Machine Learning
39.2K subscribers
3.82K photos
32 videos
41 files
1.3K links
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
Download Telegram
πŸ“Œ How to Measure Real Model Accuracy When Labels Are Noisy

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-04-10 | ⏱️ Read time: 5 min read

The math behind β€œtrue” accuracy and error correlation
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
❀1
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
❀1
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?