Deep-Learning_ND

Coding exercises from the various lessons in Udacity's Deep Learning Nanodegree.

Table of Contents

• Certificate
• Projects
• Lessons

Deep Learning Nanodegree Certificate

Nanodegree Link:

https://www.udacity.com/course/deep-learning-nanodegree--nd101

Projects

PROJECT 1: Predicting Bike-Sharing Patterns - Neural Network (Repo) (Notebook)

PROJECT 2: Image Classification - Convolutional Neural Network (Repo) (Notebook)

PROJECT 3: TV Script Generator - Recurrent Neural Network (Repo) (Notebook)

PROJECT 4: Faces Generator - Generative Adversarial Networks (Repo) (Notebook)

PROJECT 5: Deploying a (PyTorch) Sentiment Analysis Model - Amazon SageMaker (Repo) (Notebook)

Lessons

Neural Networks

• Sentiment Classification Projects (Notebook)
• MLP Classification, MNIST (Notebook)
• Linear Autoencoder (Notebook)
• Variational Autoencoders (Notebook)

Convolutional Neural Networks

• CNN for CIFAR Image Classification (Notebook)
• Transfer Learning (Notebook)
• Convolutional Autoencoder (Notebook)
• De-noising Autoencoder (Notebook)
• Style Transfer (Notebook)

Recurrent Neural Networks

• Character-Level RNN (Notebook)
• Word2Vec, SkipGram (Notebook)
• Word2Vec, Negative Sampling (Notebook)
• Sentiment Analysis RNN (Notebook)
• Attention Basics (Notebook)
• RNN as a Generative Model (Notebook)

Generative Adversarial Networks

• MNIST GAN (Notebook)
• DCGAN for SVHN (Notebook)
• CycleGAN (Notebook)
• Conditional GAN (Notebook)
• Missing Value Imputation Using Conditional GAN (Notebook)