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 How I Built a Real-Time Weather Data Pipeline Using AWS-Entirely Serverless

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2025-01-02 | ⏱️ Read time: 8 min read

A practical guide to leveraging AWS Lambda, Kinesis, and DynamoDB for real-time insights
πŸ“Œ How to Process 10k Images in Seconds

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-02 | ⏱️ Read time: 7 min read

Efficient image operations with multiprocessing in Python
πŸ“Œ 5 Simple Projects to Start Today: A Learning Roadmap for Data Engineering

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2025-01-02 | ⏱️ Read time: 11 min read

Start with 5 practical projects to lay the foundation for your data engineering roadmap.
πŸ“Œ Mastering the Basics: How Linear Regression Unlocks the Secrets of Complex Models

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-01-01 | ⏱️ Read time: 12 min read

Full explanation on Linear Regression and how it learns
πŸ“Œ AI-Powered Information Extraction and Matchmaking

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-01-01 | ⏱️ Read time: 34 min read

Developing an application for extracting key profile information from CVs and recommending jobs aligned with…
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πŸ“Œ Scaling Statistics: Incremental Standard Deviation in SQL with dbt

πŸ—‚ Category: DATA SCIENCE

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

Why scan yesterday’s data when you can increment today’s?
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πŸ“Œ Mastering Sensor Fusion: Color Image Obstacle Detection with KITTI Data – Part 2

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2025-01-01 | ⏱️ Read time: 26 min read

How to use Color Image data for object detection in the context of obstacle detection
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πŸ“Œ Transforming Data into Solutions: Building a Smart App with Python and AI

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2025-01-01 | ⏱️ Read time: 13 min read

Some financial analysts worry that artificial intelligence may not justify the massive investments being made…
πŸ“Œ Chi-Squared Test: Comparing Variations Through Soccer

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2025-01-01 | ⏱️ Read time: 13 min read

Understanding Different Types of Chi-Squared Tests: A/B Testing for Data Science Series (8)
πŸ“Œ Multi-Agentic RAG with Hugging Face Code Agents

πŸ—‚ Category:

πŸ•’ Date: 2024-12-31 | ⏱️ Read time: 80 min read

Using Qwen2.5-7B-Instruct powered code agents to create a local, open source, multi-agentic RAG system
πŸ“Œ Top 12 Skills Data Scientists Need to Succeed in 2025

πŸ—‚ Category: CAREER ADVICE

πŸ•’ Date: 2024-12-31 | ⏱️ Read time: 27 min read

It’s (not) all about LLMs and AI tools
πŸ“Œ Creating SMOTE Oversampling from Scratch

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-12-31 | ⏱️ Read time: 8 min read

A Python tutorial on how to implement oversampling and how to make custom variations
πŸ“Œ The Math Behind In-Context Learning

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2024-12-31 | ⏱️ Read time: 6 min read

From attention to gradient descent: unraveling how transformers learn from examples
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πŸ“Œ The Key to Smarter Models: Tracking Feature Histories

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-12-31 | ⏱️ Read time: 10 min read

Capture context and improve predictions with historical data
πŸ“Œ From Default Python Line Chart to Journal-Quality Infographics

πŸ—‚ Category: ANALYTICS

πŸ•’ Date: 2024-12-30 | ⏱️ Read time: 3 min read

Transform boring default Matplotlib line charts into stunning, customized visualizations
πŸ“Œ Mastering Model Uncertainty: Thresholding Techniques in Deep Learning

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-12-30 | ⏱️ Read time: 7 min read

A few words on thresholding, the softmax activation function, introducing an extra label, and considerations…
πŸ“Œ How to Build a Resume Optimizer with AI

πŸ—‚ Category:

πŸ•’ Date: 2024-12-30 | ⏱️ Read time: 7 min read

Step-by-step guide with example Python code
πŸ“Œ How to Build a Graph RAG App

πŸ—‚ Category:

πŸ•’ Date: 2024-12-30 | ⏱️ Read time: 30 min read

The accompanying code for the app and notebook are here. Knowledge graphs (KGs) and Large Language…
πŸ“Œ I Combined the Blockchain and AI to Generate Art. Here’s What Happened Next.

πŸ—‚ Category: BLOCKCHAIN

πŸ•’ Date: 2024-12-30 | ⏱️ Read time: 8 min read

Using LLMs to create artistic representations of data
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πŸ“Œ Introducing n-Step Temporal-Difference Methods

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-12-29 | ⏱️ Read time: 10 min read

Dissecting β€œReinforcement Learning” by Richard S. Sutton with custom Python implementations, Episode V
πŸ“Œ Superposition: What Makes it Difficult to Explain Neural Network

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-12-29 | ⏱️ Read time: 7 min read

When there are more features than model dimensions
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