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ai-by-hand-excel

AI by Hand ✍️ Exercises in Excel

Basic

  • Softmax
  • LeakyReLU

Advanced

  • Multi Layer Perceptron (MLP)
  • Backpropagation
  • Recurrent Neural Network (RNN)
  • Long Short Term Memory (LSTM)
  • Residual Network (ResNet)
  • Transformer - Simple
  • Transformer - Full Stack
  • Self-Attention
  • Autoencoder (AE)
  • Mamba
  • AlphaFold

Workbook

  1. Dot Product
  2. Matrix Multiplication
  3. Linear Layer

Coming Soon

  • Generative Adversarial Network (GAN)
  • Variational Autoencoder (VAE)
  • U-Net
  • CLIP
  • more ...

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