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 Monte Carlo Methods for Solving Reinforcement Learning Problems

πŸ—‚ Category: MACHINE LEARNING

πŸ•’ Date: 2024-09-04 | ⏱️ Read time: 20 min read

Dissecting β€œReinforcement Learning” by Richard S. Sutton with Custom Python Implementations, Episode III
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πŸ“Œ Hands-On Global Optimization Methods, with Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-09-04 | ⏱️ Read time: 15 min read

Four methods to find the maximum (or minimum) of your black box objective function
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πŸ“Œ How to Train a Vision Transformer (ViT) from Scratch

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-09-04 | ⏱️ Read time: 13 min read

A practical guide to implementing the Vision Transformer (ViT)
πŸ“Œ Batch And Streaming Demystified For Unification

πŸ—‚ Category: DATA ENGINEERING

πŸ•’ Date: 2024-09-04 | ⏱️ Read time: 29 min read

Understand how batch can be considered a subset of streaming and why data engineering should…
πŸ“Œ How I Used Clustering to Improve Chunking and Build Better RAGs

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-09-04 | ⏱️ Read time: 8 min read

It’s both fast and cost-effective
πŸ“Œ Approximating Stochastic Functions with Multivariate Outputs

πŸ—‚ Category:

πŸ•’ Date: 2024-09-04 | ⏱️ Read time: 25 min read

A generic approach for training probabilistic machine learning models
πŸ“Œ Diving Deeper with Structured Outputs

πŸ—‚ Category: LARGE LANGUAGE MODELS

πŸ•’ Date: 2024-09-03 | ⏱️ Read time: 10 min read

Enhancing our understanding and optimal usage of structured outputs
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πŸ“Œ Here Comes Mamba: The Selective State Space Model

πŸ—‚ Category: DEEP LEARNING

πŸ•’ Date: 2024-09-03 | ⏱️ Read time: 22 min read

Part 3 – Towards Mamba State Space Models for Images, Videos and Time Series
πŸ“Œ Using Generative AI To Get Insights From Disorderly Data

πŸ—‚ Category:

πŸ•’ Date: 2024-09-03 | ⏱️ Read time: 41 min read

Best practices for using Large Language Models to extract actionable insights even with poor metadata
πŸ“Œ Line-By-Line, Let’s Reproduce GPT-2: Section 3 – Training

πŸ—‚ Category:

πŸ•’ Date: 2024-09-03 | ⏱️ Read time: 20 min read

This blog post will go line-by-line through the code in Section 3 of Andrej Karpathy’s…
πŸ“Œ 5 Pillars for a Hyper-Optimized AI Workflow

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-09-03 | ⏱️ Read time: 8 min read

A gentle introduction to a methodology for creating production-ready, extensible & highly optimized AI workflows
πŸ“Œ Information in Noise

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-09-03 | ⏱️ Read time: 4 min read

Two Techniques for Visualizing Many Time-Series at Once
πŸ“Œ Subway Route Data Extraction with Overpass API: A Step-by-Step Guide

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-09-03 | ⏱️ Read time: 11 min read

Simplify Geodata Extraction from OpenStreetMaps via the Overpass API
πŸ“Œ Use R to build Clinical Flowchart with shinyCyJS

πŸ—‚ Category:

πŸ•’ Date: 2024-09-03 | ⏱️ Read time: 6 min read

Customizable R package for Graph / Network visualization
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πŸ“Œ Encoding Categorical Data, Explained: A Visual Guide with Code Example for Beginners

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-09-02 | ⏱️ Read time: 10 min read

Six ways of matchmaking categories and numbers
πŸ“Œ An Easy Way to Remove Tourists from Photos

πŸ—‚ Category: PYTHON

πŸ•’ Date: 2024-09-02 | ⏱️ Read time: 9 min read

Image cleanup with Python, PIL, and OpenCV
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πŸ“Œ Mathematics of Love: Optimizing a Dining-Room Seating Arrangement for Weddings with Python

πŸ—‚ Category: DATA SCIENCE

πŸ•’ Date: 2024-09-02 | ⏱️ Read time: 19 min read

Solving the Restricted Quadratic Multi-Knapsack Problem (RQMKP) with mathematical programming and Python
πŸ“Œ Create Your Own Meal Planner Using ChatGPT

πŸ—‚ Category: CHATGPT

πŸ•’ Date: 2024-09-02 | ⏱️ Read time: 19 min read

A brief guide to prompt engineering
πŸ“Œ Training AI Models on CPU

πŸ—‚ Category: ARTIFICIAL INTELLIGENCE

πŸ•’ Date: 2024-09-01 | ⏱️ Read time: 16 min read

Revisiting CPU for ML in an Era of GPU Scarcity
πŸ“Œ Building Scalable Data Platforms

πŸ—‚ Category: ANALYTICS

πŸ•’ Date: 2024-09-01 | ⏱️ Read time: 14 min read

Data Mesh trends in data platform design
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πŸ“Œ The DIY Path to AI Product Management: Picking a Starter Project

πŸ—‚ Category: CHATGPT

πŸ•’ Date: 2024-08-31 | ⏱️ Read time: 8 min read

Building real-world skills through hands-on trial and error.