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Research Analysis & Implementation

A curated collection of AI/ML research paper analyses and implementations, documenting a comprehensive journey through the foundational and cutting-edge papers that define modern artificial intelligence.

About This Repository

This repository serves as a comprehensive knowledge base documenting my journey through seminal research papers in Artificial Intelligence and Machine Learning. For each paper, I provide:

  • Deep Analysis: Detailed breakdowns of methodologies, contributions, and implications
  • Critical Insights: Personal observations, strengths, weaknesses, and connections to other work
  • Practical Implementations: Code implementations where applicable, translating theory to practice
  • Historical Context: Understanding how each paper fits into the broader evolution of AI

Repository Structure

Research-Analysis-Implementation/
├── README.md                          # This file
├── PAPER_ANALYSIS_TEMPLATE.md         # Template for paper analysis
└── [Paper-Name]/                      # One folder per paper
    ├── README.md                      # Analysis of the paper
    ├── implementation/                # Implementation code (if applicable)

Focus Areas

This repository covers research across multiple AI subfields:

  • Neural Networks & Deep Learning: From the McCulloch-Pitts neuron to modern deep architectures
  • Computer Vision: CNNs, image recognition, and visual perception systems
  • Natural Language Processing: From word embeddings to large language models
  • Reinforcement Learning: TD-learning, DQN, and game-playing agents
  • Generative Models: VAEs, GANs, and creative AI systems
  • Artificial General Intelligence: The pursuit of human-level machine intelligence

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A portfolio of AI/ML research paper analysis and code implementations. Deep dives into modern machine learning

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