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
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πŸ“Œ Linear Programming: Managing Multiple Targets with Goal Programming

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-04-03 | ⏱️ Read time: 12 min read

Part 6: Balancing multiple objectives using the weights and preemptive goal programming approaches
πŸ“Œ Kernel Case Study: Flash Attention

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-04-03 | ⏱️ Read time: 16 min read

Understanding all versions of flash attention through a triton implementation
πŸ“Œ Agentic GraphRAG for Commercial Contracts

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-04-02 | ⏱️ Read time: 26 min read

Structuring legal information as a knowledge graph to increase the answer accuracy using a LangGraph…
πŸ“Œ The Art of Noise | Diffusion Model

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2025-04-02 | ⏱️ Read time: 36 min read

Understanding and implementing a diffusion model from scratch with PyTorch
πŸ“Œ PyScript vs. JavaScript: A Battle of Web Titans

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-04-02 | ⏱️ Read time: 5 min read

Can Python really replace JavaScript for web development?
πŸ“Œ The Case for Centralized AI Model Inference Serving

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-04-01 | ⏱️ Read time: 11 min read

Optimizing highly parallel AI algorithm execution
πŸ“Œ AI in Social Research and Polling

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-04-01 | ⏱️ Read time: 13 min read

What do we do when nobody answers the phone?
πŸ“Œ Agentic AI: Single vs Multi-Agent Systems

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-04-01 | ⏱️ Read time: 14 min read

Demonstrated by building a tech news agent in LangGraph
πŸ“Œ Graph Neural Networks Part 3: How GraphSAGE Handles Changing Graph Structure

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-04-01 | ⏱️ Read time: 9 min read

And how you can use it for large graphs
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πŸ“Œ A Simple Implementation of the Attention Mechanism from Scratch

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-03-31 | ⏱️ Read time: 10 min read

How attention helped models like RNNs mitigate the vanishing gradient problem and capture long-range dependencies…
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πŸ“Œ Create Your Supply Chain Analytics Portfolio to Land Your Dream Job

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-03-31 | ⏱️ Read time: 9 min read

A guide for students and professionals to build real-world projects and showcase their skills using…
πŸ“Œ Understanding the Tech Stack Behind Generative AI

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-03-31 | ⏱️ Read time: 22 min read

From foundation models to vector databases and AI agents β€” what makes modern AI work
πŸ“Œ The Art of Hybrid Architectures

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-03-28 | ⏱️ Read time: 32 min read

Combining CNNs and Transformers to Elevate Fine-Grained Visual Classification
πŸ“Œ A Little More Conversation, A Little Less Action β€” A Case Against Premature Data Integration

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-03-28 | ⏱️ Read time: 14 min read

Running a large data integration project before embarking on the ML part is easily a…
πŸ“Œ Master the 3D Reconstruction Process: A Step-by-Step Guide

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-03-28 | ⏱️ Read time: 17 min read

Learn the complete 3D reconstruction pipeline from feature extraction to dense matching. Master photogrammetry with…
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πŸ“Œ AI Agents from Scratch: Multi-Agent System

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-03-28 | ⏱️ Read time: 14 min read

From Zero to Hero using only Python & Ollama (no GPU, no APIKEY)
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πŸ“Œ From Physics to Probability: Hamiltonian Mechanics for Generative Modeling and MCMC

πŸ—‚ Category: MATH

πŸ•’ Date: 2025-03-28 | ⏱️ Read time: 17 min read

Hamiltonian mechanics is a way to describe how physical systems, like planets or pendulums, move…
πŸ“Œ Data Science: From School to Work, Part III

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-03-27 | ⏱️ Read time: 12 min read

Good practices for Python error handling and logging
πŸ“Œ Japanese-Chinese Translation with GenAI: What Works and What Doesn’t

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-03-27 | ⏱️ Read time: 20 min read

Evaluating GenAI in Japanese-Chinese translation: current limits and opportunities
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πŸ“Œ Talk to Videos

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-03-27 | ⏱️ Read time: 28 min read

Developing an interactive AI application for video-based learning in education and business