Neural Networks and Deep learning 学习笔记 1.0 Introduction to deep learning

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

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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

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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