Schedule

Event

Date

Description

Course Material
Lecture

09/09/2024
Monday

Introduction
[Slides]
Suggested Readings:
- Lab
- HMST Chapter 1 and Chapter 2
- ML Project check list
- Python tutorial
- Colab tutorial
- Kaggle tutorial
- Video for Colab/Kaggle -1
- Video for Colab/Kaggle -2
- [Recorded video]
Lecture

09/16/2024
Monday

Framing the problem and constructing the dataset
[Slides]
Suggested Readings:
- Lab
- HMST Chapter 1
- Data-centric AI
- Snorkel
- CROWDLAB
- [Recorded video]
Lecture

09/23/2024
Monday

Database and Data Wrangling
[Slides]
Suggested Readings:
- Lab
- HMST Chapter 1
- SQL cheatsheet
- Pandas cheatsheet
- [Recorded video]
Assignment

09/23/2024
Monday

Assignment #1 released!

[Assignment #1]
Lecture

09/30/2024
Monday

Data cleaning and feature engineering
[Slides]
Suggested Readings:
- Lab
- Tour of Data Preparation Techniques for Machine Learning
- Label errors
- HMST Chapter 1
- [Recorded video]
Assignment

09/30/2024
Monday

Midterm Project released!

[Midterm Project]
Lecture

10/07/2024
Monday

Feature selection and extraction
[Slides]
Suggested Readings:
- Lab
- How to Choose a Feature Selection Method For Machine Learning
- HMST Chapter 8, 9
- [Recorded video]
Due

10/13/2024 23:59
Sunday

Assignment #1 due
Lecture

10/14/2024
Monday

Explainable AI
[Slides]
Suggested Readings:
Assignment

10/14/2024
Monday

Assignment #2 released!

[Assignment #2]
Lecture

10/21/2024
Monday

Model Serving
[Slides]
Suggested Readings:
- Lab
- HMST Chpater 19
- [Recorded video]
Lecture

10/28/2024
Monday

Midterm presentation
[Order of Group Presentations]

Suggested Readings:
Lecture

11/03/2024
Sunday

The deep learning journey
[Slides]
Suggested Readings:
- Lab
- NN Playground
- HMST Chpater 10, 11
- [Recorded video]
Due

11/04/2024 23:59
Monday

Midterm Project due
Due

11/10/2024 23:59
Sunday

Assignment #2 due
Lecture

11/11/2024
Monday

Image processing with Convolutional Neural Networks
[Slides]
Suggested Readings:
- Lab
- CNN explainer
- Image kernels
- HMST Chpater 14
- [Recorded video]
Assignment

11/11/2024
Monday

Final Project released!

[Final Project]
Lecture

11/18/2024
Monday

Sequence processing using Recurrent Neural Network
[Slides]
Suggested Readings:
- Lab
- Transformer Explainer
- AttentionViz
- BertViz
- HMST Chpater 15, 16
- [Recorded video]
Assignment

11/18/2024
Monday

Assignment #3 released!

[Assignment #3]
Due

12/08/2024 23:59
Sunday

Assignment #3 due
Exam

12/09/2024 11:40
Monday

Student Evaluation questionnaire

[Notice]
Due

12/15/2024 23:59
Sunday

Final Project due