https://github.com/changwookjun/cs20

CS20 (Tensorflow) 정리
https://github.com/changwookjun/cs20

cs20 deep-learning ipynb tensorflow

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CS20 (Tensorflow) 정리

• Host: GitHub
• URL: https://github.com/changwookjun/cs20
• Owner: changwookjun
• Created: 2018-06-22T08:27:55.000Z (almost 7 years ago)
• Default Branch: master
• Last Pushed: 2018-10-24T07:29:43.000Z (over 6 years ago)
• Last Synced: 2025-05-07T20:03:40.296Z (11 days ago)
• Topics: cs20, deep-learning, ipynb, tensorflow
• Language: Jupyter Notebook
• Homepage:
• Size: 48 MB
• Stars: 12
• Watchers: 1
• Forks: 9
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# CS20 TensorFlow 정리

Stanford TensorFlow Tutorials 정리  

This repository contains code Examples for the course CS20 (TensorFlow for Deep Learning Research)  

Python 3.6 / Tensorflow 1.8  

* [CS20: Tensorflow for Deep Learning Research](http://web.stanford.edu/class/cs20si/syllabus.html) 

* [CS20: GitHub](https://github.com/chiphuyen/stanford-tensorflow-tutorials) 

  

### 01.Overview of Tensorflow    

  * [01 _ Lecture slide _ Overview of Tensorflow.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/01%20_%20Lecture%20slide%20_%20Overview%20of%20Tensorflow.pdf)  

  * [01.Overview of Tensorflow.ipynb](https://github.com/thezili-changwook/CS20/blob/master/01.Overview%20of%20Tensorflow.ipynb)    

  

### 02.TensorFlow Operations   

  * [02_Lecture slide_TensorFlow Operations.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/02_Lecture%20slide_TensorFlow%20Operations.pdf)  

  * [02.TensorFlow Ops.ipynb](https://github.com/thezili-changwook/CS20/blob/master/02.TensorFlow%20Ops.ipynb)   

  

### 03.Basic Models in TensorFlow    

  * [03 _ Lecture slide _ Basic Models in TensorFlow.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/03%20_%20Lecture%20slide%20_%20Basic%20Models%20in%20TensorFlow.pdf)  

  * [03.01 Basic Models in TensorFlow (Linear Regression + Data + MSE).ipynb](https://github.com/changwookjun/CS20/blob/master/03.01%20Basic%20Models%20in%20TensorFlow%20(Linear%20Regression%20%2B%20Data%20%2B%20MSE).ipynb) 

  * [03.02 Basic Models in TensorFlow (Linear Regression + placeholder + MSE) .ipynb](https://github.com/changwookjun/CS20/blob/master/03.01%20Basic%20Models%20in%20TensorFlow%20(Linear%20Regression%20%2B%20Data%20%2B%20MSE).ipynb)  

  * [03.03 Basic Models in TensorFlow (Logistic Regression + Data + CE) .ipynb](https://github.com/changwookjun/CS20/blob/master/03.03%20Basic%20Models%20in%20TensorFlow%20(Logistic%20Regression%20%2B%20Data%20%2B%20CE)%20.ipynb)  

  * [03.04 Basic Models in TensorFlow (Logistic Regression + placehold + CE) .ipynb](https://github.com/changwookjun/CS20/blob/master/03.04%20Basic%20Models%20in%20TensorFlow%20(Logistic%20Regression%20%2B%20placehold%20%2B%20CE)%20.ipynb)  

  

### 04.Eager Execution + word2vec   

  * [04 Eager Execution + word2vec.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/04%20Eager%20Execution%20%2B%20word2vec.pdf)  

  * [04.01 Eager execution.ipynb](https://github.com/changwookjun/CS20/blob/master/04.01%20Eager%20execution.ipynb) 

  * [04.02 Eager execution (Linear Regression).ipynb](https://github.com/changwookjun/CS20/blob/master/04.02%20Eager%20execution%20(Linear%20Regression).ipynb)  

  * [04.03 Eager execution (Word2Vec).ipynb](https://github.com/changwookjun/CS20/blob/master/04.03%20Eager%20execution%20(Word2Vec).ipynb)  

  * [04.04 Eager execution (Word2Vec Visualize).ipynb](https://github.com/changwookjun/CS20/blob/master/04.04%20Eager%20execution%20(Word2Vec%20Visualize).ipynb)  

### 05.Managing your experiment  

  * [05_Slide_Managing your experiment.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/05_Slide_Managing%20your%20experiment.pdf)  

  * [05.01 Manage Experiments.ipynb](https://github.com/changwookjun/CS20/blob/master/05.01%20Manage%20Experiments.ipynb) 

  * [05.02 Manage Experiments (Variable Sharing).ipynb](https://github.com/changwookjun/CS20/blob/master/05.02%20Manage%20Experiments%20(Variable%20Sharing).ipynb)  

  * [05.03 Manage Experiments.ipynb](https://github.com/changwookjun/CS20/blob/master/05.03%20Manage%20Experiments.ipynb)  

  * [05.04 Manage Experiments (Control Randomization).ipynb](https://github.com/changwookjun/CS20/blob/master/05.04%20Manage%20Experiments%20(Control%20Randomization).ipynb)  

  

  

### 06.Introduction to Computer Vision and convolutional network  

  * [06_Introduction to Computer Vision and convolutional network.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/06_Introduction%20to%20Computer%20Vision%20and%20convolutional%20network.pdf)  

  * [06. Introduction to convnets.ipynb](https://github.com/changwookjun/CS20/blob/master/06.%20Introduction%20to%20convnets.ipynb)

  

### 07.Covnets in TensorFlow    

  * [07 _ Covnets in TensorFlow.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/07%20_%20Covnets%20in%20TensorFlow.pdf)  

  

### 08.Style transfer    

  * [08_Style transfer.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/08_Style%20transfer.pdf)  

  

### 10.Lecture_Slides_VAE in TensorFlow    

  * [10_Lecture_Slides_VAE in TensorFlow.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/10_Lecture_Slides_VAE%20in%20TensorFlow.pdf)  

  

### 11.Introduction to RNNs    

  * [11 _ Slides _ Introduction to RNNs.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/11%20_%20Slides%20_%20Introduction%20to%20RNNs.pdf)  

  

### 12.Machine Translation    

  * [12_Slides_Machine Translation.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/12_Slides_Machine%20Translation.pdf)  

  

### 14.A TensorFlow Chatbot    

  * [14_Slides_A TensorFlow Chatbot.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/14_Slides_A%20TensorFlow%20Chatbot.pdf)  

  

### 16.Tensor2Tensor    

  * [16_Slides_Tensor2Tensor.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/16_Slides_Tensor2Tensor.pdf)  

  

### 17.Introduction to Reinforcement Learning and Policy-Gradients with Tensor-Flow    

  * [CS20_intro_to_RL.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/CS20_intro_to_RL.pdf)  

  

### 18.Introduction to Keras    

  * [march9guestlecture.pdf](https://github.com/thezili-changwook/StudyBook/blob/master/DeepLearningBooks/CS%2020_Tensorflow%20for%20Deep%20Learning%20Research/march9guestlecture.pdf)  

  

# Author

ChangWookJun / @changwookjun ([email protected])