Chapter 11
Improving AI with Deep Learning
IN THIS CHAPTER
Beginning with the limited perceptron
Getting the building blocks of neural network and backpropagation
Perceiving and detecting objects in images using convolutions
Using sequences and catching them with RNNs
Discovering the creative side of AI thanks to GANs
Newspapers, business magazines, social networks, and nontechnical websites are all saying the same thing: AI is cool stuff and it’s going to revolutionize the world because of deep learning. AI is a far larger field than machine learning, and deep learning is just a small part of machine learning.
It’s important to distinguish hype used to lure investors and show what this technology can actually do, which is the overall purpose of this chapter. The article at https://blogs.nvidia.com/blog/2016/07/29/whats-difference-artificial-intelligence-machine-learning-deep-learning-ai/ contains a useful comparison of the roles of the three methods of manipulating data (AI, machine ...
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