/deep_learning_foundation

Udacity Deep Learning Foundation

Primary LanguageJupyter Notebook

Udacity Deep Learning Foundation

WEEK 1

Types of Machine Learning and when to use Machine Learning

WEEK 2

Neural Network Architecture and Types

WEEK 3

Cloud Computing and Sentiment Analysis

WEEK 4

Math Notation and Recommender Systems

WEEK 5

Data preparation (cleaning, regularization, dimensionality reduction)

WEEK 6

Drone Image Tracking

WEEK 7

Stock Prediction

WEEK 8

Art Generation

WEEK 9

Music Generation (LSTMs applied to Audio)

WEEK 10

Poetry Generation (LSTMs applied to NLP)

WEEK 11

Language translation (sequence to sequence)

WEEK 12

Chatbot QA System with Voice

WEEK 13

Game Bot 2D (reinforcement learning via Monte-Carlo tree search)

WEEK 14

Image Compression

WEEK 15

Data Visualization

WEEK 16

Image Generation

FINAL WEEK 17

One-shot Learning (Probabilistic Programming)