ssiwapol / dl

Deep learning

This repo is a part of the Introduction to Deep Learning course from CMU.

Table of Contents

• mytorch
• hw1 MLP
• hw2 CNN
• hw3 RNN
• hw4 Attention

MyTorch

Create a deep learning library from scratch.

hw1 MLP

Implement simple MLP activations, loss, batch normalization.

Kaggle: Frame-Level Speech Recognition

hw2 CNN

Implement CNN to solve face recognition and face verification task.

Kaggle: Face Recognition

Kaggle: Face Verification

hw3 RNN

Implement RNN model combined with CNN to solve utterance to phoneme mapping.

Kaggle: Automatic Speech Recognition (ASR)

hw4 Attention

Implement Attention model to solve speech to text transcription.

Kaggle: Attention-Based Speech Recognition

Ranking