Udacity Deep Learning Nanodegree Projects

Udacity Assignment & projects

Neural Networks

Project 1 (CAPSTONE): Bicycle sharing data prediction.
Project 2: Sentiment Analysis moive review , to determine whether the movie review was positive or negative based on the review.

Convolutional Neural Network

Project 3: Image classification using CNN from the CIFAR 10 database.
Project 4: Application of transfer learning using VGG16 network for flower classification.
Project 5: Denoising corrupted images using Auto Endcoders (Linear & CNN).
Project 7 (CAPSTONE): Dog Breed classifier and Human detection.

Recurrent Neural Network

Project 8: Character level RNN for predicting next word in an input sentence.
Project 9: Word2Vector Embeddings
Project 10: Sentiment Analysis using RNN and LSTM
Project 11 (CAPSTONE): TV Script Generation.

Generative Adversarial Network

Project 12: Generating MNIST dataset using GAN.
Project 13:DCGAN for House number plate generation
Project 14: CycleGan for Domain Transfer
Project 15 (CAPSTONE): Face Generation

Deploying ML model (Amazon AWS Sagemaker)

Project 16 (CAPSTONE): Deploying a sentiment analysis model using amazon sagemaker.