Week 10: CNN in your research

Announcements

  • Lab 9 is due 03/29 by 23:59 EST.

  • Final Paper is due 05/10 by 23:59 EST.

  • Lab 10 will be available Wednesday, 03/30. It is a team assignment.

  • Lectures and labs this week are In Person, office hours are via ZOOM.

  • Lectures video recordings are in our shared Google folder.

  • Class participation, EdSTEM, Figma, and the Group 1 of The six groups for lecture notes.

  • 1_wk_7_and_10, ayahia1, gbriggs1, ehapgoo1, imcdiar1, atuvshi1

  • Abdel, George, Emily, Ian, Anar

  • (Back to Course Index Page)

Week 10 Topics

  • CNN

  • Related Paper

  • Related Course

  • Related Math

  • Related Code

Monday

CNN Related Concepts:

  • Neural Networks

  • Back-propagation

  • Gradient Descent

  • Convolution

  • Layers

  • Pooling

  • Fully-Connected

  • ReLU (Rectified Linear Unit)

  • Loss (layer, funciton)

  • Hyperparameters

  • Applications

    1. Image recognition

    2. Video analysis

    3. self-driving cars

    4. Natural language processing

    5. Time series forecasting

    6. Drug discovery

    7. Health risk assessment and biomarkers

    8. Brain-Computer Interfaces

    9. Other new applications pop-up each year …​

  • Visual Cortex

    1. How does the brain interprets images?

  • Citations

    1. Hubel & Wiesel 1962

    2. LeCun 1989, 1998

Wednesday

CNN Student Presentations

  • What’s your understandings of CNN?

CS Courses with Video

Swarthmore Courses

HCI International 2022

Next Lab

  • What’s your understandings of CNN?

  • HCII 2022 submission preparation.

Friday

More Presentations

  • What’s your understandings of CNN?

Sub-track of Conferences

Guest Speaker

  • Professor Ameet Soni

  • Past Courses

  • CPSC 66 - Machine Learning (Spring 2021,Fall 2017)

  • Research Interests: Machine Learning and Biomedical Applications

  • 2017 Faculty Lecture for an overview of his research.

  • Panel: Teaching AI Ethics

  • Sheila McIlraith, Emanuelle Burton, Ameet Soni, Trystan Goetze