https://github.com/singlezombie/dl-demos
Demos for deep learning
https://github.com/singlezombie/dl-demos
Last synced: about 1 year ago
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Demos for deep learning
- Host: GitHub
- URL: https://github.com/singlezombie/dl-demos
- Owner: SingleZombie
- Created: 2022-05-09T15:27:30.000Z (about 4 years ago)
- Default Branch: master
- Last Pushed: 2024-12-04T09:13:35.000Z (over 1 year ago)
- Last Synced: 2025-05-15T17:06:27.790Z (about 1 year ago)
- Language: Python
- Size: 696 KB
- Stars: 598
- Watchers: 5
- Forks: 127
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
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README
# Installation
1. Clone the git repo:
```shell
git clone https://github.com/SingleZombie/DL-Demos.git
```
2. Run the installation command:
```shell
python setup.py develop
pip install -r requirements.txt
```
It is recommended to create a directory named `work_dirs` and put temporary results into it.
# Description
Demos for deep learning.
# Project
## Andrew Ng Deep Learning Specialization
01. Logistic Regression
02. Shallow Nerual Network
03. Deep Nerual Network (MLP)
04. Parameter Initialization
05. Regularization
06. Advanced Optimizer (mini-batch, momentum, Adam)
07. Multiclass Classification with TensorFlow and PyTorch
08. NumPy Convolution 2D
09. Basic CNN
10. ResNet
11. NMS
12. ~~My YOLO model~~
13. Letter level language model with PyTorch
14. Sentiment analysis using Glove with PyTorch
15. Date translation attention model with PyTorch
16. Transformer cn-en translation with PyTorch
## Generative Model
1. VAE with PyTorch
2. DDPM with PyTorch
3. PixelCNN with PyTorch
4. VQVAE with PyTorch
5. DDIM with PyTorch
## Others
1. Style Transfer with PyTorch
2. PyTorch DDP Demo
3. Fourier Feature