[GH-ISSUE #405] Student Feedback - Chapter 12 #4028

New Issue

GiteaMirror · 2026-04-19T12:04:12-05:00

GiteaMirror commented

2026-04-19 12:04:12 -05:00

Originally created by @jasonjabbour on GitHub (Aug 27, 2024).
Original GitHub issue: https://github.com/harvard-edge/cs249r_book/issues/405

Originally assigned to: @jasonjabbour on GitHub.

Chapter 12 - On-Device Learning

One of the things we thought of while reading this chapter was that it would be helpful to have some note-taking functionality on the website. If readers could highlight on the site or make comments, we wouldn't need to download PDFs to take notes externally. This would solve a lot of formatting problems we encounter once transferring to PDF format.
This chapter echoes a lot of the information from Chapter 2. Perhaps cut down Chapter 2 and put this chapter afterwards? I have highlighted within the PDF attachment below specific areas that feel repetitive.
Figure 12.2 has already been used in the textbook.
The bullet point format used in this chapter was fantastic!
Video 12.2 had a playback error when we clicked on it.
We didn't really understand Figure 12.6--I would either cut or replace this image.
We wished there was a bit more explanation on IID in 12.5.5 Handling non-IID Data.
Machine Learning Systems - 12 On-Device Learning.pdf

Originally posted by @sgiannuzzi39 in https://github.com/harvard-edge/cs249r_book/discussions/256#discussioncomment-9970395

Originally created by @jasonjabbour on GitHub (Aug 27, 2024). Original GitHub issue: https://github.com/harvard-edge/cs249r_book/issues/405 Originally assigned to: @jasonjabbour on GitHub. **Chapter 12 - On-Device Learning** - One of the things we thought of while reading this chapter was that it would be helpful to have some note-taking functionality on the website. If readers could highlight on the site or make comments, we wouldn't need to download PDFs to take notes externally. This would solve a lot of formatting problems we encounter once transferring to PDF format. - This chapter echoes a lot of the information from Chapter 2. Perhaps cut down Chapter 2 and put this chapter afterwards? I have highlighted within the PDF attachment below specific areas that feel repetitive. - _Figure 12.2_ has already been used in the textbook. - The bullet point format used in this chapter was fantastic! - _Video 12.2_ had a playback error when we clicked on it. - We didn't really understand _Figure 12.6_--I would either cut or replace this image. - We wished there was a bit more explanation on IID in **12.5.5 Handling non-IID Data.** [Machine Learning Systems - 12 On-Device Learning.pdf](https://github.com/user-attachments/files/16112253/Machine.Learning.Systems.-.12.On-Device.Learning.pdf) _Originally posted by @sgiannuzzi39 in https://github.com/harvard-edge/cs249r_book/discussions/256#discussioncomment-9970395_

GiteaMirror added the area: book type: improvement labels 2026-04-19 12:04:12 -05:00

GiteaMirror closed this issue

2026-04-19 12:04:12 -05:00

Sign in to join this conversation.

1 Participants

Notifications

Due Date

No due date set.

Dependencies

No dependencies set.

Reference: github-starred/cs249r_book#4028