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Deep Learning Programming Exercises

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Deep Learning Programming Exercises (Andrew Ng's Course)

This repository contains complete solutions to all programming exercises from Andrew Ng's famous Deep Learning specialization on Coursera.

Key Features

• 🎯 Faithful reproduction: Directory structure exactly matches the original Coursera course

• ✅ Verified solutions: All Jupyter notebooks ending with "Solution" are tested and working

• 📚 Comprehensive coverage: Includes all exercises from:

• Neural Networks and Deep Learning

• Improving Deep Neural Networks

• Structuring Machine Learning Projects

• Convolutional Neural Networks

• Sequence Models

Why This Repository?

• Perfect for reviewing concepts after completing the course

• Great reference implementation when you get stuck

• Helps validate your own solutions against correct implementations

• Saves time on environment setup with ready-to-run notebooks

How to Use

  1. Clone the repository:
    git clone https://github.com/Wuhall/AndrewNg-Deep-Learning.git
  2. Open Jupyter Notebook and navigate to the specific week's exercise

深度学习编程练习(吴恩达课程)

本仓库包含Coursera上吴恩达深度学习专项课程所有编程练习的完整解答。

主要特点

• 🎯 原版复刻: 目录结构与原版Coursera课程完全一致

• ✅ 已验证解答: 所有以"Solution"结尾的Jupyter笔记本都经过测试

• 📚 全面覆盖: 包含以下所有课程的练习:

• 神经网络与深度学习

• 改善深层神经网络

• 结构化机器学习项目

• 卷积神经网络

• 序列模型

为什么选择这个仓库?

• 课程完成后复习概念的完美资料

• 遇到困难时极佳的参考实现

• 可用来验证自己的解答是否正确

• 提供开箱即用的notebook,节省环境配置时间

使用指南

  1. 克隆仓库:
    git clone https://github.com/Wuhall/AndrewNg-Deep-Learning.git
  2. 打开Jupyter Notebook并导航到特定周的练习

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Andrew Ng's original version of deep learning programming exercise and answers

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  • Jupyter Notebook 99.4%
  • Python 0.6%
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