Machine Learning
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Machine learning insights, practical tutorials, and clear explanations for beginners and aspiring data scientists. Follow the channel for models, algorithms, coding guides, and real-world ML applications.

Admin: @HusseinSheikho || @Hussein_Sheikho
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πŸ“Œ Why MAP and MRR Fail for Search Ranking (and What to Use Instead)

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-12-25 | ⏱️ Read time: 9 min read

MAP and MRR look intuitive, but they quietly break ranking evaluation. Here’s why these metrics…

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πŸ“Œ Think Your Python Code Is Slow? Stop Guessing and Start Measuring

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-12-26 | ⏱️ Read time: 13 min read

A hands-on tour of using cProfile + SnakeViz to find (and fix) the β€œhot” paths…

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πŸ“Œ How to Build an AI-Powered Weather ETL Pipeline with Databricks and GPT-4o: From API To Dashboard

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2025-12-26 | ⏱️ Read time: 11 min read

A step-by-step guide from weather API ETL to dashboard on Databricks

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πŸ“Œ Exploring TabPFN: A Foundation Model Built for Tabular Data

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-12-27 | ⏱️ Read time: 11 min read

Understanding the architecture, training pipeline and implementing TabPFN in practice

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