时光如梭，毕业后的三年时光一晃而过。忙碌的社会和家庭生活让我迅速从一个学生转变成了一个社会人。今天阳光大好，早晨在公园散步的时候，时光彷佛静止了下来，是时候来记录和思考一下人生了。

Learning Objectives

• PixelRNN & PixelCNN
• GANs: Generative Adversarial Networks
• VAEs: Variational Autoencoders

Learning Objectives

• Semi-Supervised Learning
• Few-Shot Learning
• Unsupervised and Self-Supervised Learning

Learning Objectives

• Reinforcement Learning
• Markov Decision Processes
• Algorithms for solving MDPs
• DQN: Deep Q-Learning
• Policy Gradients, Actor Critic

Learning Objectives

• Various sequence to sequence architectures
• Speech recognition - Audio data

Learning Objectives

• Introduction to Word Embeddings
• Learning Word Embeddings: Word2vec & GloVe
• Applications using Word Embeddings

Learning Objectives

• Why sequence models
• Notation
• Recurrent neural network model
• Language model and sequence generation
• Vanishing gradients with RNNs
• Gated Recurrent Unit (GRU)
• Long Short Term Momory (LSTM)
• Bidirectional RNN
• Deep RNNs

Learning Objectives

• Visualization of Neural Networks
• Gradient-Based Visualizations
• Optimizing the Input Images
• Testing Robustness
• Style Transfer

Learning Objectives

• Backwards Pass
• Convolution Gradients
• Simple Convolutional Neural Networks
• Advanced Convolutional Networks
• Transfer Learning & Generalization

Learning Objectives

• Convolutional Neural Networks
• Convolution Layers
• Input & Output Sizes
• Pooling Layers