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 A Comprehensive Guide to LLM Temperature

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-02-07 | ⏱️ Read time: 8 min read

While building my own LLM-based application, I found many prompt engineering guides, but few equivalent…
πŸ“Œ How to Create Network Graph Visualizations in Microsoft PowerBI

πŸ—‚ Category: DATA VISUALIZATION

πŸ•’ Date: 2025-02-07 | ⏱️ Read time: 6 min read

Microsoft PowerBI is a one of the most popular business intelligence (BI) tools, and while…
πŸ“Œ Efficient Metric Collection in PyTorch: Avoiding the Performance Pitfalls of TorchMetrics

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-02-06 | ⏱️ Read time: 13 min read

Metric collection is an essential part of every machine learning project, enabling us to track…
πŸ“Œ Introduction to Minimum Cost Flow Optimization in Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-06 | ⏱️ Read time: 21 min read

Minimum cost flow optimization minimizes the cost of moving flow through a network of nodes…
πŸ“Œ A Visual Guide to How Diffusion Models Work

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-02-06 | ⏱️ Read time: 26 min read

This article is aimed at those who want to understand exactly how diffusion models work,…
πŸ“Œ Ridge Regression: A Robust Path to Reliable Predictions

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-30 | ⏱️ Read time: 11 min read

Learn how regularization reduces overfitting and improves model stability in linear regression.
πŸ“Œ Bite-Size Data Science: Falling for the Gambler’s Fallacy

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-30 | ⏱️ Read time: 12 min read

Where the gambler’s fallacy shows up in data science and what to do about it
πŸ“Œ AI Ethics for the Everyday User – Why Should You Care?

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-01-29 | ⏱️ Read time: 15 min read

A beginner’s guide to understanding the importance of ethics in artificial intelligence
πŸ“Œ NLP Illustrated, Part 3: Word2Vec

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-29 | ⏱️ Read time: 13 min read

An exhaustive and illustrated guide to Word2Vec with code!
πŸ“Œ Prompting Vision Language Models

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-01-29 | ⏱️ Read time: 21 min read

Exploring techniques to prompt VLMs
πŸ“Œ Exploring DeepSeek’s R1 Training Process

πŸ—‚ Category:

πŸ•’ Date: 2025-01-29 | ⏱️ Read time: 11 min read

Open-Source Intelligence on Par with Proprietary Models
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πŸ“Œ How GenAI Tools Have Changed My Work as a Data Scientist

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-01-28 | ⏱️ Read time: 11 min read

An overview of the 4 use cases and 6 GenAI tools I use
πŸ“Œ How to do Date calculations in DAX

πŸ—‚ Category:

πŸ•’ Date: 2025-01-28 | ⏱️ Read time: 6 min read

Moving back and forth in time is a common task for Time Intelligence in DAX.…
πŸ“Œ Battle of the Ducks

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2025-01-28 | ⏱️ Read time: 13 min read

DuckDB vs Fireducks: the ultimate throwdown
πŸ“Œ The Three Phases of Learning Machine Learning

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-28 | ⏱️ Read time: 7 min read

Part One: The beginner phase
πŸ“Œ Nine Pico PIO Wats with MicroPython (Part 2)

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-01-28 | ⏱️ Read time: 16 min read

Raspberry Pi programmable IO pitfalls illustrated with a musical example
πŸ“Œ Basics of Probability Notations

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-27 | ⏱️ Read time: 12 min read

Union, Intersection, Independence, Disjoint, Complement: Advanced Probability for Data Science Series (1)
πŸ“Œ How to Implement Guardrails for Your AI Agents with CrewAI

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-01-27 | ⏱️ Read time: 9 min read

LLM Agents are non-deterministic by nature: implement proper guardrails for your AI Application.
πŸ“Œ Water Cooler Small Talk, Ep 7: Anscombe’s Quartet and the Datasaurus

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-27 | ⏱️ Read time: 10 min read

Why descriptive statistics aren’t enough and plotting your data is always essential
πŸ“Œ Small Training Dataset? You Need SetFit

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-27 | ⏱️ Read time: 9 min read

The enterprise-friendly way to train NLP classifiers with Python in 2025