coursera-deep-learning

This is my solution to Deep Learning Specialization course on Coursera.

Course Details

Neural Networks and Deep Learning

1. Week 2: Python Basics with numpy
2. Week 2: Logistic Regression with a Neural Network mindset
3. Week 3: Planar data classification with a hidden layer
4. Week 4: Building your deep neural network Step by Step
5. Week 5: Deep Neural Network for Image Classification Application

Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization

1. Week 1: Initialization
2. Week 1: Regularization
3. Week 1: Gradient Checking
4. Week 2: Optimization
5. Week 3: TensorFlow

Convolutional Neural Networks

1. Week 1: Convolutional Model: step by step
2. Week 1: Convolutional Model: Application
3. Week 2: Residual Networks
4. Week 3: Car detection with YOLO
5. Week 4: Art generation with Neural Style Transfer
6. Week 4: Face Recognition

Sequence Models

1. Week 1: Building a recurrent neural network: step by step
2. Week 1: Dinosaur Island - Character-Level Language Modeling
3. Week 1: Jazz improvisation with LSTM
4. Week 2: Operations on word vectors - Debiasing
5. Week 2: Emojify
6. Week 3: Neural Machine Translation with Attention
7. Week 3: Trigger word detection