Before submitting your Pull Request, please review and complete the items on this checklist.
The text has been proofread for grammar and spelling errors.
All images, figures, and tables render properly without any glitches.
All images have a source or they are properly linked to external sites.
The chapter's formatting is consistent with the rest of the book.
The chapter has been locally built and tested using Quarto.
🔄 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/823
**Author:** [@18jeffreyma](https://github.com/18jeffreyma)
**Created:** 5/15/2025
**Status:** ✅ Merged
**Merged:** 6/2/2025
**Merged by:** [@profvjreddi](https://github.com/profvjreddi)
**Base:** `dev` ← **Head:** `jeff/issue-776`
---
### 📝 Commits (10+)
- [`1805483`](https://github.com/harvard-edge/cs249r_book/commit/1805483f5293c9017f5ebc798d1dbdf7582c2fe2) initial work on chapter 3 and 4
- [`c1d364e`](https://github.com/harvard-edge/cs249r_book/commit/c1d364ea4d9b07ad920e39bd8e0126f45a3db357) remaining diagrams so far 5/15/2025
- [`d9a87c3`](https://github.com/harvard-edge/cs249r_book/commit/d9a87c3e40217278fb60032326a87d42af97a4e0) add figures
- [`a6ad404`](https://github.com/harvard-edge/cs249r_book/commit/a6ad4046b8d73fa5382810d2627c2607bb5712f4) added missing figure references
- [`51adf01`](https://github.com/harvard-edge/cs249r_book/commit/51adf012584f2235fee69a83e1f2d9184b27eb51) Merge branch 'dev' into jeff/issue-776
- [`68005a2`](https://github.com/harvard-edge/cs249r_book/commit/68005a23954959d2a9c636d178ac34b0cf80db92) Updates figure reference
- [`28701bf`](https://github.com/harvard-edge/cs249r_book/commit/28701bf977c40fb60400851db9e1aa7423d36989) Clarifies figure references in data engineering text
- [`3cf2f54`](https://github.com/harvard-edge/cs249r_book/commit/3cf2f5409eeae5ee9e363940e25e4003079e2468) Clarifies training vs. inference difference
- [`4db3323`](https://github.com/harvard-edge/cs249r_book/commit/4db33231128f9ddb2f75e0ead81141cbfb79b096) Clarifies activation checkpointing explanation
- [`370a413`](https://github.com/harvard-edge/cs249r_book/commit/370a413ec26f598734807fd5c1672f47001305ff) Clarifies AutoML and NAS descriptions
### 📊 Changes
**15 files changed** (+2402 additions, -70 deletions)
<details>
<summary>View changed files</summary>
📝 `.codespell-ignore` (+2 -1)
📝 `contents/core/data_engineering/data_engineering.qmd` (+639 -4)
📝 `contents/core/dl_primer/dl_primer.qmd` (+207 -7)
➕ `contents/core/dl_primer/images/jpg/usps_examples.jpg` (+0 -0)
📝 `contents/core/dnn_architectures/dnn_architectures.qmd` (+436 -6)
➕ `contents/core/dnn_architectures/images/png/allgather.png` (+0 -0)
📝 `contents/core/efficient_ai/efficient_ai.qmd` (+169 -1)
📝 `contents/core/frameworks/frameworks.qmd` (+322 -3)
📝 `contents/core/hw_acceleration/hw_acceleration.qmd` (+67 -3)
📝 `contents/core/ml_systems/ml_systems.qmd` (+3 -3)
📝 `contents/core/ops/ops.qmd` (+349 -4)
📝 `contents/core/optimizations/optimizations.qmd` (+78 -4)
📝 `contents/core/privacy_security/privacy_security.qmd` (+1 -1)
📝 `contents/core/training/training.qmd` (+127 -31)
📝 `contents/core/workflow/workflow.qmd` (+2 -2)
</details>
### 📄 Description
Before submitting your Pull Request, please review and complete the items on this checklist.
- [ ] The text has been proofread for grammar and spelling errors.
- [ ] All images, figures, and tables render properly without any glitches.
- [ ] All images have a source or they are properly linked to external sites.
- [ ] The chapter's formatting is consistent with the rest of the book.
- [ ] The chapter has been locally built and tested using Quarto.
---
<sub>🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.</sub>
Blocking a user prevents them from interacting with repositories, such as opening or commenting on pull requests or issues. Learn more about blocking a user.
📋 Pull Request Information
Original PR: https://github.com/harvard-edge/cs249r_book/pull/823
Author: @18jeffreyma
Created: 5/15/2025
Status: ✅ Merged
Merged: 6/2/2025
Merged by: @profvjreddi
Base:
dev← Head:jeff/issue-776📝 Commits (10+)
1805483initial work on chapter 3 and 4c1d364eremaining diagrams so far 5/15/2025d9a87c3add figuresa6ad404added missing figure references51adf01Merge branch 'dev' into jeff/issue-77668005a2Updates figure reference28701bfClarifies figure references in data engineering text3cf2f54Clarifies training vs. inference difference4db3323Clarifies activation checkpointing explanation370a413Clarifies AutoML and NAS descriptions📊 Changes
15 files changed (+2402 additions, -70 deletions)
View changed files
📝
.codespell-ignore(+2 -1)📝
contents/core/data_engineering/data_engineering.qmd(+639 -4)📝
contents/core/dl_primer/dl_primer.qmd(+207 -7)➕
contents/core/dl_primer/images/jpg/usps_examples.jpg(+0 -0)📝
contents/core/dnn_architectures/dnn_architectures.qmd(+436 -6)➕
contents/core/dnn_architectures/images/png/allgather.png(+0 -0)📝
contents/core/efficient_ai/efficient_ai.qmd(+169 -1)📝
contents/core/frameworks/frameworks.qmd(+322 -3)📝
contents/core/hw_acceleration/hw_acceleration.qmd(+67 -3)📝
contents/core/ml_systems/ml_systems.qmd(+3 -3)📝
contents/core/ops/ops.qmd(+349 -4)📝
contents/core/optimizations/optimizations.qmd(+78 -4)📝
contents/core/privacy_security/privacy_security.qmd(+1 -1)📝
contents/core/training/training.qmd(+127 -31)📝
contents/core/workflow/workflow.qmd(+2 -2)📄 Description
Before submitting your Pull Request, please review and complete the items on this checklist.
🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.