AI by Hand excel is an open-source project designed to facilitate hands-on practice of Artificial Intelligence (AI) and Deep Learning (DL) algorithms using Excel, helping users gain a deeper understanding of core AI model principles. The project offers a series of Excel files covering both basic and advanced AI algorithms, including Softmax, LeakyReLU, Backpropagation, Multi-Layer Perceptron (MLP), Recurrent Neural Network (RNN), Transformer, ResNet, Self-Attention, Autoencoder, and more.
Function
- Official website：https://www.byhand.ai/
- Source code：https://github.com/ImagineAILab/ai-by-hand-excel
- Multi Layer Perceptron (MLP)
- Backpropagation
- Recurrent Neural Network (RNN)
- Long Short Term Memory (LSTM) (+ Seq2Seq)
- Extended Long Short Term Memory (xLSTM)
- Residual Network (ResNet)
- Transformer – Simple
- Transformer – Full Stack
- Self-Attention
- Multihead Attention
- Autoencoder (AE)
- Mamba
- AlphaFold
Workbook
- Dot Product
- Matrix Multiplication
- Linear Layer
Coming Soon
- Generative Adversarial Network (GAN)
- Variational Autoencoder (VAE)
- U-Net
- CLIP
- more …
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