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 Polars vs. Pandas β€” An Independent Speed Comparison

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2025-02-11 | ⏱️ Read time: 13 min read

Overview Introduction β€” Purpose and Reasons Speed is important when dealing with large amounts of…
πŸ“Œ Six Ways to Control Style and Content in Diffusion Models

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-02-10 | ⏱️ Read time: 9 min read

Stable Diffusion 1.5/2.0/2.1/XL 1.0, DALL-E, Imagen… In the past years, diffusion models have showcased stunning…
πŸ“Œ The Gamma Hurdle Distribution

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-07 | ⏱️ Read time: 11 min read

Which Outcome Matters? Here is a common scenario : An A/B test was conducted, where…
πŸ“Œ Triangle Forecasting: Why Traditional Impact Estimates Are Inflated (And How to Fix Them)

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-02-07 | ⏱️ Read time: 7 min read

Accurate impact estimations can make or break your business case. Yet, despite its importance, most…
πŸ“Œ I Tried Making my Own (Bad) LLM Benchmark to Cheat in Escape Rooms

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-02-07 | ⏱️ Read time: 20 min read

Recently, DeepSeek announced their latest model, R1, and article after article came out praising its…
πŸ“Œ Synthetic Data Generation with LLMs

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-02-07 | ⏱️ Read time: 9 min read

Popularity of RAG Over the past two years while working with financial firms, I’ve observed…
πŸ“Œ The Method of Moments Estimator for Gaussian Mixture Models

πŸ—‚ Category: DATA SCIENCE

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

Audio processing is one of the most important application domains of digital signal processing (DSP)…
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.…