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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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---
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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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+
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+ ## Intro to Deep Learning
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+
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+ #### Supervised Learning
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+
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+ #### Network Architectures
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+
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+ * Standard NN
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+ * Convolutional NN
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+ * Recurrent NN
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+
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+
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+ ## Logistic Regression as a Neural Net
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+
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+ #### Binary Classification
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+ ## Shallow Neural Nets
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+
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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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+
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+ #### Classic ML
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+
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+ #### Deep Learning
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+ ## Regularization preventing overfitting
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+ ## Optimizing Training
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+
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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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