coursera-deep-learning
所属分类:人工智能/神经网络/深度学习
开发工具:Jupyter Notebook
文件大小:8118KB
下载次数:0
上传日期:2021-02-06 11:23:04
上 传 者:
sh-1993
说明: coursera深度学习,所有测验和所有编程作业的解决方案!!!
(coursera-deep-learning,Solutions to all quiz and all the programming assignments!!!)
文件列表:
.DS_Store (6148, 2021-02-06)
Convolutional Neural Networks (0, 2021-02-06)
Convolutional Neural Networks\Car detection for Autonomous Driving (0, 2021-02-06)
Convolutional Neural Networks\Car detection for Autonomous Driving\Autonomous+driving+application+-+Car+detection+-+v3.ipynb (69649, 2021-02-06)
Convolutional Neural Networks\Car detection for Autonomous Driving\yad2k (0, 2021-02-06)
Convolutional Neural Networks\Car detection for Autonomous Driving\yad2k\models (0, 2021-02-06)
Convolutional Neural Networks\Car detection for Autonomous Driving\yad2k\models\keras_darknet19.py (2388, 2021-02-06)
Convolutional Neural Networks\Car detection for Autonomous Driving\yad2k\models\keras_yolo.py (16614, 2021-02-06)
Convolutional Neural Networks\Car detection for Autonomous Driving\yad2k\utils (0, 2021-02-06)
Convolutional Neural Networks\Car detection for Autonomous Driving\yad2k\utils\__init__.py (21, 2021-02-06)
Convolutional Neural Networks\Car detection for Autonomous Driving\yad2k\utils\utils.py (473, 2021-02-06)
Convolutional Neural Networks\Car detection for Autonomous Driving\yolo_utils.py (3218, 2021-02-06)
Convolutional Neural Networks\Convolutional Model- step by step (0, 2021-02-06)
Convolutional Neural Networks\Convolutional Model- step by step\Convolution+model+-+Application+-+v1.ipynb (55146, 2021-02-06)
Convolutional Neural Networks\Convolutional Model- step by step\Convolution+model+-+Step+by+Step+-+v2.ipynb (58078, 2021-02-06)
Convolutional Neural Networks\Convolutional Model- step by step\cnn_utils.py (5635, 2021-02-06)
Convolutional Neural Networks\Face Recognition (0, 2021-02-06)
Convolutional Neural Networks\Face Recognition\Face+Recognition+for+the+Happy+House+-+v3.ipynb (31566, 2021-02-06)
Convolutional Neural Networks\Face Recognition\fr_utils.py (8484, 2021-02-06)
Convolutional Neural Networks\Face Recognition\inception_blocks_v2.py (11287, 2021-02-06)
Convolutional Neural Networks\Neural Style Transfer (0, 2021-02-06)
Convolutional Neural Networks\Neural Style Transfer\Art+Generation+with+Neural+Style+Transfer+-+v2.ipynb (769692, 2021-02-06)
Convolutional Neural Networks\Neural Style Transfer\nst_utils.py (6716, 2021-02-06)
Convolutional Neural Networks\ResNets (0, 2021-02-06)
Convolutional Neural Networks\ResNets\Residual+Networks+-+v2.ipynb (48373, 2021-02-06)
Convolutional Neural Networks\ResNets\resnets_utils.py (4723, 2021-02-06)
Convolutional Neural Networks\week1 quiz.md (2801, 2021-02-06)
Convolutional Neural Networks\week2 quiz.md (3993, 2021-02-06)
Convolutional Neural Networks\week3 quiz.md (2979, 2021-02-06)
Convolutional Neural Networks\week4 quiz.md (2342, 2021-02-06)
... ...
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A series of online courses offered by [deeplearning.ai](https://www.deeplearning.ai/). I would like to say thanks to Prof. [**Andrew Ng**](www.andrewng.org) and his colleagues for spreading knowledge to normal people and great courses sincerely.
### Reminder
-------------------
The reason I would like to create this repository is purely for academic use (in case for my future use). I am really glad if you can use it as a reference and happy to discuss with you about issues related with the course even for further deep learning techniques.
**Please only use it as a reference**. The quiz and assignments are relatively easy to answer, hope you can have fun with the courses.
