ai-by-hand-excel

AI by Hand ✍️ Exercises in Excel

Basic

• Softmax
• LeakyReLU
• Temperature

Advanced

• Multi Layer Perceptron (MLP)
• Backpropagation
• Recurrent Neural Network (RNN)
• Long Short Term Memory (LSTM) (+ Seq2Seq)
• 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 ...