Machine Learning – Telegram
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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📌 Linear Programming Optimization: Foundations

🗂 Category: DATA SCIENCE

🕒 Date: 2024-07-22 | ⏱️ Read time: 12 min read

Part 1 – Basic Concepts and Examples
📌 What Is Causal Inference?

🗂 Category: STATISTICS

🕒 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…
📌 LangChain’s Parent Document Retriever – Revisited

🗂 Category:

🕒 Date: 2024-07-22 | ⏱️ Read time: 7 min read

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

🗂 Category: CLIMATE CHANGE

🕒 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…
📌 You Don’t Need Matplotlib When Pandas Is Enough for Data Visualisation

🗂 Category: DATA SCIENCE

🕒 Date: 2024-07-22 | ⏱️ Read time: 6 min read

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

🗂 Category: DATA ENGINEERING

🕒 Date: 2024-07-22 | ⏱️ Read time: 13 min read

Exploring the performance potential of a GIL-free Python
📌 Advanced Data Modelling

🗂 Category: ANALYTICS

🕒 Date: 2024-07-21 | ⏱️ Read time: 16 min read

Data model layers, environments, tests and data quality explained
📌 How To Start Technical Writing & Blogging

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2024-07-21 | ⏱️ Read time: 8 min read

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

🗂 Category:

🕒 Date: 2024-07-21 | ⏱️ Read time: 8 min read

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

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2024-07-20 | ⏱️ Read time: 17 min read

Benchmarking Lag-Llama against XGBoost
📌 Modern Enterprise Data Modeling

🗂 Category: DATA ENGINEERING

🕒 Date: 2024-07-20 | ⏱️ Read time: 13 min read

How to address the shortcomings of shallow, outdated models and future-proof your modeling strategy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

🗂 Category:

🕒 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…
📌 Event Study Designs: A Beginner’s Guide

🗂 Category: DATA SCIENCE

🕒 Date: 2024-07-20 | ⏱️ Read time: 10 min read

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

🗂 Category: DEEP LEARNING

🕒 Date: 2024-07-24 | ⏱️ Read time: 11 min read

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

🗂 Category: DATA SCIENCE

🕒 Date: 2024-07-23 | ⏱️ Read time: 8 min read

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

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 Date: 2024-07-23 | ⏱️ Read time: 27 min read

From Python noscripting to data engineering, MLOps, and GenAI
📌 From Ephemeral to Persistence with LangChain: Building Long-Term Memory in Chatbots

🗂 Category: ARTIFICIAL INTELLIGENCE

🕒 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…
📌 Summer Olympic Games Through the Lens of Data

🗂 Category: DATA SCIENCE

🕒 Date: 2024-07-23 | ⏱️ Read time: 13 min read

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

🗂 Category: DATA SCIENCE

🕒 Date: 2024-07-23 | ⏱️ Read time: 9 min read

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

🗂 Category:

🕒 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…
📌 Counterfactuals in Language AI

🗂 Category: LARGE LANGUAGE MODELS

🕒 Date: 2024-07-23 | ⏱️ Read time: 34 min read

with open source language models and LLMs