# Coursera-Deep-Learning-Specialization

**Repository Path**: gogaobin2/Coursera-Deep-Learning-Specialization

## Basic Information

- **Project Name**: Coursera-Deep-Learning-Specialization
- **Description**: Andrew Ng(吴恩达)
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2019-04-18
- **Last Updated**: 2021-11-03

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Deep Learning Specialization

## 介绍
这是coursera上吴恩达老师开设的深度学习专业课程，课件，作业，测验都在这里，供大家参考。

## 课程资源
- Course 1: Neural Networks and Deep Learning
    - 课件
        - [1. Introduction to Deep Learning](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/Ch1%20Introduction%20to%20Deep%20Learning/Introduction%20to%20deep%20learning.pdf)
        - [2. Neural Networks Basics](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/Ch2%20Neural%20Networks%20Basics/Neural%20Networks%20Basics.pdf)
        - [3. Shallow Neural Networks](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/Ch3%20Shallow%20Neural%20Networks/Shallow%20neural%20networks.pdf)
        - [4. Deep Neural Networks](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/Ch4%20Deep%20Neural%20Networks/Deep%20Neural%20Networks.pdf)
    - 测验
        - [Week 1 Quiz - Introduction to deep learning](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/Ch1%20Introduction%20to%20Deep%20Learning/Week%201%20Quiz%20-%20Introduction%20to%20deep%20learning.md)
        - [Week 2 Quiz - Neural Network Basics](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/Ch2%20Neural%20Networks%20Basics/Week%202%20Quiz%20-%20Neural%20Network%20Basics.md)
        - [Week 3 Quiz - Shallow Neural Networks](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/Ch3%20Shallow%20Neural%20Networks/Week%203%20Quiz%20-%20Shallow%20Neural%20Networks.md)
        - [Week 4 Quiz - Key concepts on Deep Neural Networks](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/Ch4%20Deep%20Neural%20Networks/Week%204%20Quiz%20-%20Key%20concepts%20on%20Deep%20Neural%20Networks.md)
    - 作业
        - [1. Logistic Regression with a Neural Network mindset](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/Ch2%20Neural%20Networks%20Basics/Logistic%20Regression%20with%20a%20Neural%20Network%20mindset.ipynb)
        - [2. Python Basics With Numpy](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/Ch2%20Neural%20Networks%20Basics/Python%20Basics%20With%20Numpy.ipynb)
        - [3. Planar data classification with one hidden layer](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/Ch3%20Shallow%20Neural%20Networks/Planar%20data%20classification%20with%20one%20hidden%20layer.ipynb)
        - [4. Building your Deep Neural Network Step by Step](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/Ch4%20Deep%20Neural%20Networks/Building%20your%20Deep%20Neural%20Network%20Step%20by%20Step.ipynb)
        - [5. Deep Neural Network Application](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/Ch4%20Deep%20Neural%20Networks/Deep%20Neural%20Network%20Application.ipynb)
    - [知识点小结](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C1%20Neural%20Networks%20and%20Deep%20Learning/README.md)
- Course 2: Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
    - 课件
        - [1. Practical aspects of Deep Learning](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C2%20Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Ch1%20Practical%20aspects%20of%20Deep%20Learning/Practical%20aspects%20of%20deep%20learning.pdf)
        - [2. Optimization algorithms](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C2%20Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Ch2%20Optimization%20algorithms/Optimization%20algorithms.pdf)
        - [3. Hyperparameter tuning, Batch Normalization and Programming Frameworks](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C2%20Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Ch3%20Hyperparameter%20tuning%2C%20Batch%20Normalization%20and%20Programming%20Frameworks/Hyperparameter%20tuning%2C%20Batch%20Normalization%20and%20Programming%20Frameworks.pdf)
    - 测验
        - [Week 1 Quiz - Practical aspects of deep learning](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C2%20Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Ch1%20Practical%20aspects%20of%20Deep%20Learning/Week%201%20Quiz%20-%20Practical%20aspects%20of%20deep%20learning.md)
