Machine Learning
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Real Machine Learning β€” simple, practical, and built on experience.
Learn step by step with clear explanations and working code.

Admin: @HusseinSheikho || @Hussein_Sheikho
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πŸ“Œ Ivory Tower Notes: The Problem

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-04-10 | ⏱️ Read time: 12 min read

When a data science problem is β€œthe” problem
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πŸ“Œ Deb8flow: Orchestrating Autonomous AI Debates with LangGraph and GPT-4o

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-04-10 | ⏱️ Read time: 29 min read

Inside Deb8flow: Real-time AI debates with LangGraph and GPT-4o
πŸ“Œ Why CatBoost Works So Well: The Engineering Behind the Magic

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-04-09 | ⏱️ Read time: 10 min read

CatBoost stands out by directly tackling a long-standing challenge in gradient boostingβ€”how to handle categorical…
πŸ“Œ Time Series Forecasting Made Simple (Part 1): Decomposition and Baseline Models

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-04-09 | ⏱️ Read time: 12 min read

Learn the intuition behind time series decomposition, additive vs. multiplicative models and build your first…
πŸ“Œ Mining Rules from Data

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-04-09 | ⏱️ Read time: 20 min read

Using decision trees for quick segmentation
πŸ“Œ A Data Scientist’s Guide to Docker Containers

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-04-08 | ⏱️ Read time: 11 min read

How to enable your ML model to run anywhere
πŸ“Œ Unlock the Power of ROC Curves: Intuitive Insights for Better Model Evaluation

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-04-08 | ⏱️ Read time: 8 min read

Go beyond the definitions: grasp the real meaning of AUC and ROC analysis for practical…
πŸ“Œ Circuit Tracing: A Step Closer to Understanding Large Language Models

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-04-08 | ⏱️ Read time: 7 min read

Reverse-engineering large languages models’ computation circuit to understand their decision-making processes
πŸ“Œ Avoiding Costly Mistakes with Uncertainty Quantification for Algorithmic Home Valuations

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-04-07 | ⏱️ Read time: 10 min read

The simple tricks for using AVMU, or Automated Valuation Model Uncertainty, to make your home…
πŸ“Œ How to Optimize your Python Program for Slowness

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-04-07 | ⏱️ Read time: 20 min read

Write a short program that finishes after the universe dies
πŸ“Œ Let’s Call a Spade a Spade: RDF and LPG β€” Cousins Who Should Learn to Live Together

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-04-07 | ⏱️ Read time: 20 min read

An objective comparison of the RDF and LPG data models
πŸ“Œ How I Would Learn To Code (If I Could Start Over)

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-04-04 | ⏱️ Read time: 10 min read

How to learn to code in 2025
πŸ“Œ On-Premise Computing, Data Career Switches, AI File Readers, and Other March Must-Reads

πŸ—‚ Category: THE VARIABLE

πŸ•’ Date: 2025-04-04 | ⏱️ Read time: 3 min read

A selection of our most-read and -shared articles of the past month.
πŸ“Œ Creating an AI Agent to Write Blog Posts with CrewAI

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

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

How to assemble a crew of AI agents with CrewAI and Python
πŸ“Œ Are We Watching More Ads Than Content? Analyzing YouTube Sponsor Data

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-04-03 | ⏱️ Read time: 21 min read

Exploring if sponsor segments are getting longer by the year
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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?