### 1. Neural Network and Deep Learning
* Week 1
* [Quiz 1](https://github.com/HeroKillerEver/coursera-deep-learning/blob/master/Neural%20Networks%20and%20Deep%20Learning/week1%20quiz.md)
* [Logistic Regression as a Neural Network](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Neural%20Networks%20and%20Deep%20Learning/Logistic%20Regression%20as%20a%20Neural%20Network)
* Week 2
* [Quiz 2](https://github.com/HeroKillerEver/coursera-deep-learning/blob/master/Neural%20Networks%20and%20Deep%20Learning/week2%20quiz.md)
* [Logistic Regression as a Neural Network](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Neural%20Networks%20and%20Deep%20Learning/Logistic%20Regression%20as%20a%20Neural%20Network)
* Week 3
* [Quiz 3](https://github.com/HeroKillerEver/coursera-deep-learning/blob/master/Neural%20Networks%20and%20Deep%20Learning/week3%20quiz.md)
* [Building your Deep Neural Network - Step by Step](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Neural%20Networks%20and%20Deep%20Learning/Building%20your%20Deep%20Neural%20Network%20-%20Step%20by%20Step)
* [Deep Neural Network Application-Image Classification](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Neural%20Networks%20and%20Deep%20Learning/Deep%20Neural%20Network%20Application-Image%20Classification)
### 2. Improving Deep Neural Networks-Hyperparameter tuning, Regularization and Optimization
* Week 1
* [Quiz 1](https://github.com/HeroKillerEver/coursera-deep-learning/blob/master/Improving%20Deep%20Neural%20Networks-Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week1%20quiz.md)
* [Initialization](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Improving%20Deep%20Neural%20Networks-Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Initialization)
* [Regularization](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Improving%20Deep%20Neural%20Networks-Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Regularization)
* [Gradient Checking](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Improving%20Deep%20Neural%20Networks-Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Gradient%20Checking)
* Week 2
* [Quiz 2](https://github.com/HeroKillerEver/coursera-deep-learning/blob/master/Improving%20Deep%20Neural%20Networks-Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week2%20quiz.md)
* [Optimization](https://github.com/HeroKillerEver/coursera-deep-learning/blob/master/Improving%20Deep%20Neural%20Networks-Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Optimization)
* Week 3
* [Quiz 3](https://github.com/HeroKillerEver/coursera-deep-learning/blob/master/Improving%20Deep%20Neural%20Networks-Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/week3%20quiz.md)
* [Tensorflow](https://github.com/HeroKillerEver/coursera-deep-learning/blob/master/Improving%20Deep%20Neural%20Networks-Hyperparameter%20tuning%2C%20Regularization%20and%20Optimization/Tensorflow)
### 3. Structuring Machine Learning Projects
* Week 1
* [Quiz 1](https://github.com/HeroKillerEver/coursera-deep-learning/blob/master/Structuring%20Machine%20Learning%20Projects/week1%20quiz.md)
* Week 2
* [Quiz 2](https://github.com/HeroKillerEver/coursera-deep-learning/blob/master/Structuring%20Machine%20Learning%20Projects/week2%20quiz.md)
### 4. Convolutional Neural Network
* Week 1
* [Quiz 1](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Convolutional%20Neural%20Networks/week1%20quiz.md)
* [Convolutional Model- step by step](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Convolutional%20Neural%20Networks/Convolutional%20Model-%20step%20by%20step)
* Week 2
* [Quiz 2](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Convolutional%20Neural%20Networks/week2%20quiz.md)
* [ResNets](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Convolutional%20Neural%20Networks/ResNets)
* Week 3
* [Quiz 3](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Convolutional%20Neural%20Networks/week3%20quiz.md)
* [Car detection for Autonomous Driving](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Convolutional%20Neural%20Networks/Car%20detection%20for%20Autonomous%20Driving)
* Week 4
* [Quiz 4](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Convolutional%20Neural%20Networks/week4%20quiz.md)
* [Neural Style Transfer](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Convolutional%20Neural%20Networks/Neural%20Style%20Transfer)
* [Face Recognition](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Convolutional%20Neural%20Networks/Face%20Recognition)
### 5. Sequence Models
* Week 1
* [Quiz 1](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Sequence%20Models/week1%20quiz.md)
* [Building a Recurrent Neural Network - Step by Step](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Sequence%20Models/Building%20a%20Recurrent%20Neural%20Network%20-%20Step%20by%20Step)
* [Dinosaur Island -- Character-level language model](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Sequence%20Models/Dinosaur%20Island%20--%20Character-level%20language%20model)
* [Jazz improvisation with LSTM](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Sequence%20Models/Jazz%20improvisation%20with%20LSTM)
* Week 2
* [Quiz 2](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Sequence%20Models/week2%20quiz.md)
* [Word Vector Representation](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Sequence%20Models/Word%20Vector%20Representation)
* [Emojify](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Sequence%20Models/Emojify)
* Week 3
* [Quiz 3](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Sequence%20Models/week3%20quiz.md)
* [Machine Translation](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Sequence%20Models/Machine%20Translation)
* [Trigger Word Detection](https://github.com/HeroKillerEver/coursera-deep-learning/tree/master/Sequence%20Models/Trigger%20word%20detection)
### Author
Haibin Yu/ [@HeroKillerEver](https://github.com/HeroKillerEver)
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