        - [Week 2 Quiz - Optimization algorithms](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C2%20Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Ch2%20Optimization%20algorithms/Week%202%20Quiz%20-%20Optimization%20algorithms.md)
        - [Week 3 Quiz - Hyperparameter tuning, Batch Normalization, Programming Frameworks](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C2%20Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Ch3%20Hyperparameter%20tuning%2C%20Batch%20Normalization%20and%20Programming%20Frameworks/Week%203%20Quiz%20-%20Hyperparameter%20tuning%2C%20Batch%20Normalization%2C%20Programming%20Frameworks.md)
    - 作业
        - [1. Initialization](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C2%20Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Ch1%20Practical%20aspects%20of%20Deep%20Learning/Initialization.ipynb)
        - [2. Gradient Checking](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C2%20Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Ch1%20Practical%20aspects%20of%20Deep%20Learning/Gradient%20Checking.ipynb)
        - [3. Regularization](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C2%20Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Ch1%20Practical%20aspects%20of%20Deep%20Learning/Regularization.ipynb)
        - [4. Optimization methods](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C2%20Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Ch2%20Optimization%20algorithms/Optimization%20methods.ipynb)
        - [5. Tensorflow Tutorial](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C2%20Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Ch3%20Hyperparameter%20tuning%2C%20Batch%20Normalization%20and%20Programming%20Frameworks/Tensorflow%20Tutorial.ipynb)
    - [知识点小结](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C2%20Improving%20Deep%20Neural%20Networks%20Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/README.md)
- Course 3: Structuring Machine Learning Projects
    - 课件
        - [1. ML Strategy_1](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C3%20Structuring%20Machine%20Learning%20Projects/Ch1%20ML%20Strategy_1/ML%20Strategy_1.pdf)
        - [2. ML Strategy_2](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C3%20Structuring%20Machine%20Learning%20Projects/Ch2%20ML%20Strategy_2/ML%20Strategy_2.pdf)
    - 测验
        - [Week 1 Quiz - Bird recognition in the city of Peacetopia (case study)](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C3%20Structuring%20Machine%20Learning%20Projects/Ch1%20ML%20Strategy_1/Week%201%20Quiz%20-%20Bird%20recognition%20in%20the%20city%20of%20Peacetopia%20(case%20study).md)
        - [Week 2 Quiz - Autonomous driving (case study)](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C3%20Structuring%20Machine%20Learning%20Projects/Ch2%20ML%20Strategy_2/Week%202%20Quiz%20-%20Autonomous%20driving%20(case%20study).md)
    - 作业
    - [知识点小结](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C3%20Structuring%20Machine%20Learning%20Projects/README.md)
- Course 4: Convolutional Neural Networks
    - 课件
        - [1. Foundations of Convolutional Neural Networks](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C4%20Convolutional%20Neural%20Networks/Ch1%20Foundations%20of%20Convolutional%20Neural%20Networks/Foundations%20of%20Convolutional%20Neural%20Networks.pdf)
        - [2. Deep convolutional models case studies](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C4%20Convolutional%20Neural%20Networks/Ch2%20Deep%20convolutional%20models%20case%20studies/Deep%20convolutional%20models%20%20case%20studies.pdf)
        - [3. Object detection](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C4%20Convolutional%20Neural%20Networks/Ch3%20Object%20detection/Object%20detection.pdf)
        - [4. Special applications Face recognition & Neural style transfer](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C4%20Convolutional%20Neural%20Networks/Ch4%20Special%20applications%20Face%20recognition%20%26%20Neural%20style%20transfer/Special%20applications%20Face%20recognition%20%26%20Neural%20style%20transfer.pdf)
    - 测验
    - 作业
