https://github.com/ImagineAILab/ai-by-hand-excel
https://github.com/ImagineAILab/ai-by-hand-excel
Last synced: about 1 month ago
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- Host: GitHub
- URL: https://github.com/ImagineAILab/ai-by-hand-excel
- Owner: ImagineAILab
- License: mit
- Created: 2024-09-15T13:21:00.000Z (8 months ago)
- Default Branch: main
- Last Pushed: 2025-01-28T13:33:23.000Z (3 months ago)
- Last Synced: 2025-01-28T14:31:39.455Z (3 months ago)
- Size: 3.03 MB
- Stars: 2,405
- Watchers: 65
- Forks: 354
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
- License: LICENSE
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README
# 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)
* Extended Long Short Term Memory (xLSTM)
* Residual Network (ResNet)
* Transformer - Simple
* Transformer - Full Stack
* Self-Attention
* Multihead Attention
* Autoencoder (AE)
* Mamba
* AlphaFold
## Lectures
### 🔥 NEW: DeepSeek
Multi-head Latent Attention + Mixture of Experts
(blank only)
[View](https://o365coloradoedu-my.sharepoint.com/:x:/g/personal/peye9704_colorado_edu/EfAlZg6tnotMtEb3N0TA_98BWFdAiqD24mc-MqETTDoVUQ?e=dh4Ncq)
| [Download](lectures/DeepSeek-blank.xlsx)
## Workbook
1. Dot Product
2. Matrix Multiplication
3. Linear Layer
## Coming Soon
* Generative Adversarial Network (GAN)
* Variational Autoencoder (VAE)
* U-Net
* CLIP
* more ...