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 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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πŸ“Œ 4 Ways to Supercharge Your Data Science Workflow with Google AI Studio

πŸ—‚ Category: LLM APPLICATIONS

πŸ•’ Date: 2025-12-18 | ⏱️ Read time: 11 min read

With concrete examples of using AI Studio Build mode to learn faster, prototype smarter, communicate…

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πŸ“Œ The Subset Sum Problem Solved in Linear Time for Dense Enough Inputs

πŸ—‚ Category: ALGORITHMS

πŸ•’ Date: 2025-12-18 | ⏱️ Read time: 31 min read

An optimal solution to the well-known NP-complete problem, when the input values are close enough…

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πŸ“Œ Generating Artwork in Python Inspired by Hirst’s Million-Dollar Spots Painting

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-12-18 | ⏱️ Read time: 6 min read

Using Python to generate art

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πŸ“Œ The Machine Learning β€œAdvent Calendar” Day 18: Neural Network Classifier in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-18 | ⏱️ Read time: 12 min read

Understanding forward propagation and backpropagation through explicit formulas

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πŸ“Œ The Machine Learning β€œAdvent Calendar” Day 19: Bagging in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-19 | ⏱️ Read time: 11 min read

Understanding ensemble learning from first principles in Excel

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πŸ“Œ Agentic AI Swarm Optimization using Artificial Bee Colonization (ABC)

πŸ—‚ Category: AGENTIC AI

πŸ•’ Date: 2025-12-19 | ⏱️ Read time: 27 min read

Using Agentic AI prompts with the Artificial Bee Colony algorithm to enhance unsupervised clustering and…

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πŸ“Œ How I Optimized My Leaf Raking Strategy Using Linear Programming

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-12-19 | ⏱️ Read time: 13 min read

From a weekend chore to a fun application of valuable operations research principles

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πŸ“Œ Six Lessons Learned Building RAG Systems in Production

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-12-19 | ⏱️ Read time: 10 min read

Best practices for data quality, retrieval design, and evaluation in production RAG systems

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