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 Gaussian Naive Bayes, Explained: A Visual Guide with Code Examples for Beginners

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-10-12 | ⏱️ Read time: 8 min read

Bell-shaped assumptions for better predictions
πŸ“Œ Bursting the AI Hype Bubble Once and for All

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-10-12 | ⏱️ Read time: 11 min read

Misinformation and poor research: a case study
πŸ“Œ Common Misconceptions About Data Science

πŸ—‚ Category: CAREER ADVICE

πŸ•’ Date: 2024-10-11 | ⏱️ Read time: 7 min read

Data science advice that you should question
πŸ“Œ Understanding Automatic Differentiation in JAX: A Deep Dive

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2024-10-11 | ⏱️ Read time: 12 min read

Unleashing the Gradient: How JAX Makes Automatic Differentiation Feel Like Magic
πŸ“Œ A Mixed-Methods Approach to Offline Evaluation of News Recommender Systems

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-10-11 | ⏱️ Read time: 8 min read

Combining reader feedback from surveys with behavioral click data to optimize content personalization.
πŸ“Œ Topic Alignment for NLP Recommender Systems

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-10-11 | ⏱️ Read time: 18 min read

Leveraging topic modeling to align user queries with document themes, enhancing the relevance and contextual…
πŸ“Œ Automatic Differentiation (AutoDiff): A Brief Intro with Examples

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2024-10-11 | ⏱️ Read time: 11 min read

An introduction to the mechanics of AutoDiff, exploring its mathematical principles, implementation strategies, and applications
πŸ“Œ Tracking Hurricanes With AI Weather Models

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-10-11 | ⏱️ Read time: 6 min read

Storm chasing for data scientists: A Hurricane Milton case study
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πŸ“Œ Cruel Summer

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-10-11 | ⏱️ Read time: 9 min read

Lessons Learned from the Worst Tech Job Market in 20 Years
πŸ“Œ What Goes Into AI? Exploring the GenAI Technology Stack

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-10-11 | ⏱️ Read time: 21 min read

You’ve heard of OpenAI and Nvidia, but do you know who else is involved in…
πŸ“Œ TDS Newsletter: To Better Understand AI, Look Under the Hood

πŸ—‚ Category: THE VARIABLE

πŸ•’ Date: 2025-09-25 | ⏱️ Read time: 3 min read

AI-powered tools tend to generate extreme reactions: on one side we have the β€œIt’s magic!” and…
πŸ“Œ Notes on LLM Evaluation

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-09-25 | ⏱️ Read time: 15 min read

A practical, step-by-step guide to building an evaluation pipeline for a real-world AI application
πŸ“Œ Building a Video Game Recommender System with FastAPI, PostgreSQL, and Render: Part 2

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-09-25 | ⏱️ Read time: 17 min read

Deploying a FastAPI + PostgreSQL recommender system as a web application on Render
πŸ“Œ Building Video Game Recommender Systems with FastAPI, PostgreSQL, and Render: Part 1

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-09-25 | ⏱️ Read time: 24 min read

Designing a video game recommendations service with Steams API
πŸ“Œ My Freelance Experience as a Geo Data Scientist on UpWork after 10 Months

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-10-14 | ⏱️ Read time: 8 min read

How to get clients, reviews and stable income
πŸ“Œ Your eCommerce product performance reports are probably misleading you

πŸ—‚ Category:

πŸ•’ Date: 2024-10-14 | ⏱️ Read time: 7 min read

Why single metrics in isolation fall short and how Weighted Composite Scoring can transform your…
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πŸ“Œ Bringing Structure to Your Data

πŸ—‚ Category:

πŸ•’ Date: 2024-10-14 | ⏱️ Read time: 13 min read

Testing assumptions with path models
πŸ“Œ Building Fact-Checking Systems: Catching Repeating False Claims Before They Spread

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-09-26 | ⏱️ Read time: 12 min read

How retrieval and ensemble methods make fact-checking faster, scalable, and more reliable in a digital…
πŸ“Œ Why MissForest Fails in Prediction Tasks: A Key Limitation You Need to Keep in Mind

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-09-26 | ⏱️ Read time: 23 min read

Why the original MissForest algorithm cannot be directly applied for predictive modeling, and how MissForestPredict…
πŸ“Œ Using Vision Language Models to Process Millions of Documents

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-09-26 | ⏱️ Read time: 10 min read

Learn how to effectively apply vision language models to problem solving
πŸ“Œ The Transparent Human

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-10-10 | ⏱️ Read time: 11 min read

How data can reveal the true nature of anyone