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 The Crucial Role of NUMA Awareness in High-Performance Deep Learning

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-10 | ⏱️ Read time: 16 min read

PyTorch model performance analysis and optimization β€” Part 10
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πŸ“Œ Work Data Is the Next Frontier for GenAI

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-07-09 | ⏱️ Read time: 17 min read

9 reasons why work data is the single most valuable data source for LLM training,…
πŸ“Œ Recap of all types of LLM Agents

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-07-09 | ⏱️ Read time: 6 min read

Regular, ReAct, Chain-of-Thought, Reflexion, ToT, GoT, PoT
πŸ“Œ AI Agents Are Shaping the Future of Work Task by Task, Not Job by Job

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-09 | ⏱️ Read time: 12 min read

What two groundbreaking studies reveal about the future of human-AI collaboration, and the enterprise playbook…
πŸ“Œ How to Perform Effective Data Cleaning for Machine Learning

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-07-09 | ⏱️ Read time: 11 min read

Learn how you can improve your machine learning models using effective data cleaning
πŸ“Œ Time Series Forecasting Made Simple (Part 3.1): STL Decomposition

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-09 | ⏱️ Read time: 24 min read

STL Decomposition excels when seasonal patterns evolve over time.
πŸ“Œ How to Fine-Tune Small Language Models to Think with Reinforcement Learning

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-07-08 | ⏱️ Read time: 23 min read

A visual tour and from-scratch guide to train GRPO reasoning models in PyTorch
πŸ“Œ What I Learned in my First 18 Months as a Freelance Data Scientist

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-08 | ⏱️ Read time: 13 min read

The taxes and health insurance edition
πŸ“Œ Build Interactive Machine Learning Apps with Gradio

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-08 | ⏱️ Read time: 7 min read

Create a fun text-to-speech demo in minutes
πŸ“Œ Microsoft’s Revolutionary Diagnostic Medical AI, Explained

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-08 | ⏱️ Read time: 12 min read

Microsoft’s latest paper discusses a path to medical superintelligence. How close are we, really?
πŸ“Œ Run Your Python Code up to 80x Faster Using the Cython Library

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-07-08 | ⏱️ Read time: 13 min read

A four-step plan for C language speed where it matters most
πŸ“Œ The Five-Second Fingerprint: Inside Shazam’s Instant Song ID

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-07 | ⏱️ Read time: 9 min read

How Shazam recognizes songs in seconds
πŸ“Œ Your Personal Analytics Toolbox

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-07 | ⏱️ Read time: 15 min read

Leveraging MCP for automating your daily routine
πŸ“Œ POSET Representations in Python Can Have a Huge Impact on Business

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-07 | ⏱️ Read time: 14 min read

Discover how POSET indicators transform data into coherent scoring systems, enabling meaningful comparisons while preserving…
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πŸ“Œ Build Algorithm-Agnostic ML Pipelines in a Breeze

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-07-07 | ⏱️ Read time: 20 min read

The framework is now an open-source Python package for streamlined ML workflows
πŸ“Œ Where Are We with Shor’s Algorithm?

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-07-07 | ⏱️ Read time: 28 min read

A deep dive into the implementation of Shor’s algorithm and an analysis of quantum runs…
πŸ“Œ Liberating Performance with Immutable DataFrames in Free-Threaded Python

πŸ—‚ Category: DATA SCIENCE

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

How StaticFrame and Python 3.13t enable true thread-based concurrency
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πŸ“Œ Implementing the Coffee Machine in Python

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-09-08 | ⏱️ Read time: 8 min read

A beginner-friendly step-by-step guide to coding a Coffee Maker in Python
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πŸ“Œ My Honest Advice for Aspiring Machine Learning Engineers

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-07-04 | ⏱️ Read time: 6 min read

What it really takes to become a machine learning engineer
πŸ“Œ Rethinking Data Science Interviews in the Age of AI

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-04 | ⏱️ Read time: 11 min read

How AI is transforming data science interviewsβ€”and what hiring managers and candidates should do to…