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_posts/2016-10-18-Xcode-Debug-大全.md

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catalog: true
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tags:
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- iOS
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- 开发技巧
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- Debug
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- Tips
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_posts/2018-03-12-Deep-Learning.md

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---
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layout: post
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author: Pitt
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catalog: true
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title: Deep Learning
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subtitle: 深度学习专项课程信息图
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date: 2018-03-12
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header-img: img/post-bg-30.jpg
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tags:
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- 2018.03
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- ABC
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- AI
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---
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## Intro to Deep Learning
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#### Supervised Learning
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#### Network Architectures
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* Standard NN
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* Convolutional NN
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* Recurrent NN
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## Logistic Regression as a Neural Net
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#### Binary Classification
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## Shallow Neural Nets
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#### 2 Layers Neural Net
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## Deep Neural Nets
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## Setting Up your ML App
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#### Classic ML
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#### Deep Learning
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## Regularization preventing overfitting
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## Optimizing Training
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#### Normalizing Inputs
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#### Dealing with vanishing / exploding gradients
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#### Gradient Checking
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## Optimization Algorithms
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## Hyperparams Tuning
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## Structuring your ML Projects
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## Error analysis
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## Train vs Dev/Test Mismatch
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## Extended Learning
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## Convolution Fundamentals
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## Classic Conv. Nets
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## Special Networks
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## Practical Advice
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Use open source implementations
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## Detection Algorithms
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## Face Recognition
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## Neural Style Transfer
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## Recurrent Neural Networks
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## More on RNNs
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## NLP - Word Embeddings
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## Sequence to Sequence
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**End**

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