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 Real-Time Interactive Sentiment Analysis in Python

πŸ—‚ Category: DATA VISUALIZATION

πŸ•’ Date: 2025-05-07 | ⏱️ Read time: 8 min read

How to visualize sentiment using a procedural smiley face in Python with OpenCV and Tkinter
πŸ“Œ Uh-Uh, Not Guilty

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-05-07 | ⏱️ Read time: 7 min read

Who will take the blame for AI mistakes, and what can you do about it?
πŸ“Œ From RGB to HSV β€” and Back Again

πŸ—‚ Category: COMPUTER VISION

πŸ•’ Date: 2025-05-07 | ⏱️ Read time: 7 min read

A practical introduction to color spaces with Python and OpenCV
πŸ“Œ We Need a Fourth Law of Robotics in the Age of AI

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-05-06 | ⏱️ Read time: 6 min read

Artificial Intelligence has become a mainstay of our daily lives, revolutionizing industries, accelerating scientific discoveries,…
πŸ“Œ Retrieval Augmented Classification: Improving Text Classification with External Knowledge

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-05-06 | ⏱️ Read time: 11 min read

When and How to best use LLMs as text classifiers
πŸ“Œ How I Built Business-Automating Workflows with AI Agents

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-05-06 | ⏱️ Read time: 12 min read

How I make money helping businesses boost their productivity and cut costs by automating supply…
πŸ“Œ The Total Derivative: Correcting the Misconception of Backpropagation’s Chain Rule

πŸ—‚ Category: MATH

πŸ•’ Date: 2025-05-06 | ⏱️ Read time: 27 min read

What you think you know about backpropagation might be wrong.
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πŸ“Œ Make Your Data Move: Creating Animations in Python for Science and Machine Learning

πŸ—‚ Category: DATA VISUALIZATION

πŸ•’ Date: 2025-05-06 | ⏱️ Read time: 6 min read

Go beyond static plots with matplotlib.
πŸ“Œ Benchmarking Tabular Reinforcement Learning Algorithms

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-05-06 | ⏱️ Read time: 27 min read

Comparing all methods from Part I of Sutton’s book on gridworld environments
πŸ“Œ Think. Know. Act. How AI’s Core Capabilities Will Shape the Future of Work

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-05-06 | ⏱️ Read time: 13 min read

It’s not just about technical depth, it’s about strategic clarity
πŸ“Œ The CNN That Challenges ViT | ConvNeXt

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2025-05-05 | ⏱️ Read time: 24 min read

A PyTorch implementation on the ConvNeXt architecture
πŸ“Œ Diffusion Models, Explained Simply

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-05-05 | ⏱️ Read time: 7 min read

From noise to art: how to generate high-quality images using diffusion models
πŸ“Œ Making Sense of KPI Changes

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-05-05 | ⏱️ Read time: 15 min read

A practical guide to understanding what’s really going on
πŸ“Œ Fine-Tuning vLLMs for Document Understanding

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-05-05 | ⏱️ Read time: 25 min read

Learn how you can fine-tune visual language models for specific tasks
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πŸ“Œ Website Feature Engineering at Scale: PySpark, Python & Snowflake

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-05-05 | ⏱️ Read time: 9 min read

Introduction and Problem Imagine you’re staring at a database containing thousands of merchants across multiple…
πŸ“Œ From a Point to L∞

πŸ—‚ Category: MATH

πŸ•’ Date: 2025-05-02 | ⏱️ Read time: 9 min read

How AI uses distance
πŸ“Œ Build and Query Knowledge Graphs with LLMs

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-05-02 | ⏱️ Read time: 28 min read

Going from document ingestion to smart queriesβ€Šβ€”β€Šall with open tools and guided setup
πŸ“Œ Attaining LLM Certainty with AI Decision Circuits

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-05-02 | ⏱️ Read time: 15 min read

Uncertainty is nothing new in technologyβ€Š β€” β€Šall modern systems overcome uncertain inputs and outputs…
πŸ“Œ The Shape‑First Tune‑Up Provides Organizations with a Means to Reduce MongoDB Expenses by 79%

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2025-05-02 | ⏱️ Read time: 9 min read

A real-world engineering fix that saved over $12K/month on MongoDB without upgrading infrastructure.
πŸ“Œ Why I stopped Using Cursor and Reverted to VSCode

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-05-02 | ⏱️ Read time: 6 min read

Is GitHub Copilot the best AI-assistant for Data Scientists?
πŸ“Œ The Difference between Duplicate and Reference in Power Query

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2025-05-02 | ⏱️ Read time: 9 min read

In Power Query, we can duplicate or reference existing tables. But what are the differences…