        - [1. Convolution model Step by Step](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C4%20Convolutional%20Neural%20Networks/Ch1%20Foundations%20of%20Convolutional%20Neural%20Networks/Convolution%20model%20Step%20by%20Step.ipynb)
        - [2. Convolution model Application](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C4%20Convolutional%20Neural%20Networks/Ch1%20Foundations%20of%20Convolutional%20Neural%20Networks/Convolution%20model%20Application.ipynb)
        - [3. Keras Tutorial Happy House](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C4%20Convolutional%20Neural%20Networks/Ch2%20Deep%20convolutional%20models%20case%20studies/Keras%20Tutorial%20Happy%20House.ipynb)
        - [4. Residual Networks](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C4%20Convolutional%20Neural%20Networks/Ch2%20Deep%20convolutional%20models%20case%20studies/Residual%20Networks.ipynb)
        - [5. Autonomous driving application Car detection](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C4%20Convolutional%20Neural%20Networks/Ch3%20Object%20detection/Autonomous%20driving%20application%20Car%20detection.ipynb)
        - [6. Face Recognition for the Happy House](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C4%20Convolutional%20Neural%20Networks/Ch4%20Special%20applications%20Face%20recognition%20%26%20Neural%20style%20transfer/Face%20Recognition%20for%20the%20Happy%20House.ipynb)
        - [7. Art Generation with Neural Style Transfer](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C4%20Convolutional%20Neural%20Networks/Ch4%20Special%20applications%20Face%20recognition%20%26%20Neural%20style%20transfer/Art%20Generation%20with%20Neural%20Style%20Transfer.ipynb)
    - [知识点小结](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C4%20Convolutional%20Neural%20Networks/README.md)
- Course 5: Sequence Models
    - 课件
        - [1. Recurrent Neural Networks](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C5%20Sequence%20Models/Ch1%20Recurrent%20Neural%20Networks/Recurrent%20Neural%20Networks.pdf)
        - [2. Natural Language Processing & Word Embeddings](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C5%20Sequence%20Models/Ch2%20Natural%20Language%20Processing%20%26%20Word%20Embeddings/Natural%20Language%20Processing%20%26%20Word%20Embeddings.pdf)
        - [3. Sequence models & Attention mechanism](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C5%20Sequence%20Models/Ch3%20Sequence%20models%20%26%20Attention%20mechanism/Sequence%20models%20%26%20Attention%20mechanism.pdf)
    - 测验
    - 作业
        - [1. Building a Recurrent Neural Network Step by Step](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C5%20Sequence%20Models/Ch1%20Recurrent%20Neural%20Networks/Building%20a%20Recurrent%20Neural%20Network%20Step%20by%20Step.ipynb)
        - [2. Dinosaurus Island Character level language model final](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C5%20Sequence%20Models/Ch1%20Recurrent%20Neural%20Networks/Dinosaurus%20Island%20Character%20level%20language%20model%20final.ipynb)
        - [3. Improvise a Jazz Solo with an LSTM Network](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C5%20Sequence%20Models/Ch1%20Recurrent%20Neural%20Networks/Improvise%20a%20Jazz%20Solo%20with%20an%20LSTM%20Network.ipynb)
        - [4. Emojify](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C5%20Sequence%20Models/Ch2%20Natural%20Language%20Processing%20%26%20Word%20Embeddings/Emojify.ipynb)
        - [5. Operations on word vectors](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C5%20Sequence%20Models/Ch2%20Natural%20Language%20Processing%20%26%20Word%20Embeddings/Operations%20on%20word%20vectors.ipynb)
        - [6. Neural machine translation with attention](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C5%20Sequence%20Models/Ch3%20Sequence%20models%20%26%20Attention%20mechanism/Neural%20machine%20translation%20with%20attention.ipynb)
        - [7. Trigger word detection](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C5%20Sequence%20Models/Ch3%20Sequence%20models%20%26%20Attention%20mechanism/Trigger%20word%20detection.ipynb)
    - [知识点小结](https://github.com/z-h-u-j-u-n/Coursera-Deep-Learning-Specialization/blob/master/C5%20Sequence%20Models/README.md)
    
## 里程碑
**2018.12.1完成，yeah！**