Description
| The goal of this course is to introduce ideas and principles behind artificial intelligence. We will teach the structure of DNN/CNN/LSTM neural network structure and learning methods, and implement artificial intelligence in cloud or non-cloud platforms.
The course content includes:
1.Ideas and principles of artificial intelligence
2.DNN and deep learning
3.DNN example: 5G wireless resource allocation
4.CNN
5.RNN/LSTM
6.LSTM example: 5G Polar code decoder and Federated Learning
7.Attention neural network
8.CNN and attention example: video scene boundary detection
9.Learning methods: supervised, unsupervised, reinforcement
10.Amazon cloud platform
11.Amazon DeepLens
12.Amazon Alexsa
13.Project implementation
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