HOME COURSES RESEARCH PUBLICATIONS SOFTWARE PEOPLE

MAHIDOL UNIVERSITY CENTER FOR SCIENTIFIC COMPUTING

SCIP513 Deep Learning


InstructorChaiwoot Boonyasiriwat
Class HoursFriday, 9.00AM - 12.00PM
ClassroomComputer lab (6th floor)
Gradingassignment 60, project 40
Slides

Tentative Course Schedule

Date Topics Assignments
Jan 12, 2024 Python programming
Jan 19, 2024 Introduction to deep learning, data representation, perception, linear regression, gradient descent method
Jan 26, 2024 Least-squares method, stochastic gradient descent, multiple linear regression, polynomial regression
AqSolDB.csv
Feb 2, 2024 Multiple linear regression ( data1.csv, data1.meta, data2.csv, data2.meta, data3.csv, data3.meta, data4.csv, data4.meta)
Feb 9, 2024 Multilayer perceptron (MLP), training MLP
Feb 15, 2024 Image classification (continued)
Dataset: seven_classes.zip
Feb 23, 2024 Transfer learning
Mar 6, 2024 Image segmentation
Dataset: oxford_pets.zip
Mar 8, 2024 Keras utilities, data augmentation, autoencoder
Mar 15, 2024 Tensorflow Tensor and Variable, linear classifier in pure Tensorflow, user-defined layer class
Mar 22, 2024 More examples on classification and regression
Mar 29, 2024 Transfer learning, image segmentation
Apr 5, 2024 Recurrent neural networks (RNNs)
Apr 12, 2024 Variational autoencoder
Apr 19, 2024 Generative adversarial networks (GAN)
Apr 26, 2024 Graph neural networks
TBA Project presentation

References

Copyright © 2013-2024 Mahidol University Center for Scientific Computing. All rights reserved.