https://github.com/anishlearnstocode/improving-deep-neural-networks

Coursera Course: Improving Deep Neural Networks, part of the Deep Learning Specialization ~deeplearning.ai
https://github.com/anishlearnstocode/improving-deep-neural-networks

coursera deep-learning hyperparameters neural-networks optimization regularization solutions

Last synced: about 1 month ago
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Coursera Course: Improving Deep Neural Networks, part of the Deep Learning Specialization ~deeplearning.ai

• Host: GitHub
• URL: https://github.com/anishlearnstocode/improving-deep-neural-networks
• Owner: anishLearnsToCode
• License: mit
• Created: 2020-10-28T12:25:25.000Z (over 4 years ago)
• Default Branch: main
• Last Pushed: 2021-01-05T11:29:31.000Z (over 4 years ago)
• Last Synced: 2025-04-10T21:57:14.712Z (about 1 month ago)
• Topics: coursera, deep-learning, hyperparameters, neural-networks, optimization, regularization, solutions
• Language: Jupyter Notebook
• Homepage: https://www.coursera.org/learn/deep-neural-network?specialization=deep-learning
• Size: 25.5 MB
• Stars: 4
• Watchers: 2
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization @Coursera

__Course by deeplearning.ai__

[![specialization](https://img.shields.io/badge/specialization-Deep%20Learning-.svg)](https://github.com/anishLearnsToCode/deep-learning-ai)

[![course-list](https://img.shields.io/badge/also%20see-Other%20Coursera%20Courses-1f72ff.svg)](https://github.com/anishLearnsToCode/course-list#coursera)

This is part of the 5 course specialization on 

[Deep Learning](https://github.com/anishLearnsToCode/deep-learning-ai) 

on Coursera. This is the second course.

## 📖 Overview

- [Week 1](#week-1)

- [Week 2](#week-2)

- [Week 3](#week-3)

- [Certificate](#-certificate)

## Week 1

- [Quiz: Practical Applications of Deep Learning](week_1/quiz-practical-aspects-of-deep-learning.md)

- [Programming Assignment: Initialization](week_1/initialization/Initialization.ipynb)

- [Programming Assignment: Regularization](week_1/regularization/Regularization_v2a.ipynb)

- [Programming Assignment: Gradient Checking](week_1/gradient-checking/Gradient+Checking+v1.ipynb)

## Week 2

- [Quiz: Optimization Algorithms](week_2/quiz-optimization-algorithms.md)

- [Programming Assignment: Optimization](week_2/optimization-methods/Optimization_methods_v1b.ipynb)

## Week 3

- [Quiz: Hyperparameter Tuning, Batch Normalization](week_3/quiz-hyperparameter-tuning-batch-normalization.md)

- [Programming Assignment: Tensorflow](week_3/tensorflow-tutorial/TensorFlow_Tutorial_v3b.ipynb)

## 🎓 [Certificate](https://coursera.org/verify/WLLHPCZSRZ2Y)

![certificate](assets/certificate.png)