chinaphilip/Deep-Learning

深度学习实战

Deep-Learning

参考【深度学习实战】、【Tensorflow技术解析与实战】。数据集：Datasets

• CNN
  • AlexNet
• Deep Auto-Encoder
  • Auto-Encoder
  • Variational Auto-Encoder (VAE)
• Deep Sequential Model
• GAN: Generative Adversarial Network
  • DCGAN
  • ACGAN
• Deep Style Transfer

Lectures

• Artificial Intelligence
  • CS221: Artificial Intelligence: Principles and Techniques
• Deep Learning
  • 11-485/785 Introduction to Deep Learning Fall 2018
  • CS231n Convolutional Neural Networks for Visual Recognition
  • CSC321 Winter 2014 - Calendar
  • A Taste of Deep Learning
• Reinforcement Learning
  • CS 294 Deep Reinforcement Learning, Fall 2017
• Machine Learning
  • CPSC 540 - Machine Learning (January-April, 2018)
  • CS546 Machine Learning in NLP (Spring 2018)
  • CS229: Machine Learning Autumn 2018
• Online Learning
  • CSE599s: Online Learning
• Computer Vision
  • CSCI 1430: Introduction to Computer Vision
  • CS381V: Visual Recognition, Fall 2017
• Convex Optimization
  • EE364a: Convex Optimization I