Machine Learning
39.1K subscribers
3.8K photos
31 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 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
❀1
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.…