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 Python Engineer’s Introduction to 3D Gaussian Splatting (Part 2)

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-06-13 | ⏱️ Read time: 8 min read

Understanding and coding how Gaussian’s are used within 3D Gaussian Splatting
πŸ“Œ Time Series Regression and Cross-Validation: A Tidy Approach

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-06-12 | ⏱️ Read time: 8 min read

Step by step guide to EDA, feature engineering, cross validation and model comparison with tidymodels,…
πŸ“Œ How Many Pokemon Fit?

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-06-12 | ⏱️ Read time: 10 min read

Finding the best Pokemon team by modeling and solving a knapsack problem with PokeAPI and…
πŸ“Œ Feature Detection, Part 1: Image Derivatives, Gradients, and Sobel Operator

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-10-16 | ⏱️ Read time: 11 min read

Applying calculus fundamentals to computer vision for edge detection
πŸ“Œ Stop Feeling Lostβ€Š:β€Š How to Master ML System Design

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-10-16 | ⏱️ Read time: 6 min read

What machine learning system design is and how to prepare for it
πŸ“Œ A Beginner’s Guide to Robotics with Python

πŸ—‚ Category: ROBOTICS

πŸ•’ Date: 2025-10-16 | ⏱️ Read time: 9 min read

Build 3D simulations with PyBullet
πŸ“Œ How to Evaluate Retrieval Quality in RAG Pipelines: Precision@k, Recall@k, and F1@k

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-10-16 | ⏱️ Read time: 18 min read

In my previous posts, I have walked you through putting together a very basic RAG…
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πŸ“Œ Simplifying the Python Code for Data Engineering Projects

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-06-12 | ⏱️ Read time: 12 min read

Python tricks and techniques for data ingestion, validation, processing, and testing: a practical walkthrough
πŸ“Œ Model Interpretability Using Credit Card Fraud Data

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-06-12 | ⏱️ Read time: 20 min read

Why model interpretability is important
πŸ“Œ How to Pivot Tables in SQL

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-06-12 | ⏱️ Read time: 12 min read

A comprehensive guide to creating pivot tables in SQL for enhanced data analysis
πŸ“Œ The Math Behind KAN – Kolmogorov-Arnold Networks

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-06-12 | ⏱️ Read time: 15 min read

A new alternative to the classic Multi-Layer Perceptron is out. Why is it more accurate…
πŸ“Œ Spatial Index: Grid Systems

πŸ—‚ Category: DATABASE DESIGN

πŸ•’ Date: 2024-06-12 | ⏱️ Read time: 12 min read

Grid Systems in Spatial Indexing using GeoHash and Google S2
πŸ“Œ Deep Learning Illustrated, Part 4: Recurrent Neural Networks

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-06-11 | ⏱️ Read time: 17 min read

An illustrated and intuitive guide on the inner workings of an RNN and the Softmax…
πŸ“Œ ASA’s Caution: Rethinking How We Use p-Values in Research

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-06-11 | ⏱️ Read time: 9 min read

Understanding the ASA’s statement to enhance your data science practices
πŸ“Œ MLOps – Data Validation with PyTest

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-06-11 | ⏱️ Read time: 12 min read

Run deterministic and non-deterministic tests to validate your dataset
πŸ“Œ An Open Data-Driven Approach to Optimising Healthcare Facility Locations Using Python

πŸ—‚ Category:

πŸ•’ Date: 2024-06-11 | ⏱️ Read time: 15 min read

A tutorial in Python with an open data stack
πŸ“Œ Key Roles in a Fraud Prediction project with Machine Learning

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-06-11 | ⏱️ Read time: 6 min read

What type of roles are involved in developing a ML model for fraud prediction?
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πŸ“Œ How to Maximize Your Impact as a Data Scientist

πŸ—‚ Category: ANALYTICS

πŸ•’ Date: 2024-06-11 | ⏱️ Read time: 13 min read

Actionable advice to accelerate your career
πŸ“Œ Multi-Head Attention – Formally Explained and Defined

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2024-06-11 | ⏱️ Read time: 10 min read

A comprehensive and detailed formalization of multi-head attention.
πŸ“Œ Beyond FOMO – Keeping up to date in AI

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-06-11 | ⏱️ Read time: 9 min read

Don’t get stressed but enjoy the journey.