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 Addressing the Butterfly Effect: Data Assimilation Using Ensemble Kalman Filter

πŸ—‚ Category:

πŸ•’ Date: 2024-12-13 | ⏱️ Read time: 9 min read

Learn how to implement the Ensemble Kalman Filter for data assimilation, with mathematical details step-by-step…
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πŸ“Œ I’m Doing the Advent of Code 2024 in Python – Day 3

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-12-13 | ⏱️ Read time: 5 min read

Let’s see how many stars we’ll collect.
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πŸ“Œ Bayes’ Theorem: Understanding Business Outcomes with Evidence

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-12-12 | ⏱️ Read time: 11 min read

A practical introduction to Bayes’ Theorem: Probability for Data Science Series (2)
πŸ“Œ Why Retrieval-Augmented Generation Is Still Relevant in the Era of Long-Context Language Models

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-12-12 | ⏱️ Read time: 7 min read

In this article we will explore why 128K tokens and more models can’t fully replace…
πŸ“Œ CV VideoPlayer – Once and For All

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-12-12 | ⏱️ Read time: 6 min read

A Python video player package made for computer vision research
πŸ“Œ Why β€œAI Can’t Reason” Is a Bias

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-12-12 | ⏱️ Read time: 11 min read

We humans are proud creatures
πŸ“Œ SQLite in Production: Dreams Becoming Reality

πŸ—‚ Category:

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

On the virtues of radical simplicity
πŸ“Œ The Economics of Artificial Intelligence, Causal Tools, ChatGPT’s Impact, and Other Holiday Reads

πŸ—‚ Category: CHATGPT

πŸ•’ Date: 2024-12-12 | ⏱️ Read time: 5 min read

Our weekly selection of must-read Editors’ Picks and original features
πŸ“Œ Data Valuation – A Concise Overview

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-12-12 | ⏱️ Read time: 11 min read

ChatGPT and similar LLMs were trained on insane amounts of data. OpenAI and Co. scraped…
πŸ“Œ Extracting Structured Vehicle Data from Images

πŸ—‚ Category:

πŸ•’ Date: 2025-01-27 | ⏱️ Read time: 10 min read

Build an Automated Vehicle Documentation System that Extracts Structured Information from Images, using OpenAI API,…
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πŸ“Œ Beyond Causal Language Modeling

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-01-27 | ⏱️ Read time: 7 min read

A deep dive into β€œNot All Tokens Are What You Need for Pretraining”
πŸ“Œ Data-Driven Decision Making with Sentiment Analysis in R

πŸ—‚ Category: NATURAL LANGUAGE PROCESSING

πŸ•’ Date: 2025-01-21 | ⏱️ Read time: 15 min read

Leveraging the Quanteda, Textstem and Sentimentr Packages to Extract Customer Insights and Enhance Business Strategy
πŸ“Œ Analysis of Sales Shift in Retail with Causal Impact: A Case Study at Carrefour

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-09-17 | ⏱️ Read time: 12 min read

Applying causal inference to measure the effect of product unavailability on retail sales at Carrefour
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πŸ“Œ RAG Explained: Understanding Embeddings, Similarity, and Retrieval

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-09-17 | ⏱️ Read time: 10 min read

Let’s take a closer look at how the retrieval mechanism works
πŸ“Œ Evaluating Your RAG Solution

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2025-09-17 | ⏱️ Read time: 15 min read

A guide to building and evaluating RAG solutions by leveraging LLM-as-a-Judge capabilities.
πŸ“Œ Deploying AI Safely and Responsibly

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-09-17 | ⏱️ Read time: 12 min read

Experts debunk the biggest myths about trustworthy AI
πŸ“Œ ROC AUC Explained: A Beginner’s Guide to Evaluating Classification Models

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-09-17 | ⏱️ Read time: 10 min read

Understand how ROC curves and AUC help you go beyond accuracy with visuals and examples.
πŸ“Œ TSMixer: Google’s Innovative Deep Learning Forecasting Model

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-12-12 | ⏱️ Read time: 9 min read

Combining lightweight design with high forecasting accuracy
πŸ“Œ Navigating Soft Actor-Critic Reinforcement Learning

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-12-12 | ⏱️ Read time: 11 min read

Explanation, Theory, Implementation, Results and Applications to Bioengineering
πŸ“Œ 5 Essential Tips to Build Business Dashboards Stakeholders Love

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-12-11 | ⏱️ Read time: 9 min read

A practical guide to designing clear, effective, and actionable dashboards for decision-making
πŸ“Œ I’m Doing the Advent of Code 2024 in Python – Day 2

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-12-11 | ⏱️ Read time: 5 min read

Let’s see how many stars we’ll collect.