Be able to explain the major trends driving the rise of deep learning, and understand where and how it is applied today.
能够解释驱动深度学习发展的主要趋势
理解它能应用在哪儿,如何应用的
学习目标
- Understand the major trends driving the rise of deep learning.
- 理解推动深度学习发展的主要趋势
- Be able to explain how deep learning is applied to supervised learning.
- 解释深度学习如何应用到监督学习中
- Understand what are the major categories of models (such as CNNs and RNNs), and when they should be applied.
- 理解模型的主要分类(CNNs和RNNs),以及应用场合
- Be able to recognize the basics of when deep learning will (or will not) work well.
- 识别深度学习是否有效的基础
Welcome to the Deep Learning Specialization
- Welcome
Introduction to Deep Learning
- What is a neural network?
- 什么是神经网络?
- Supervised Learning with Neural Networks
- 神经网络的监督学习
- Why is Deep Learning taking off?
- 为什么深度学习发展了
- About this Course
- Frequently Asked Questions
- Course Resources
- How to use Discussion Forums
Practice questions
- Introduction to deep learning
Heros of Deep Learning (Optional)
- Geoffrey Hinton interview