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MAHIDOL UNIVERSITY CENTER FOR SCIENTIFIC COMPUTING

Deep Learning


InstructorChaiwoot Boonyasiriwat
Class HoursFriday, 1.00PM - 4.00PM
GradingHomework assignment 45%, In-class assignments 15%, Project 40%
Online LearningJoin online class via WebEx

Tentative Course Schedule

Date Topics Video In-class Assignments Homework Assignments
Jan 15, 2021 Python: syntax, comments, variables, data types, numbers, casting, strings, booleans, operators, lists, tuples, sets, dictionaries, if-else, while, for, functions, lambda function, class, constructor, inheritance View
Jan 22, 2021 Python: iterators, modules, math module, PIP, exception handling (try, except, finally), user input, NumPy, Pandas, Matplotlib, SciPy
Code: introduction_to_python.ipynb
View
Jan 29, 2021 Introduction to machine learning, feed-forward neural networks (FNN), training FNN, automatic differentiation
Slide: 01_machine_learning.pdf
Code: regression1d.ipynb
Part 1, Part 2 Homework 1
Submit HW1
Feb 5, 2021 Neural networks, introduction to Keras and TensorFlow
Slide: 02_neural_networks.pdf, 03_tensorflow_keras.pdf
View
Feb 12, 2021 No class
Feb 19, 2021 Gradient descent methods View
Feb 26, 2021 No class
Mar 5, 2021 Convolutional neural networks (CNN)
Mar 12, 2021 Image classification using CNN

Images: Download

Submit IC2
Mar 19, 2021 No class
Mar 26, 2021

Learning rate schedules, weight initializers, autoencoder

Lab: speech recognition (sound_recording.ipynb), autoencoder

View Submit IC3
Apr 2, 2021 Variational autoencoder
Apr 9, 2021 Generative adversarial networks (GAN) View
Apr 16, 2021 Recurrent neural networks (RNNs), long short-term memory (LSTM), gated recurrent unit (GRU), embedding projector
Lab: Time series prediction, Word embbedding
View Submit IC4
Apr 23, 2021 Reinforcement learning

faces.zip

Apr 30, 2021 TBA
May 7, 2021 TBA
May 19, 2021 Project presentation Submit Project

References

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