Schedule

Event

Date

Description

Course Material
Lecture

02/15/2022
Tuesday

Introduction
[Slides] [Lab] [Colab tutorial]
Suggested Readings:
- HMST Chapter 1 and Chapter 2
- [Recorded video]
Lecture

02/22/2022
Tuesday

Neural network and its training
[Slides] [Lab]
Suggested Readings:
- HMST Chapter 10 and Chapter 11
- [Recorded video for lecture]
- [Recorded video for lab]
Lecture

03/01/2022
Tuesday

Convolutional Neural Networks
[Slides] [Lab]
Suggested Readings:
- HMST Chapter 14
- [Recorded video for lecture]
- [Recorded video for lab (second part)]
Assignment

03/01/2022
Tuesday

Assignment #1 released!

[Assignment #1]
Lecture

03/08/2022
Tuesday

Recurrent Neural Networks
[Slides] [Lab]
Suggested Readings:
- HMST Chapter 15 and Chapter 16
- [Recorded video for lecture]
- [Recorded video for lab]
Lecture

03/15/2022
Tuesday

Representation learning
[Slides] [Lab]
Suggested Readings:
- HMST Chapter 17
- [Recorded video]
Due

03/15/2022 23:59
Tuesday

Assignment #1 due
Assignment

03/21/2022
Monday

Midterm Project released!

[Midterm Project] [Solutions]
Lecture

03/22/2022
Tuesday

Transfer learning
[Slides] [Lab]
Suggested Readings:
- HMST Chapter 11 and Chpater 14
- [mnist-m dataset]
- [Recorded video]
Assignment

03/28/2022
Monday

Assignment #2 released!

[Assignment #2]
Lecture

03/29/2022
Tuesday

Hyperparamter search and meta learning
[Slides] [Lab]
Suggested Readings:
- HMST Chapter 10
- [Recorded video]
Lecture

04/05/2022
Tuesday

Spring break (No class)
Suggested Readings:
- HMST Chapter 13
Lecture

04/12/2022
Tuesday

Midterm Porject (No class)
- Deep learning with Python, Second Edition Chpater 14
Lecture

04/19/2022
Tuesday

Framing the problem and constructing the dataset
[Slides] [Lab]
Suggested Readings:
- HMST Chapter 1
- [Recorded video]
Due

04/19/2022 23:59
Tuesday

Midterm Project due
Lecture

04/26/2022
Tuesday

Database and Data Wrangling
[Slides] [Lab]
Suggested Readings:
- HMST Chapter 1
- [Recorded video]
Due

04/26/2022 23:59
Tuesday

Assignment #2 due
Lecture

05/03/2022
Tuesday

Data cleaning and feature engineering
[Slides] [Lab]
Suggested Readings:
- HMST Chapter 1
- [dataset for lab]
- [Recorded video]
Assignment

05/03/2022
Tuesday

Final Project released!

[Final Project]
Assignment

05/09/2022
Monday

Assignment #3 released!

[Assignment #3]
Lecture

05/10/2022
Tuesday

Dimensional reduction and clustering
[Slides] [Lab]
Suggested Readings:
- HMST Chapter 8,9
- [dataset for lab]
- [Recorded video]
Lecture

05/17/2022
Tuesday

Explainable AI
[Slides] [Lab]
Suggested Readings:
Assignment

05/23/2022
Monday

Assignment #4 released!

[Assignment #4]
Lecture

05/24/2022
Tuesday

Model serving
[Slides] [Lab]
Suggested Readings:
- HMST Chapter 1, 19
- [Recorded video]
Due

05/24/2022 23:59
Tuesday

Assignment #3 due
Lecture

05/31/2022
Tuesday

Gradient boosting and ensemble learning
[Slides] [Lab]
Suggested Readings:
- HMST Chapter 6, 7
- [dataset for lab]
- [Recorded video]
Lecture

06/07/2022
Tuesday

Final Project Presentation I

Suggested Readings:
Lecture

06/14/2022
Tuesday

Final Project Presentation II

Suggested Readings:
Due

06/14/2022 23:59
Tuesday

Final Project due
Due

06/14/2022 23:59
Tuesday

Assignment #4 due