Machine Learning
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Real Machine Learning — simple, practical, and built on experience.
Learn step by step with clear explanations and working code.

Admin: @HusseinSheikho || @Hussein_Sheikho
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Today I am 3️⃣0️⃣ years old, I am excited to make more successes and achievements

My previous year was full of exciting events and economic, political and programmatic noise, but I kept moving forward

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Eng. @HusseinSheikho 🔤
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1
📌 GPU Accelerated Polars – Intuitively and Exhaustively Explained

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2024-09-17 | ⏱️ Read time: 16 min read

Fast Dataframes for Big Problems
1
📌 Polars + NVIDIA GPU Tutorial

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-17 | ⏱️ Read time: 4 min read

Using Polars with NVIDIA GPU can speed up your data pipelines
📌 The Math Behind Kernel Density Estimation

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-17 | ⏱️ Read time: 13 min read

Exploring the foundations, concepts, and math of kernel density estimation
📌 Model Management with MLflow, Azure, and Docker

🗂 Category: MACHINE LEARNING

🕒 Date: 2024-09-17 | ⏱️ Read time: 11 min read

A guide to tracking experiments and managing models
📌 Football and Geometry – Passing Networks

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 12 min read

Analyzing Bayer Leverkusen’s Passing Networks from Last Season
📌 PySpark Explained: The InferSchema Problem

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 10 min read

Think before using this common option when reading large CSV’s
📌 Introducing NumPy, Part 4: Doing Math with Arrays

🗂 Category:

🕒 Date: 2024-09-16 | ⏱️ Read time: 12 min read

Plus reading and writing array data!
📌 Disability, Accessibility, and AI

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 11 min read

A discussion of how AI can help and harm people with disabilities
📌 Teaching Your Model to Learn from Itself

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 6 min read

In machine learning, more data leads to better results. But labeling data can be expensive…
📌 Vision Mamba: Like a Vision Transformer but Better

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 26 min read

Part 4 – Towards Mamba State Space Models for Images, Videos and Time Series
1
📌 Unit Disk Uniform Sampling

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 15 min read

Discover the optimal transformations to apply on the standard 0,1 uniform random generator for uniformly…
1
📌 How to Implement State-of-the-Art Masked AutoEncoders (MAE)

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-16 | ⏱️ Read time: 8 min read

A Step-by-Step Guide to Building MAE with Vision Transformers
📌 The Data Strategy Choice Cascade

🗂 Category:

🕒 Date: 2024-09-16 | ⏱️ Read time: 23 min read

What your data strategy should look like
1
📌 Are Foundation Models Ready for Your Production Tabular Data?

🗂 Category: LARGE DATA MODELS

🕒 Date: 2025-10-01 | ⏱️ Read time: 15 min read

A complete review of architectures to make zero-shot predictions in the most common types of…
1
📌 How to Improve the Efficiency of Your PyTorch Training Loop

🗂 Category: DEEP LEARNING

🕒 Date: 2025-10-01 | ⏱️ Read time: 14 min read

Learn how to diagnose and resolve bottlenecks in PyTorch using the numworkers, pinmemory, and profiler…
📌 Data Visualization Explained (Part 2): An Introduction to Visual Variables

🗂 Category: DATA VISUALIZATION

🕒 Date: 2025-10-01 | ⏱️ Read time: 7 min read

A non-technical and accessible guide to the underlying concept behind visual design: visual encoding channels
📌 Visual Pollen Classification Using CNNs and Vision Transformers

🗂 Category: MACHINE LEARNING

🕒 Date: 2025-10-01 | ⏱️ Read time: 19 min read

Filling the data gap: A machine learning approach to pollen identification in ecology and biotechnology
📌 Under the Hood: How DAX Works with Filters

🗂 Category: POWER BI

🕒 Date: 2025-10-01 | ⏱️ Read time: 6 min read

Have you ever wondered how DAX works with filters in Measures? Today, I take a…
📌 Asking for Feedback as a Data Scientist Individual Contributor

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-18 | ⏱️ Read time: 17 min read

Receive clear and useful feedback. Ditch generic questions. More than 60 example questions for you…
📌 Unlocking Business Potential Through Effective Customer Segmentation

🗂 Category: DATA SCIENCE

🕒 Date: 2024-09-18 | ⏱️ Read time: 9 min read

Transform your data into actionable insights with customer segmentation for improved engagement and profitability