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14.What is Human Intelligence? What to eat for lunch? Information

15.for your comments! Kyung Mo Kweon JooSung Yoon jungho choi 나로 Junmo An Hwanhee Kim Stephen Lai SEN GmbH Karthick P Kabjin Kwon Zhou He Mat Kelcey ... ...

16.Deep Learning by Ian Goodfellow , Yoshua Bengio , Aaron Courville Why We Care as Developer?

17.More Pythonic (imperative) Flexible Intuitive and cleaner code Easy to debug More Neural Networkic Write code as the network works forward/backward Why

18.Rule based VS representation learning

19.Topics Linear , Logistic, softmax models DNN: Deep Neural Net CNN: Convolutional Neural Net RNN: Recurrent Neural Net Write everything in PyTorch

20.What is ML?

21.Machine Learning Predict (test) with trained model Trained model

22.Machine Learning What would be the grade if I study 4 hours? ? points information Prediction 4 hours

23.Machine Learning What to dress? Information Infer

24.What is Human Intelligence? What is this picture? Image information CAT Prediction

25.Machine Learning What would be the grade if I study 4 hours? ? points Training dataset Prediction 4 hours Hours (x) Points (y) 1 2 2 4 3 6 4 ? Test dataset