Machine Learning
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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
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πŸ“Œ The Beauty of Space-Filling Curves: Understanding the Hilbert Curve

πŸ—‚ Category: MATH

πŸ•’ Date: 2025-09-07 | ⏱️ Read time: 17 min read

A quick journey from theory to implementation and application
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πŸ“Œ Preventing Context Overload: Controlled Neo4j MCP Cypher Responses for LLMs

πŸ—‚ Category: AGENTIC AI

πŸ•’ Date: 2025-09-07 | ⏱️ Read time: 4 min read

How timeouts, truncation, and result sanitization keep Cypher outputs LLM-ready
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πŸ“Œ Why BI in the AI Age

πŸ—‚ Category: SPONSORED CONTENT

πŸ•’ Date: 2025-07-24 | ⏱️ Read time: 9 min read

An argument for human-led analysis (at least for now)
πŸ“Œ Multi-head Attention is a Fancy Addition Machine

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-07-24 | ⏱️ Read time: 8 min read

β€œAttention is All you Need” showed attention as a sequence of multiplicative and concat operations…
πŸ“Œ How Not to Mislead with Your Data-Driven Story

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-23 | ⏱️ Read time: 22 min read

Data storytelling can enlightenβ€”but it can also deceive. When persuasive narratives meet biased framing, cherry-picked…
πŸ“Œ Torchvista: Building an Interactive Pytorch Visualization Package for Notebooks

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-23 | ⏱️ Read time: 11 min read

Building a tool to interactively visualize the forward pass of any Pytorch model from within…
πŸ“Œ NumPy API on a GPU?

πŸ—‚ Category: PROGRAMMING

πŸ•’ Date: 2025-07-22 | ⏱️ Read time: 17 min read

It’s here already from Nvidia and it’s called cuNumeric.
πŸ“Œ Things I Wish I Had Known Before Starting ML

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-07-22 | ⏱️ Read time: 9 min read

Part 1: Data, Sales Pitches, Bugs, and Breakthroughs
πŸ“Œ A Well-Designed Experiment Can Teach You More Than a Time Machine!

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-22 | ⏱️ Read time: 7 min read

How experimentation is more powerful than knowing counterfactuals
πŸ“Œ From Rules to Relationships: How Machines Are Learning to Understand Each Other

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-07-22 | ⏱️ Read time: 6 min read

Using knowledge graphs to handle the unexpected in semantic communication
πŸ“Œ What Optimization Terminologies for Linear Programming Really Mean

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-22 | ⏱️ Read time: 11 min read

Understanding the duality of optimization problem, primal to dual conversion, and the optimality conditions for…
πŸ“Œ Understanding Matrices | Part 3: Matrix Transpose

πŸ—‚ Category: MATH

πŸ•’ Date: 2025-07-22 | ⏱️ Read time: 13 min read

Visualizing matrix transposition, to make sense of transpose-related formulas.
πŸ“Œ When LLMs Try to Reason: Experiments in Text and Vision-Based Abstraction

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-07-22 | ⏱️ Read time: 21 min read

Can large language models learn to reason abstractly from just a few examples? In this…
πŸ“Œ How To Significantly Enhance LLMs by Leveraging Context Engineering

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-07-21 | ⏱️ Read time: 11 min read

The benefits and practical aspects of context engineering for LLMs
πŸ“Œ I Analysed 25,000 Hotel Names and Found Four Surprising Truths

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-21 | ⏱️ Read time: 10 min read

Why are there so many hotels named after cities they are not in? Follow along…
πŸ“Œ Hands‑On with Agents SDK: Your First API‑Calling Agent

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-07-21 | ⏱️ Read time: 16 min read

A practical, beginner‑friendly guide to building an AI weather assistant with Python, OpenAI Agents SDK,…
πŸ“Œ Advanced Topic Modeling with LLMs

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-07-21 | ⏱️ Read time: 12 min read

A deep dive into topic modeling by leveraging representation models and generative AI with BERTopic
πŸ“Œ Three Career Tips For Gen-Z Data Professionals

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-21 | ⏱️ Read time: 10 min read

Unsolicited pieces of advice on navigating early career challenges
πŸ“Œ How to Create an LLM Judge That Aligns with Human Labels

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-07-21 | ⏱️ Read time: 14 min read

A hands-on guide to building and validating LLM evaluators
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πŸ“Œ Exploratory Data Analysis: Gamma Spectroscopy in Python (Part 2)

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2025-07-18 | ⏱️ Read time: 19 min read

Let’s observe the matter on the atomic level
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πŸ“Œ The Hidden Trap of Fixed and Random Effects

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-07-18 | ⏱️ Read time: 6 min read

My lesson of how blindly over-controlling for noise can erase the effects you are measuring