This series was written from my personal perspective, so the readers should already have some basic idea about what deep learning is, and preferably are familiar with PyTorch.
Posts are published on Medium. Notebooks are published on Google Colab.
- Part I - Core Concepts and Common Confusions
- Part II - Building RNN Models to Solve Sequential MNIST
- Part III - Implementing Temporal Convolutional Networks
- Part IV - Fashion-MNIST with Dataset API
- Colab Notebook(CuDNN GRU)
- Colab Notebook(TCN)
- (You have to download the dataset from Kaggle for these notebook to work. For details, please see the Medium post.)
A copy of each Colab notebook is kept in the notebooks folder.