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CodeThePaper

Implementations of research papers I've read, simplified and built from scratch. A hands-on approach to understanding and replicating key ideas in AI/ML.

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  • Will attach research papers as links for the same below

[01] Complex Neural Networks

  • Convolutional Neural Network (CNN) - Link

[02] Activation Functions

  • ReLU - Link
  • Sigmoid
  • tanh
  • Leaky ReLU - Link
  • Softmax
  • GELU
  • PReLU - Link
  • eLU - Link

[03] Optimizers

[04] Generative Models

[05] Reinforcement Learning

  • Deep Q Network - Link

[06] Transformers

  • Attention is all you need - Link
  • GPT-2 -Link

[07] LLMs

  • Llama 3
  • Rotary Position Embeddings - Link
  • BLeu

[08] Enhance Models

  • Distillation
  • LoRa

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Implementations of research papers I've read, simplified and built from scratch. A hands-on approach to understanding and replicating key ideas in AI/ML.

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