Machine Learning – Telegram
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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📌 The What, How, and Why of Agentic AI

🗂 Category: THE VARIABLE

🕒 Date: 2025-04-10 | ⏱️ Read time: 3 min read

This week, we tackle the nitty-gritty details of working with agentic AI.
📌 The Invisible Revolution: How Vectors Are (Re)defining Business Success

🗂 Category: DATA SCIENCE

🕒 Date: 2025-04-10 | ⏱️ Read time: 26 min read

The hidden force behind AI is powering the next wave of business transformation
📌 How to Measure Real Model Accuracy When Labels Are Noisy

🗂 Category: DATA SCIENCE

🕒 Date: 2025-04-10 | ⏱️ Read time: 5 min read

The math behind “true” accuracy and error correlation
📌 Ivory Tower Notes: The Problem

🗂 Category: DATA SCIENCE

🕒 Date: 2025-04-10 | ⏱️ Read time: 12 min read

When a data science problem is “the” problem
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📌 Deb8flow: Orchestrating Autonomous AI Debates with LangGraph and GPT-4o

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2025-04-10 | ⏱️ Read time: 29 min read

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

🗂 Category: MACHINE LEARNING

🕒 Date: 2025-04-09 | ⏱️ Read time: 10 min read

CatBoost stands out by directly tackling a long-standing challenge in gradient boosting—how to handle categorical…
📌 Time Series Forecasting Made Simple (Part 1): Decomposition and Baseline Models

🗂 Category: DATA SCIENCE

🕒 Date: 2025-04-09 | ⏱️ Read time: 12 min read

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

🗂 Category: DATA SCIENCE

🕒 Date: 2025-04-09 | ⏱️ Read time: 20 min read

Using decision trees for quick segmentation
📌 A Data Scientist’s Guide to Docker Containers

🗂 Category: DATA SCIENCE

🕒 Date: 2025-04-08 | ⏱️ Read time: 11 min read

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

🗂 Category: DATA SCIENCE

🕒 Date: 2025-04-08 | ⏱️ Read time: 8 min read

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

🗂 Category: MACHINE LEARNING

🕒 Date: 2025-04-08 | ⏱️ Read time: 7 min read

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

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2025-04-07 | ⏱️ Read time: 10 min read

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

🗂 Category: PROGRAMMING

🕒 Date: 2025-04-07 | ⏱️ Read time: 20 min read

Write a short program that finishes after the universe dies
📌 Let’s Call a Spade a Spade: RDF and LPG — Cousins Who Should Learn to Live Together

🗂 Category: DATA SCIENCE

🕒 Date: 2025-04-07 | ⏱️ Read time: 20 min read

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

🗂 Category: PROGRAMMING

🕒 Date: 2025-04-04 | ⏱️ Read time: 10 min read

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

🗂 Category: THE VARIABLE

🕒 Date: 2025-04-04 | ⏱️ Read time: 3 min read

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

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2025-04-04 | ⏱️ Read time: 12 min read

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

🗂 Category: DATA SCIENCE

🕒 Date: 2025-04-03 | ⏱️ Read time: 21 min read

Exploring if sponsor segments are getting longer by the year
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📌 Linear Programming: Managing Multiple Targets with Goal Programming

🗂 Category: DATA SCIENCE

🕒 Date: 2025-04-03 | ⏱️ Read time: 12 min read

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

🗂 Category: MACHINE LEARNING

🕒 Date: 2025-04-03 | ⏱️ Read time: 16 min read

Understanding all versions of flash attention through a triton implementation
📌 Agentic GraphRAG for Commercial Contracts

🗂 Category: LARGE LANGUAGE MODELS

🕒 Date: 2025-04-02 | ⏱️ Read time: 26 min read

Structuring legal information as a knowledge graph to increase the answer accuracy using a LangGraph…