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General schedule

2025 course will run: July 7 - 25, 2025

Course overview

  • Week 1

    • Mon, July 7: Basics and Pytorch
    • Tue, July 8: Linear Deep Learning
    • Wed, July 9: Multilayer Perceptrons
    • Thu, July 10: Projects day
    • Fri, July 11: Optimization

  • Week 2

    • Mon, July 14: Regularization
    • Tue, July 15: Convnets and DL Thinking 1
    • Wed, July 16: Modern Convnets
    • Thu, July 17: Generative models (VAEs and Diffusion models)
    • Fri, July 18: Attention and Transformers

  • Week 3: Advanced concepts

    • Mon, July 21: Time Series and Natural Language Processing
    • Tue, July 22: DL Thinking 2 & Half Projects Day (Abstract Writing)
    • Wed, July 23: Unsupervised and Self-supervised learning
    • Thu, July 24: Basic Reinforcement Learning
    • Fri, July 25: Reinforcement Learning for Games & DL Thinking 3

Daily coursework schedule

2025 course schedule coming soon. Below is the 2024 course schedule.

General schedule

All days (except W1D4, W3D2, and W3D5) will follow this schedule for course time:

Time (Hour) Component
0:00-0:15* Pod discussion I
0:15-1:45 Tutorials I
1:45-2:45 Big break
2:45-4:15 Tutorials II
4:15-4:25 Pod discussion II
4:25-4:30 Reflections & content checks

* : Note that the synchronous coursework session starts at 0:00 with the first pod discussion.

Project time

In addition to course time, each day will have 3 hours of project time. Check the time slot widget to see when project time is scheduled for your slot.

Note: Slots 1, 3, and 4 will not have project time on W1D1.

Schedule of specific days

W1D4: Project Day (Project Proposals)

On this day, we will have a day dedicated to projects!

Time (Hour) Component
0:00-EOD* Project Work

* : You will spend both the standard coursework and projects time on projects today. See https://deeplearning.neuromatch.io/projects/docs/project_guidance.html#w1d4-projects-day for more information about the goals of this day.

W3D2: DL Thinking 2 & Half Project Day

Time (Hour) Component
0:00-0:15 Pod Discussion
0:15-1:45 Tutorials I
1:45-2:45 Big Break
2:45-4:30 Abstract workshop

During next available project time (which could be on the next day):

Time (Hour) Component
0:00-1:00* Individual Abstract Editing
1:00-1:45 Group Abstract Review
1:45-2:00 Break
2:00-2:40 Pod Abstract Swap
2:40-3:00 Finalize Abstract

* : Note that this refers to the start of the projects time, not the coursework time like usual

W3D5: Final Day of Course

Slots 1/2/4/5:

Time (Hour) Lecture
-2:00- -1:00* Project presentations (slots 1/4)
-1:00--0:30 Break (slots 1/4)
-0:30-0:00 Intro video & text
0:00-0:15 Pod Discussion I
0:15-1:45 Tutorials I
1:45-2:45 Big break
2:45-4:15 Tutorials II
4:15-4:25 Pod Discussion II
4:25-4:45 Break
4:45-5:15** Course Review & Feedback
5:15-6:15** Project presentations (slots 2/5)
6:15-6:30** Pod farewell
6:30-7:15** Closing Ceremony/Graduation

* : This is the last hour of projects time for slots 1/4

** : Note that these events occur after the normal coursework time.

Course Review & Feedback: We will have a post course survey for both students and TAs (will share the link in discord) - please fill it out during this time! Completion of the final survey is required to access your certificate in the portal after the course.

Pod farewell: This is just a chance for your pod to say goodbye to each other. No structure imposed or requirements here!

Closing Ceremony/Graduation: We will do this all together on Zoom.

Slot 3:

Time (Hour) Lecture
-2:15- -1:15* Project presentations (slot 3)
-1:15--0:30 Break (slot 3)
-0:30-0:00 Intro video & text
0:00-0:15 Pod Discussion I
0:15-1:45 Tutorials I
1:45-2:45 Big break
2:45-4:15 Tutorials II
4:15-4:25 Pod Discussion II
4:25-4:45 Break
4:45-5:15** Course Review & Feedback
5:15-5:30** Pod farewell
6:30-7:15** Closing Ceremony/Graduation

* : This is the last hour and a quarter of projects time for slot 3

** : Note that these events occur after the normal coursework time.

Course Review & Feedback: We will have a post course survey for both students and TAs (will share the link in discord) - please fill it out during this time! Completion of the final survey is required to access your certificate in the portal after the course.

Pod farewell: This is just a chance for your pod to say goodbye to each other. No structure imposed or requirements here!

Closing Ceremony/Graduation: We will do this all together on crowdcast.

Professional Development Panels

Course live events: TBD — will update