Udacity Deep Learning Nanodegree

Notes, coding exercises and projects from Udacity's Deep Learning Nanodegree Foundation program.

Projects

Project 1: Predicting Bikesharing Pattern with Neural Networks (Repo)

Project 2: Dog-Breed Classifier with Convolutional Neural Networks (Repo)

Project 3: Seinfeld Script Generation with Recurrent Neural Networks (Repo)

Project 4: Face Generation with Generative Adversarial Networks (Repo)

Project 5: Deploying a Sentiment Analysis Model with Amazon AWS (Repo)

Handwritten Notes on Lecture Videos

All handwritten notes generated on iPAD using GoodNotes5 based on lecture videos of each chapter.

• Neural Networks: (Repo)
• Convolutional Neural Networks: (Repo)
• Recurrent Neural Networks: (Repo)
• Generative Adversarial Networks: (Repo)

Lessons

1 - Neural Networks

• Introduction to Neural Networks (Repo)
• Sentiment Analysis with Andrew (Repo)
• Deep Learning with PyTorch (Repo)

2 - Convolutional Neural Networks

• Convolutional Neural Networks (Repo)
• Transfer Learning (Repo)
• Weight Initialization (Repo)
• Autoencoders (Repo)
• Style Transfer (Repo)
• Attention (Repo)

3 - Recurrent Neural Networks

• Implementation of RNN & LSTM (Repo)
• Embeddings & Word2Vec (Repo)
• Sentiment Prediction RNN (Repo)

4 - Generative Adversarial Networks

• Generative Adversarial Networks (Repo)
• Deep Convolutional GANs (Repo)
• Implementing a CycleGAN (Repo)

Graduation Certificate