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 How to Build a Streaming Agent with Burr, FastAPI, and React

πŸ—‚ Category:

πŸ•’ Date: 2024-07-25 | ⏱️ Read time: 14 min read

An overview of how to leverage streaming using open source tools applied to building a…
πŸ“Œ Document Parsing Using Large Language Models – With Code

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-07-25 | ⏱️ Read time: 17 min read

You will not think about using Regular Expressions anymore.
πŸ“Œ Unit Disk and 2D Bounded KDE

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-25 | ⏱️ Read time: 14 min read

0. Introduction MonteCarlo Integration Numerical methods become essential when closed-form solutions for integrals are unavailable.…
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πŸ“Œ Handling Hierarchies in Dimensional Modeling

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-07-24 | ⏱️ Read time: 16 min read

Hierarchies play a crucial role in dimensional modeling for Data Warehouses. See my recommendations on…
πŸ“Œ Improving RAG Answer Quality Through Complex Reasoning

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-07-24 | ⏱️ Read time: 31 min read

Showcasing the process for building a multi-hop retrieval system using DSPy and Indexify
πŸ“Œ Forecasting US GDP using Machine Learning and Mathematics

πŸ—‚ Category: ECONOMICS

πŸ•’ Date: 2024-07-24 | ⏱️ Read time: 17 min read

What can we learn from this modern problem?
πŸ“Œ The Intersection of Memory and Grounding in AI Systems

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-07-24 | ⏱️ Read time: 8 min read

Understanding the 4 key types of memory, the methods of language model grounding, and the…
πŸ“Œ Past is Prologue: How Conversational Analytics Is Changing Data Work

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-10-09 | ⏱️ Read time: 7 min read

The future of reporting will be about encoding the value proposition of a product into…
πŸ“Œ How the Rise of Tabular Foundation Models Is Reshaping Data Science

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-10-09 | ⏱️ Read time: 13 min read

A turning point for data analysis?
πŸ“Œ Python Poetry – The Best Data Science Dependency Management Tool?

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-30 | ⏱️ Read time: 8 min read

Poetry makes deploying machine learning applications a breeze – learn how!
πŸ“Œ 10 Data + AI Observations for Fall 2025

πŸ—‚ Category: DATA SCIENCE

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

What’s happeningβ€”and what’s nextβ€” for data and AI at the close of 2025.
πŸ“Œ Dreaming in Blocksβ€Šβ€”β€ŠMineWorld, the Minecraft World Model

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

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

Explaining β€œMineWorld: A real-time and open-source interactive world model on Minecraft” in simple terms.
πŸ“Œ Boost Your Data Science Job Hunt During Tech Layoffs, Part I

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-23 | ⏱️ Read time: 7 min read

With these 5 actionable steps
πŸ“Œ Linear Programming Optimization: Foundations

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-22 | ⏱️ Read time: 12 min read

Part 1 – Basic Concepts and Examples
πŸ“Œ What Is Causal Inference?

πŸ—‚ Category: STATISTICS

πŸ•’ Date: 2024-07-22 | ⏱️ Read time: 13 min read

A beginner’s guide to causal inference methods: randomized controlled trials, difference-in-differences, synthetic control, and A/B…
πŸ“Œ LangChain’s Parent Document Retriever – Revisited

πŸ—‚ Category:

πŸ•’ Date: 2024-07-22 | ⏱️ Read time: 7 min read

Enhance retrieval with context using your vector database only
πŸ“Œ Quantifying Burned Areas from Wildfires Using Satellite Imagery

πŸ—‚ Category: CLIMATE CHANGE

πŸ•’ Date: 2024-07-22 | ⏱️ Read time: 9 min read

Determining the burned area in forests due to wildfires using Sentinel-2 images with Python in…
πŸ“Œ You Don’t Need Matplotlib When Pandas Is Enough for Data Visualisation

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-22 | ⏱️ Read time: 6 min read

One line of code to plot data makes routine EDA jobs easier
πŸ“Œ Python’s Parallel Paradigm Shift

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-07-22 | ⏱️ Read time: 13 min read

Exploring the performance potential of a GIL-free Python
πŸ“Œ Advanced Data Modelling

πŸ—‚ Category: ANALYTICS

πŸ•’ Date: 2024-07-21 | ⏱️ Read time: 16 min read

Data model layers, environments, tests and data quality explained