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Coursera Deep Learning Specialization

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# Deep Learning Specialization on Coursera

**Master Deep Learning, and Break into AI**

Instructor: [Andrew Ng](http://www.andrewng.org/)

## Introduction

This repo contains all my programming assignments. I transcripted all the problems to google colab to being everything more reproducible.

##  ¿What is colab?

Google **colab** is a free cloud service (jupyter as service) with GPU and TPU support.

## Course 01: Neural Networks and Deep Learning

### Logistic Regression (Week02)

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Neural%20Networks%20and%20Deep%20Learning/week2/Logistic%20Regression%20as%20a%20Neural%20Network/Logistic%2BRegression%2Bwith%2Ba%2BNeural%2BNetwork%2Bmindset%2Bv5.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Neural%20Networks%20and%20Deep%20Learning/week2/Logistic%20Regression%20as%20a%20Neural%20Network/Logistic%2BRegression%2Bwith%2Ba%2BNeural%2BNetwork%2Bmindset%2Bv5.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

### Shallow Neural Networks (Week03)

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Neural%20Networks%20and%20Deep%20Learning/week3/Planar%20data%20classification%20with%20one%20hidden%20layer/Planar%2Bdata%2Bclassification%2Bwith%2Bone%2Bhidden%2Blayer%2Bv5.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Neural%20Networks%20and%20Deep%20Learning/week3/Planar%20data%20classification%20with%20one%20hidden%20layer/Planar%2Bdata%2Bclassification%2Bwith%2Bone%2Bhidden%2Blayer%2Bv5.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

### Deep Neural Networks - Building (Week04)

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Neural%20Networks%20and%20Deep%20Learning/week4/Building%20your%20Deep%20Neural%20Network%20-%20Step%20by%20Step/Building%2Byour%2BDeep%2BNeural%2BNetwork%2B-%2BStep%2Bby%2BStep%2Bv8.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Neural%20Networks%20and%20Deep%20Learning/week4/Building%20your%20Deep%20Neural%20Network%20-%20Step%20by%20Step/Building%2Byour%2BDeep%2BNeural%2BNetwork%2B-%2BStep%2Bby%2BStep%2Bv8.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

### Deep Neural Networks - Application (Week04)

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Neural%20Networks%20and%20Deep%20Learning/week4/Deep%20Neural%20Network%20Application%20Image%20Classification/Deep%2BNeural%2BNetwork%2B-%2BApplication%2Bv8.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Neural%20Networks%20and%20Deep%20Learning/week4/Deep%20Neural%20Network%20Application%20Image%20Classification/Deep%2BNeural%2BNetwork%2B-%2BApplication%2Bv8.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

## Course 02: Improving Deep Neural Networks Hyperparameter tuning, Regularization and Optimization

### Practical aspects of Deep Learning (Week01)

#### Gradient Checking

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week5/Gradient%20Checking/Gradient%2BChecking%2Bv1.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week5/Gradient%20Checking/Gradient%2BChecking%2Bv1.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

#### Initialization

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week5/Initialization/Initialization.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week5/Initialization/Initialization.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

#### Regularization

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week5/Regularization/Regularization%2B-%2Bv2.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week5/Regularization/Regularization%2B-%2Bv2.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

### Optimization algorithms (Week02)

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week6/Optimization%2Bmethods.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week6/Optimization%2Bmethods.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

### Hyperparameter tuning, Batch Normalization and Programming Frameworks (Week03)

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week7/Tensorflow%2BTutorial.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week7/Tensorflow%2BTutorial.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

## Course 03: Structuring Machine Learning Projects

## Course 04: Convolutional Neural Networks

### Foundations of Convolutional Neural Networks (Week01)

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week7/Tensorflow%2BTutorial.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week7/Tensorflow%2BTutorial.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

### Foundations of Convolutional Neural Networks (Week01)

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Convolutional%20Neural%20Networks/week01/Convolution%2Bmodel%2B-%2BStep%2Bby%2BStep%2B-%2Bv2.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Convolutional%20Neural%20Networks/week01/Convolution%2Bmodel%2B-%2BStep%2Bby%2BStep%2B-%2Bv2.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

### Deep convolutional models: case studies (Week02)

#### Keras Tutorial - The Happy House (not graded)

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Convolutional%20Neural%20Networks/week02/KerasTutorial/Keras%2B-%2BTutorial%2B-%2BHappy%2BHouse%2Bv2.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Convolutional%20Neural%20Networks/week02/KerasTutorial/Keras%2B-%2BTutorial%2B-%2BHappy%2BHouse%2Bv2.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

#### Residual Networks

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Convolutional%20Neural%20Networks/week02/KerasTutorial/Keras%2B-%2BTutorial%2B-%2BHappy%2BHouse%2Bv2.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Convolutional%20Neural%20Networks/week02/KerasTutorial/Keras%2B-%2BTutorial%2B-%2BHappy%2BHouse%2Bv2.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

### Object detection (Week03)

<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Convolutional%20Neural%20Networks/week03/Car%20detection%20for%20Autonomous%20Driving/Autonomous%2Bdriving%2Bapplication%2B-%2BCar%2Bdetection%2B-%2Bv3.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Convolutional%20Neural%20Networks/week03/Car%20detection%20for%20Autonomous%20Driving/Autonomous%2Bdriving%2Bapplication%2B-%2BCar%2Bdetection%2B-%2Bv3.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

### Face recognition & Neural style transfer (Week04)

#### Art generation with Neural Style Transfer
<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Convolutional%20Neural%20Networks/week04/Neural%20Style%20Transfer/Art%2BGeneration%2Bwith%2BNeural%2BStyle%2BTransfer%2B-%2Bv3.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Convolutional%20Neural%20Networks/week04/Neural%20Style%20Transfer/Art%2BGeneration%2Bwith%2BNeural%2BStyle%2BTransfer%2B-%2Bv3.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

#### Face Recognition for the Happy House
<table align="left"><td>
  <a target="_blank"  href="https://colab.research.google.com/github/csaybar/DLcoursera/blob/master/Convolutional%20Neural%20Networks/week04/Face%20Recognition/Face%2BRecognition%2Bfor%2Bthe%2BHappy%2BHouse%2B-%2Bv3.ipynb">
    <img src="https://www.tensorflow.org/images/colab_logo_32px.png" />Run in Google Colab
  </a>
</td><td>
  <a target="_blank"  href="https://github.com/csaybar/DLcoursera/blob/master/Convolutional%20Neural%20Networks/week04/Face%20Recognition/Face%2BRecognition%2Bfor%2Bthe%2BHappy%2BHouse%2B-%2Bv3.ipynb">
    <img width=32px src="https://www.tensorflow.org/images/GitHub-Mark-32px.png" />View source on GitHub</a>
</td></table>

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