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 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

#DataScience #AI #Python
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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

#DataScience #AI #Python
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…

#DataScience #AI #Python
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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πŸ“Œ Understanding the Generative AI User

πŸ—‚ Category: PRODUCT MANAGEMENT

πŸ•’ Date: 2025-12-20 | ⏱️ Read time: 11 min read

What do regular technology users think (and know) about AI?

#DataScience #AI #Python
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πŸ“Œ EDA in Public (Part 2): Product Deep Dive & Time-Series Analysis in Pandas

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-12-20 | ⏱️ Read time: 9 min read

Learn how to analyze product performance, extract time-series features, and uncover key seasonal trends in…

#DataScience #AI #Python
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πŸ“Œ Tools for Your LLM: a Deep Dive into MCP

πŸ—‚ Category: LLM APPLICATIONS

πŸ•’ Date: 2025-12-21 | ⏱️ Read time: 8 min read

MCP is a key enabler into turning your LLM into an agent by providing it…

#DataScience #AI #Python
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πŸ“Œ How to Do Evals on a Bloated RAG Pipeline

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-12-21 | ⏱️ Read time: 71 min read

Comparing metrics across datasets and models

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πŸ“Œ The Geometry of Laziness: What Angles Reveal About AI Hallucinations

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-12-22 | ⏱️ Read time: 12 min read

A story about failing forward, spheres you can’t visualize, and why sometimes the math knows…

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πŸ“Œ Understanding Vibe Proving

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-12-22 | ⏱️ Read time: 18 min read

How to make LLMs reason with verifiable, step-by-step logic (Part 1)

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πŸ“Œ The Machine Learning β€œAdvent Calendar” Day 22: Embeddings in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-22 | ⏱️ Read time: 8 min read

Understanding text embeddings through simple models and Excel

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πŸ“Œ Synergy in Clicks: Harsanyi Dividends for E-Commerce

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-12-23 | ⏱️ Read time: 19 min read

A brief overview of the math behind the Harsanyi Dividend and a real-world application in…

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πŸ“Œ The Machine Learning β€œAdvent Calendar” Day 21: Gradient Boosted Decision Tree Regressor in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-22 | ⏱️ Read time: 10 min read

Gradient descent in function space with decision trees

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πŸ“Œ The Machine Learning β€œAdvent Calendar” Day 20: Gradient Boosted Linear Regression in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-22 | ⏱️ Read time: 10 min read

From Random Ensembles to Optimization: Gradient Boosting Explained

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πŸ“Œ ChatLLM Presents a Streamlined Solution to Addressing the Real Bottleneck in AI

πŸ—‚ Category: SPONSORED CONTENT

πŸ•’ Date: 2025-12-22 | ⏱️ Read time: 8 min read

For the last couple of years, a lot of the conversation around AI has revolved…

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πŸ“Œ The Machine Learning β€œAdvent Calendar” Day 23: CNN in Excel

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-23 | ⏱️ Read time: 8 min read

A step-by-step 1D CNN for text, built in Excel, where every filter, weight, and decision…

#DataScience #AI #Python
πŸ“Œ How Agents Plan Tasks with To-Do Lists

πŸ—‚ Category: AGENTIC AI

πŸ•’ Date: 2025-12-23 | ⏱️ Read time: 7 min read

Understanding the process behind agentic planning and task management in LangChain

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πŸ“Œ Stop Retraining Blindly: Use PSI to Build a Smarter Monitoring Pipeline

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-12-23 | ⏱️ Read time: 6 min read

A data scientist’s guide to population stability index (PSI)

#DataScience #AI #Python