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[PR #46] [MERGED] On Device Learning Ready For Group Review #560

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opened 2026-03-22 15:46:02 -05:00 by GiteaMirror · 0 comments
GiteaMirror commented 2026-03-22 15:46:02 -05:00
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📋 Pull Request Information

Original PR: https://github.com/harvard-edge/cs249r_book/pull/46
Author: @alxrod
Created: 11/1/2023
Status: ✅ Merged
Merged: 11/8/2023
Merged by: @mpstewart1

Base: main ← Head: main

📝 Commits (10+)

  • 71c8e9a ready for pr
  • 841a2e2 Making a review pass in the PR, outside of the Google docs
  • a0e0f14 Minor tweaking
  • 5fdabf3 Writing update
  • d60b07b Cover iamge
  • 7d2528f removing old refs, in process of replacing with new ones
  • b095e72 added federated learnign citations
  • 56a0327 References Added: Transfer Learning & Frameworks
  • 3ca96f7 Merge pull request #1 from alxrod/federated_learning
  • 746f006 advantages and limitations, on-device adaptations references.bib

📊 Changes

15 files changed (+1813 additions, -300 deletions)

View changed files

➕ images/ondevice_fed_averaging.png (+0 -0)
➕ images/ondevice_gboard_approach.png (+0 -0)
➕ images/ondevice_gboard_example.png (+0 -0)
➕ images/ondevice_intro.png (+0 -0)
➕ images/ondevice_medperf.png (+0 -0)
➕ images/ondevice_pretraining.png (+0 -0)
➕ images/ondevice_pruning.png (+0 -0)
➕ images/ondevice_quantization_matrix.png (+0 -0)
➕ images/ondevice_split_model.png (+0 -0)
➕ images/ondevice_training_flow.png (+0 -0)
➕ images/ondevice_transfer_learning_apps.png (+0 -0)
➕ images/ondevice_transfer_tinytl.png (+0 -0)
📝 ondevice_learning.qmd (+609 -27)
📝 references.bib (+1203 -272)
📝 workflow.qmd (+1 -1)

📄 Description

Before submitting your Pull Request, please ensure that you have carefully reviewed and completed all items on this checklist.

  1. Content

    • The chapter content is complete and covers the topic in detail.
    • All technical terms are well-defined and explained.
    • Any code snippets or algorithms are well-documented and tested.
    • The chapter follows a logical flow and structure.

  2. References & Citations

    • All references are correctly listed at the end of the chapter.
    • In-text citations are used appropriately and match the references.
    • All figures, tables, and images have proper sources and are cited correctly.

  3. Quarto Website Rendering

    • The chapter has been locally built and tested using Quarto.
    • All images, figures, and tables render properly without any glitches.
    • All images have a source or they are properly linked to external sites.
    • Any interactive elements or widgets work as intended.
    • The chapter's formatting is consistent with the rest of the book.

  4. Grammar & Style

    • The chapter has been proofread for grammar and spelling errors.
    • The writing style is consistent with the rest of the book.
    • Any jargon is clearly explained or avoided where possible.

  5. Collaboration

    • All group members have reviewed and approved the chapter.
    • Any feedback from previous reviews or discussions has been addressed.

  6. Miscellaneous

    • All external links (if any) are working and lead to the intended destinations.
    • If datasets or external resources are used, they are properly credited and linked.
    • Any necessary permissions for reused content have been obtained.

  7. Final Steps

    • The chapter is pushed to the correct branch on the repository.
    • The Pull Request is made with a clear title and description.
    • The Pull Request includes any necessary labels or tags.
    • The Pull Request mentions any stakeholders or reviewers who should take a look.

