Deep Learning Specialization on Cousera by DeepLearning.AI

This repository contains my solutions to the programming assignments from the courses in the Deep Learning Specialization. The program is offered by 'DeepLearning.AI'.

Instructor: Andrew Ng

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Courses

1. Neural Networks and Deep Learning

1. Python Basics with Numpy
2. Logistic Regression with a Neural Network Mindset
3. Planar Data Classification with One Hidden Layer
4. Building Your Deep Neural Network Step by Step
5. Deep Neural Network Application

2. Improving Deep Neural Networks

1. Initialization
2. Regularization
3. Gradient Checking
4. Optimizaiton Methods
5. Tensorflow Introduction

3. Structuring Machine Learning Projects

This course was theoretical

4. Convolutional Neural Networks

1. Convolution Model Step by Step
2. Convolution Model Application
3. Residual Networks
4. Transfer Learning with MobileNet
5. Autonomous Driving Application Car Detection
6. Image Segmentation with UNet
7. Art Generation with Neural Style Transfer
8. Face Recognition

5. Sequence Models

1. Building a Recurrent Neural Network Step by Step
2. Dinosaurus Island Character Level Language Model
3. Improvise a Jazz Solo with a LSTM Network
4. Emogify
5. Operations on Words Vectors
6. Neural Machine Translation with Attention
7. Trigger Word Detection
8. Transformer Network