pdudero / udacity-dlnd-projects

My solutions to the projects assigned for the Udacity Deep Learning Nanodegree

udacity-dlnd-projects

My solutions to the projects assigned for the Udacity Deep Learning Nanodegree

Project	Concepts	Tools
P1_Bike_Rental	NN basics, forward pass, backpropagation, activation functions, loss functions, optimizers, training and testing and prediction, data preprocessing, hyperparameters	pandas, numpy
P2_Dog_Classification	CNNs, Image Classification, Face Detection, Transfer Learning	Keras
P3_TV_Script_Generation	NLP, RNNs, LSTMs, word embeddings	Tensorflow
P4_Face_Generation	Generative Adversarial Networks, Generator/Discriminator	Tensorflow
P5_Quadcopter	Reinforcement Learning, Markov Decision Processes, Value Functions, Policy-based methods, Actor-Critic methods, Deep Q-learning, Deep Deterministic Policy Gradients, physics simulation	Keras, Tensorflow