- Clone the git repo:
git clone https://github.com/SingleZombie/DL-Demos.git
- Run the installation command:
python setup.py develop
Demos for deep learning.
- Logistic Regression
- Shallow Nerual Network
- Deep Nerual Network (MLP)
- Parameter Initialization
- Regularization
- Advanced Optimizer (mini-batch, momentum, Adam)
- Multiclass Classification with TensorFlow and PyTorch
- NumPy Convolution 2D
- Basic CNN
- ResNet
- NMS
- My YOLO model (work in progress)
- Letter level language model with PyTorch
- Sentiment analysis using Glove with PyTorch
- Date translation attention model with PyTorch
- Style Transfer with PyTorch
- VAE with PyTorch
- PyTorch DDP Demo