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
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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
πŸ“Œ How To Start Technical Writing & Blogging

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-07-21 | ⏱️ Read time: 8 min read

Why writing data science blogs changed my career.
πŸ“Œ Let’s reproduce NanoGPT with JAX!(Part 1)

πŸ—‚ Category:

πŸ•’ Date: 2024-07-21 | ⏱️ Read time: 8 min read

Part 1: Build 124M GPT2 with JAX. Part 2: Optimize the training speed in Single…
πŸ“Œ Forecasting in the Age of Foundation Models

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-07-20 | ⏱️ Read time: 17 min read

Benchmarking Lag-Llama against XGBoost
πŸ“Œ Modern Enterprise Data Modeling

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-07-20 | ⏱️ Read time: 13 min read

How to address the shortcomings of shallow, outdated models and future-proof your modeling strategy
πŸ“Œ Full Guide to Building a Professional Portfolio with Python, Markdown, Git, and GitHub Pages

πŸ—‚ Category:

πŸ•’ Date: 2024-07-20 | ⏱️ Read time: 11 min read

This article is a end-to-end guide to build a professional portfolio for developpers and data…
πŸ“Œ Event Study Designs: A Beginner’s Guide

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-20 | ⏱️ Read time: 10 min read

Event Study Designs: What are they and what are they not.
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πŸ“Œ Monocular Depth Estimation with Depth Anything V2

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2024-07-24 | ⏱️ Read time: 11 min read

How do neural networks learn to estimate depth from 2D images?
πŸ“Œ Organizations’ Machine Learning Investment Is (or Should Be) Incremental

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-23 | ⏱️ Read time: 8 min read

Embedding ML systems into production is still a hard thing to do (for most companies)
πŸ“Œ Evolution of Data Science: New Age Skills for the Modern End-to-End Data Scientist

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-07-23 | ⏱️ Read time: 27 min read

From Python scripting to data engineering, MLOps, and GenAI
πŸ“Œ From Ephemeral to Persistence with LangChain: Building Long-Term Memory in Chatbots

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-07-23 | ⏱️ Read time: 8 min read

A detailed walkthrough on transforming simple chatbots into sophisticated AI assistants with long-term memory and…
πŸ“Œ Summer Olympic Games Through the Lens of Data

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-23 | ⏱️ Read time: 13 min read

Using Python and Wikipedia to draw geographical and network maps of the medal-winning countries.
πŸ“Œ I Used to Hate Overfitting, But Now I’m Grokking It

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-07-23 | ⏱️ Read time: 9 min read

The surprising generalisation beyond overfitting
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πŸ“Œ Line By Line, Let’s Reproduce GPT-2: Section 1

πŸ—‚ Category:

πŸ•’ Date: 2024-07-23 | ⏱️ Read time: 26 min read

This blog post will go line-by-line through the code in Section 1 of Andrej Karpathy’s…
πŸ“Œ Counterfactuals in Language AI

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2024-07-23 | ⏱️ Read time: 34 min read

with open source language models and LLMs