[PR #820] [MERGED] 813 Improve on-device learning chapter #947

New Issue

GiteaMirror · 2026-03-22T15:56:10-05:00

GiteaMirror commented

2026-03-22 15:56:10 -05:00

📋 Pull Request Information

Original PR: https://github.com/harvard-edge/cs249r_book/pull/820
Author: @profvjreddi
Created: 4/27/2025
Status: ✅ Merged
Merged: 5/3/2025
Merged by: @profvjreddi

Base: dev ← Head: 813-improve-on-device-learning-chapter

📝 Commits (10+)

f32e241 Refines on-device learning chapter overview
a3963b1 Defines On-Device Learning
6d8a743 Adds clarity to on-device learning section
2300850 Adds on-device learning design constraints
5738e01 Updates on-device learning chapter
bd7c715 Renames heading for clarity
119ad38 Explores on-device model adaptation strategies
f4746ca Explores on-device learning with less data
48c794f Explains experience replay and data compression
f052352 Adds tradeoffs and summary table

📊 Changes

3 files changed (+834 additions, -802 deletions)

View changed files

📝 contents/core/ondevice_learning/images/png/federatedvsoil.png (+0 -0)
📝 contents/core/ondevice_learning/ondevice_learning.bib (+305 -375)
📝 contents/core/ondevice_learning/ondevice_learning.qmd (+529 -427)

📄 Description

https://github.com/harvard-edge/cs249r_book/issues/813

_{🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.}

## 📋 Pull Request Information **Original PR:** https://github.com/harvard-edge/cs249r_book/pull/820 **Author:** [@profvjreddi](https://github.com/profvjreddi) **Created:** 4/27/2025 **Status:** ✅ Merged **Merged:** 5/3/2025 **Merged by:** [@profvjreddi](https://github.com/profvjreddi) **Base:** `dev` ← **Head:** `813-improve-on-device-learning-chapter` --- ### 📝 Commits (10+) - [`f32e241`](https://github.com/harvard-edge/cs249r_book/commit/f32e2414a447e53dcd6c8bd5d5369626237c1d7f) Refines on-device learning chapter overview - [`a3963b1`](https://github.com/harvard-edge/cs249r_book/commit/a3963b1e3556e7bca94a33ada828fd99ca82b9b5) Defines On-Device Learning - [`6d8a743`](https://github.com/harvard-edge/cs249r_book/commit/6d8a7434158ee0bb7e829aca1382a9df1b90d639) Adds clarity to on-device learning section - [`2300850`](https://github.com/harvard-edge/cs249r_book/commit/2300850641afd11861e0e6ac4e5f44303a524b9b) Adds on-device learning design constraints - [`5738e01`](https://github.com/harvard-edge/cs249r_book/commit/5738e013d4a8650c1443061fcb3e92b462b932c1) Updates on-device learning chapter - [`bd7c715`](https://github.com/harvard-edge/cs249r_book/commit/bd7c7158fad23ad526f9535e722ef384972b6c1d) Renames heading for clarity - [`119ad38`](https://github.com/harvard-edge/cs249r_book/commit/119ad38b855fe33e4ab099bc8a9ff5f8619bda05) Explores on-device model adaptation strategies - [`f4746ca`](https://github.com/harvard-edge/cs249r_book/commit/f4746ca2a6cb94efba1a24b2152f970e2ffce4ae) Explores on-device learning with less data - [`48c794f`](https://github.com/harvard-edge/cs249r_book/commit/48c794f52b9131b612b8f17d81e2bcd6010a954e) Explains experience replay and data compression - [`f052352`](https://github.com/harvard-edge/cs249r_book/commit/f05235251adf6e1d785a652278edef1ba6ad18e6) Adds tradeoffs and summary table ### 📊 Changes **3 files changed** (+834 additions, -802 deletions) <details> <summary>View changed files</summary> 📝 `contents/core/ondevice_learning/images/png/federatedvsoil.png` (+0 -0) 📝 `contents/core/ondevice_learning/ondevice_learning.bib` (+305 -375) 📝 `contents/core/ondevice_learning/ondevice_learning.qmd` (+529 -427) </details> ### 📄 Description https://github.com/harvard-edge/cs249r_book/issues/813 --- <sub>🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.</sub>

GiteaMirror added the pull-request label 2026-03-22 15:56:10 -05:00

GiteaMirror closed this issue