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 Foundation Models in Graph & Geometric Deep Learning

πŸ—‚ Category:

πŸ•’ Date: 2024-06-18 | ⏱️ Read time: 28 min read

In this post, we argue that the era of Graph FMs has already begun and…
πŸ“Œ Learning Triton One Kernel at a Time: Matrix Multiplication

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-10-14 | ⏱️ Read time: 14 min read

Tiled GEMM, GPU memory, coalescing, and much more!
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πŸ“Œ Building A Successful Relationship With Stakeholders

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-10-14 | ⏱️ Read time: 12 min read

Show your value by moving beyond the technical
πŸ“Œ Why AI Still Can’t Replace Analysts: A Predictive Maintenance Example

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-10-14 | ⏱️ Read time: 7 min read

Learn about the limitations of AI in analytics through the example of bearing vibration data…
πŸ“Œ Human Won’t Replace Python

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-10-14 | ⏱️ Read time: 23 min read

Why vibe-coding is not a step up from β€œclassic” coding β€” and why it matters
πŸ“Œ Incorporate an LLM Chatbot into Your Web Application with OpenAI, Python, and Shiny

πŸ—‚ Category:

πŸ•’ Date: 2024-06-18 | ⏱️ Read time: 8 min read

Step-by-Step Integration of AI Chatbots into Shiny for Python Applications: From API Setup to User…
πŸ“Œ Nailing the Machine Learning Design Interview

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-06-18 | ⏱️ Read time: 9 min read

Tips and tricks for FAANG design interviews
πŸ“Œ How to Find and Solve Valuable Generative AI Use Cases

πŸ—‚ Category: PRODUCT MANAGEMENT

πŸ•’ Date: 2024-06-18 | ⏱️ Read time: 7 min read

80% of AI projects fail due to poor use cases or technical knowledge. Gen AI…
πŸ“Œ PySpark Explained: The explode and collect_list Functions

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-06-18 | ⏱️ Read time: 9 min read

Two useful functions to nest and un-nest data sets in PySpark
πŸ“Œ A Proposed Perfect Package Prototype for Python Projects

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2024-06-18 | ⏱️ Read time: 17 min read

How to structure your Python package projects to ensure efficiency, effectiveness and future-proofing
πŸ“Œ 8 Years in Data: What I Wish I’d Known from the Start

πŸ—‚ Category: CAREER ADVICE

πŸ•’ Date: 2024-06-18 | ⏱️ Read time: 5 min read

And 5 key takeaways for aspiring data professionals
πŸ“Œ Get started with SQLite3 in Python Creating Tables & Fetching Rows

πŸ—‚ Category: SQL

πŸ•’ Date: 2024-06-18 | ⏱️ Read time: 12 min read

Learn to use SQLite – The most used DBMS in the world
πŸ“Œ Chart Wars – Stacked Bar Chart vs. Heatmap

πŸ—‚ Category: DATA VISUALIZATION

πŸ•’ Date: 2024-06-18 | ⏱️ Read time: 6 min read

The winner is obvious
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πŸ“Œ Statistically Confirm Your -Comparing Pandas and Polars with 1 Million Rows of Data

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-06-18 | ⏱️ Read time: 15 min read

Using the Independent samples t-test and Welch’s t-test to compare scores in benchmarking.
πŸ“Œ The Important Role of Memory in Agentic AI

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-06-18 | ⏱️ Read time: 6 min read

Memory will be a critical component that dramatically improves the performance of AI systems -…
πŸ“Œ Data Privacy in AI Development: Data Localization

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-06-18 | ⏱️ Read time: 14 min read

Why should you care where your data lives?
πŸ“Œ Benchmarking LLM Inference Backends

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-06-17 | ⏱️ Read time: 12 min read

Comparing Llama 3 serving performance on vLLM, LMDeploy, MLC-LLM, TensorRT-LLM, and TGI
πŸ“Œ Overcoming (Unintended) Data Jails

πŸ—‚ Category: ANALYTICS

πŸ•’ Date: 2024-06-17 | ⏱️ Read time: 6 min read

We can do some amazing things with data if it were truly accessible and usable.…
πŸ“Œ Cheating at Wordle? A Python and Streamlit-Based Solver

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-06-17 | ⏱️ Read time: 8 min read

A fun and educational approach to programmatically solving the popular game Wordle
πŸ“Œ UEFA Euro 2024 Map

πŸ—‚ Category: DATA VISUALIZATION

πŸ•’ Date: 2024-06-17 | ⏱️ Read time: 6 min read

Historical records of the UEFA European Championship results