What to eat for lunch?
What to dress?
What is this picture?
What is this number?
What would be the grade if I study 4 hours?
Machine needs lots of training
Predict (test) with trained
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