Week 9: Convolutional neural network (CNN)

Announcements

  • Lab 8 is due 03/22 by 23:59 EST.

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

  • Lab 9 will be available Wednesday, 03/23. 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 3 of The six groups for lecture notes.

Week 9 Topics

  • CNN

  • Literature Review

  • Related Math

  • Related Code

Monday

CS Courses with Video

  • CS Video Courses

  • Recommendation

  • Deep Learning

    1. Week 1 – Lecture: History, motivation, and evolution of Deep Learning

    2. Week 2 – Lecture: Stochastic gradient descent and backpropagation

    3. Week 2 – Practicum: Training a neural network

    4. Week 3 – Lecture: Convolutional neural networks

    5. Slides and Code

Flipped classroom

PyTorch

Code Examples

Paper Examples

Wednesday

Next Lab

  • CNN

More CNN

  • Deep Learning

    1. Week 2 – Lecture: Stochastic gradient descent and backpropagation

    2. Week 2 – Practicum: Training a neural network

    3. Week 3 – Lecture: Convolutional neural networks

Writing Resources

Friday

CNN Papers with Code