsExtracted from 500+ Kaggle competition notebooks — every pattern that actually works
huseyinceniik·Apr 22Text Data Clustering Workflow: Preprocessing, Vectorization, Dimensionality Reduction & Evaluation…Text data has become one of the most complex yet rewarding areas in data science today. To organize and derive meaningful insights from it…
huseyinceniik·Nov 25, 2025Quick Fix: Resolving the “KeyError: ‘state’” When Saving Kaggle NotebooksIf you frequently move workflows between Google Colab and Kaggle, you have likely encountered a frustrating roadblock. You upload a working…
huseyinceniik·Jan 14, 2025CAG or RAG — Cache vs. Retrieval Augmented GenerationThe rapid growth of Large Language Models (LLMs) has created new ways to add external knowledge to text generation. Among these, Cache vs…
huseyinceniik·Dec 30, 2024ModernBERT vs BERT: Key Differences and AdvantagesIn the ever-evolving world of Natural Language Processing (NLP), ModernBERT vs BERT has become a key topic of discussion. A new contender…
