priyanka-asnani / deep-learning-specialization

Programming assignments from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai

Deep Learning Specialization on Coursera (offered by deeplearning.ai)

Programming assignments from all courses within the Coursera Deep Learning Specialization offered by deeplearning.ai

Instructor: Andrew Ng

Programming Assignments

Course 1: Neural Networks and Deep Learning

• Week 2 - PA 2 - Logistic Regression with a Neural Network mindset
• Week 3 - PA 3 - Planar data classification with one hidden layer
• Week 4 - PA 4 - Building your Deep Neural Network: Step by Step
• Week 4 - PA 5 - Deep Neural Network for Image Classification: Application

Course 2: Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

• Week 1 - PA 1 - Initialization
• Week 1 - PA 2 - Regularization
• Week 1 - PA 3 - Gradient Checking
• Week 2 - PA 4 - Optimization Method
• Week 3 - PA 5 - TensorFlow Tutorial

Course 3: Structuring Machine Learning Projects

• There are no programming assignments for this course.

Course 3: Convolutional Neural Networks

• Week 1 - PA 1 - Convolutional Model: step by step
• Week 1 - PA 2 - Convolutional Neural Networks: Application
• [Week 2 - PA 1 - Keras - Tutorial - Happy House]
• [Week 2 - PA 2 - Residual Networks]
• [Week 2 - PA 2 - Transfer Learning with MobileNet]
• [Week 3 - PA 1 - Car detection with YOLO for Autonomous Driving]
• [Week 3 - PA 2 - Image Segmentation Unet]
• [Week 4 - PA 1 - Art Generation with Neural Style Transfer]
• [Week 4 - PA 2 - Face Recognition]

Course 3: Sequence Models

• [Week 1 - PA 1 - Building a Recurrent Neural Network - Step by Step]
• [Week 1 - PA 2 - Dinosaur Land -- Character-level Language Modeling]
• [Week 1 - PA 3 - Jazz improvisation with LSTM]
• [Week 2 - PA 1 - Word Vector Representation and Debiasing]
• [Week 2 - PA 2 - Emojify!]
• [Week 3 - PA 1 - Neural Machine Translation with Attention]
• [Week 3 - PA 2 - Trigger Word Detection]
• [Week 4 - PA 1 - Transformer Network]
• [Week 3 - PA 2 - Transformer Network Application: Named-Entity Recognition]
• [Week 3 - PA 2 - Transformer Network Application: Question Answering]