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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๐Ÿ“Œ NeurIPS 2025 Best Paper Review: Qwenโ€™s Systematic Exploration of Attention Gating

๐Ÿ—‚ Category: LARGE LANGUAGE MODELS

๐Ÿ•’ Date: 2025-12-13 | โฑ๏ธ Read time: 27 min read

This one little trick can bring about enhanced training stability, the use of larger learningโ€ฆ

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๐Ÿ“Œ The Machine Learning โ€œAdvent Calendarโ€ Day 13: LASSO and Ridge Regression in Excel

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-12-13 | โฑ๏ธ Read time: 7 min read

Ridge and Lasso regression are often perceived as more complex versions of linear regression. Inโ€ฆ

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๐Ÿ“Œ The Skills That Bridge Technical Work and Business Impact

๐Ÿ—‚ Category: AUTHOR SPOTLIGHTS

๐Ÿ•’ Date: 2025-12-14 | โฑ๏ธ Read time: 10 min read

In the Author Spotlight series, TDS Editors chat with members of our community about theirโ€ฆ

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๐Ÿ“Œ Stop Writing Spaghetti if-else Chains: Parsing JSON with Pythonโ€™s match-case

๐Ÿ—‚ Category: PROGRAMMING

๐Ÿ•’ Date: 2025-12-14 | โฑ๏ธ Read time: 6 min read

Introduction If you work in data science, data engineering, or as as a frontend/backend developer,โ€ฆ

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๐Ÿ“Œ The Machine Learning โ€œAdvent Calendarโ€ Day 14: Softmax Regression in Excel

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-12-14 | โฑ๏ธ Read time: 7 min read

Softmax Regression is simply Logistic Regression extended to multiple classes. By computing one linear scoreโ€ฆ

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๐Ÿ“Œ 6 Technical Skills That Make You a Senior Data Scientist

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-12-15 | โฑ๏ธ Read time: 11 min read

Beyond writing code, these are the design-level decisions, trade-offs, and habits that quietly separate seniorโ€ฆ

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๐Ÿ“Œ Geospatial exploratory data analysis with GeoPandas and DuckDB

๐Ÿ—‚ Category: PROGRAMMING

๐Ÿ•’ Date: 2025-12-15 | โฑ๏ธ Read time: 13 min read

In this article, Iโ€™ll show you how to use two popular Python libraries to carryโ€ฆ

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๐Ÿ“Œ Lessons Learned from Upgrading to LangChain 1.0 in Production

๐Ÿ—‚ Category: AGENTIC AI

๐Ÿ•’ Date: 2025-12-15 | โฑ๏ธ Read time: 5 min read

What worked, what broke, and why I did it

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๐Ÿ“Œ The Machine Learning โ€œAdvent Calendarโ€ Day 15: SVM in Excel

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-12-15 | โฑ๏ธ Read time: 12 min read

Instead of starting with margins and geometry, this article builds the Support Vector Machine stepโ€ฆ

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๐Ÿ“Œ When (Not) to Use Vector DB

๐Ÿ—‚ Category: LARGE LANGUAGE MODELS

๐Ÿ•’ Date: 2025-12-16 | โฑ๏ธ Read time: 8 min read

When indexing hurts more than it helps: how we realized our RAG use case neededโ€ฆ

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๐Ÿ“Œ Separate Numbers and Text in One Column Using Power Query

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-12-16 | โฑ๏ธ Read time: 6 min read

An Excel sheet with a column containing numbers and text? What a mess!

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๐Ÿ“Œ The Machine Learning โ€œAdvent Calendarโ€ Day 16: Kernel Trick in Excel

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-12-16 | โฑ๏ธ Read time: 8 min read

Kernel SVM often feels abstract, with kernels, dual formulations, and support vectors. In this article,โ€ฆ

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๐Ÿ“Œ Lessons Learned After 8 Years of Machine Learning

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-12-16 | โฑ๏ธ Read time: 7 min read

Deep work, over-identification, sports, and blogging

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