🔄 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/46 **Author:** [@alxrod](https://github.com/alxrod) **Created:** 11/1/2023 **Status:** ✅ Merged **Merged:** 11/8/2023 **Merged by:** [@mpstewart1](https://github.com/mpstewart1) **Base:** `main` ← **Head:** `main` --- ### 📝 Commits (10+) - [`71c8e9a`](https://github.com/harvard-edge/cs249r_book/commit/71c8e9aa9c444bac31a511c0fa481d4703eabd14) ready for pr - [`841a2e2`](https://github.com/harvard-edge/cs249r_book/commit/841a2e2493457d4aef12138cdaeb49d1e10e72f2) Making a review pass in the PR, outside of the Google docs - [`a0e0f14`](https://github.com/harvard-edge/cs249r_book/commit/a0e0f144f9f62f709208d4bbb117c2cec900aeb3) Minor tweaking - [`5fdabf3`](https://github.com/harvard-edge/cs249r_book/commit/5fdabf34918deb9f421ff9517c74709571beea81) Writing update - [`d60b07b`](https://github.com/harvard-edge/cs249r_book/commit/d60b07b5a53b43c23d17eda89a25b8b9eedd19ce) Cover iamge - [`7d2528f`](https://github.com/harvard-edge/cs249r_book/commit/7d2528ff8b2b17aa1833ff661ef23c793c3a75e5) removing old refs, in process of replacing with new ones - [`b095e72`](https://github.com/harvard-edge/cs249r_book/commit/b095e72867c6e646ae133c84626ae7ca49e0bae6) added federated learnign citations - [`56a0327`](https://github.com/harvard-edge/cs249r_book/commit/56a0327bb5972f4a4bd4a1dd1b34493ce7e4689f) References Added: Transfer Learning & Frameworks - [`3ca96f7`](https://github.com/harvard-edge/cs249r_book/commit/3ca96f7414d79322d47c96bdcdd3e0943f4d6102) Merge pull request #1 from alxrod/federated_learning - [`746f006`](https://github.com/harvard-edge/cs249r_book/commit/746f006c5a831edb40bb94f7107bcf1b12818fad) advantages and limitations, on-device adaptations references.bib ### 📊 Changes **15 files changed** (+1813 additions, -300 deletions) <details> <summary>View changed files</summary> ➕ `images/ondevice_fed_averaging.png` (+0 -0) ➕ `images/ondevice_gboard_approach.png` (+0 -0) ➕ `images/ondevice_gboard_example.png` (+0 -0) ➕ `images/ondevice_intro.png` (+0 -0) ➕ `images/ondevice_medperf.png` (+0 -0) ➕ `images/ondevice_pretraining.png` (+0 -0) ➕ `images/ondevice_pruning.png` (+0 -0) ➕ `images/ondevice_quantization_matrix.png` (+0 -0) ➕ `images/ondevice_split_model.png` (+0 -0) ➕ `images/ondevice_training_flow.png` (+0 -0) ➕ `images/ondevice_transfer_learning_apps.png` (+0 -0) ➕ `images/ondevice_transfer_tinytl.png` (+0 -0) 📝 `ondevice_learning.qmd` (+609 -27) 📝 `references.bib` (+1203 -272) 📝 `workflow.qmd` (+1 -1) </details> ### 📄 Description Before submitting your Pull Request, please ensure that you have carefully reviewed and completed all items on this checklist. 1. **Content** - [x] The chapter content is complete and covers the topic in detail. - [x] All technical terms are well-defined and explained. - [x] Any code snippets or algorithms are well-documented and tested. - [x] The chapter follows a logical flow and structure. 2. **References & Citations** - [x] All references are correctly listed at the end of the chapter. - [x] In-text citations are used appropriately and match the references. - [x] All figures, tables, and images have proper sources and are cited correctly. 3. **Quarto Website Rendering** - [x] The chapter has been locally built and tested using Quarto. - [x] All images, figures, and tables render properly without any glitches. - [x] All images have a source or they are properly linked to external sites. - [x] Any interactive elements or widgets work as intended. - [x] The chapter's formatting is consistent with the rest of the book. 4. **Grammar & Style** - [x] The chapter has been proofread for grammar and spelling errors. - [x] The writing style is consistent with the rest of the book. - [x] Any jargon is clearly explained or avoided where possible. 5. **Collaboration** - [x] All group members have reviewed and approved the chapter. - [x] Any feedback from previous reviews or discussions has been addressed. 6. **Miscellaneous** - [x] All external links (if any) are working and lead to the intended destinations. - [x] If datasets or external resources are used, they are properly credited and linked. - [x] Any necessary permissions for reused content have been obtained. 7. **Final Steps** - [x] The chapter is pushed to the correct branch on the repository. - [x] The Pull Request is made with a clear title and description. - [x] The Pull Request includes any necessary labels or tags. - [x] The Pull Request mentions any stakeholders or reviewers who should take a look. --- <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 15:46:02 -05:00
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