# DL-Demos

**Repository Path**: amos49/DL-Demos

## Basic Information

- **Project Name**: DL-Demos
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2025-03-12
- **Last Updated**: 2025-03-12

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## 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