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 Stop Writing Spaghetti if-else Chains: Parsing JSON with Python’s match-case

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-12-14 | ⏱️ Read time: 6 min read

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

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πŸ“Œ The Machine Learning β€œAdvent Calendar” Day 14: Softmax Regression in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-14 | ⏱️ Read time: 7 min read

Softmax Regression is simply Logistic Regression extended to multiple classes. By computing one linear score…

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

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-12-15 | ⏱️ Read time: 11 min read

Beyond writing code, these are the design-level decisions, trade-offs, and habits that quietly separate senior…

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πŸ“Œ Geospatial exploratory data analysis with GeoPandas and DuckDB

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-12-15 | ⏱️ Read time: 13 min read

In this article, I’ll show you how to use two popular Python libraries to carry…

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πŸ“Œ Lessons Learned from Upgrading to LangChain 1.0 in Production

πŸ—‚ Category: AGENTIC AI

πŸ•’ Date: 2025-12-15 | ⏱️ Read time: 5 min read

What worked, what broke, and why I did it

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πŸ“Œ The Machine Learning β€œAdvent Calendar” Day 15: SVM in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-15 | ⏱️ Read time: 12 min read

Instead of starting with margins and geometry, this article builds the Support Vector Machine step…

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πŸ“Œ When (Not) to Use Vector DB

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-12-16 | ⏱️ Read time: 8 min read

When indexing hurts more than it helps: how we realized our RAG use case needed…

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

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-12-16 | ⏱️ Read time: 6 min read

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

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πŸ“Œ The Machine Learning β€œAdvent Calendar” Day 16: Kernel Trick in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-16 | ⏱️ Read time: 8 min read

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

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πŸ“Œ Lessons Learned After 8 Years of Machine Learning

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-16 | ⏱️ Read time: 7 min read

Deep work, over-identification, sports, and blogging

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πŸ“Œ A Practical Toolkit for Time Series Anomaly Detection, Using Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-12-17 | ⏱️ Read time: 9 min read

Here’s how to detect point anomalies within each series, and identify anomalous signals across the…

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πŸ“Œ The Machine Learning β€œAdvent Calendar” Day 17: Neural Network Regressor in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-17 | ⏱️ Read time: 7 min read

Neural networks often feel like black boxes. In this article, we build a neural network…

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πŸ“Œ Production-Grade Observability for AI Agents: A Minimal-Code, Configuration-First Approach

πŸ—‚ Category: AGENTIC AI

πŸ•’ Date: 2025-12-17 | ⏱️ Read time: 12 min read

LLM-as-a-Judge, regression testing, and end-to-end traceability of multi-agent LLM systems

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πŸ“Œ 3 Techniques to Effectively Utilize AI Agents for Coding

πŸ—‚ Category: LLM APPLICATIONS

πŸ•’ Date: 2025-12-17 | ⏱️ Read time: 8 min read

Learn how to be an effective engineer with coding agents

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