[PR #98] [MERGED] Added visualization and fixed some formatting.

## 📋 Pull Request Information **Original PR:** https://github.com/harvard-edge/cs249r_book/pull/98 **Author:** [@eliasab16](https://github.com/eliasab16) **Created:** 12/7/2023 **Status:** ✅ Merged **Merged:** 12/7/2023 **Merged by:** [@profvjreddi](https://github.com/profvjreddi) **Base:** `main` ← **Head:** `efficient_ai_visualizations` --- ### 📝 Commits (3) - [`17370bc`](https://github.com/harvard-edge/cs249r_book/commit/17370bc5f0133fda2d77118c118cfb46a643be45) Added visualization and fixed some formatting. - [`069be71`](https://github.com/harvard-edge/cs249r_book/commit/069be719aff48fc597d01b3805bb3ab43f1bd26d) spellfix - [`4edbefe`](https://github.com/harvard-edge/cs249r_book/commit/4edbefe0a00c6f36f8bda50717598e9b9f3d64ce) removing .icloud files ### 📊 Changes **18 files changed** (+20 additions, -14 deletions) <details> <summary>View changed files</summary> 📝 `efficient_ai.qmd` (+20 -14) ➖ `images/benchmarking/cover_ai_benchmarking.png` (+0 -0) ➖ `images/cover_ai_acceleration.png` (+0 -0) ➖ `images/cover_ai_good.png` (+0 -0) ➖ `images/cover_ai_hardware.png` (+0 -0) ➖ `images/cover_dl_primer.png` (+0 -0) ➖ `images/cover_embedded_ai.png` (+0 -0) ➖ `images/cover_embedded_sys.png` (+0 -0) ➖ `images/cover_ml_frameworks.png` (+0 -0) ➖ `images/cover_ml_ops.png` (+0 -0) ➖ `images/cover_model_optimizations.png` (+0 -0) ➖ `images/cover_ondevice_learning.png` (+0 -0) ➖ `images/cover_security_privacy.png` (+0 -0) ➖ `images/cover_sustainable_ai.png` (+0 -0) ➕ `images/imgs_efficient_ai/pruning.jpeg` (+0 -0) ➕ `images/imgs_efficient_ai/quantization.jpeg` (+0 -0) ➕ `images/imgs_efficient_ai/tflite_edge_tpu_perf.png` (+0 -0) ➖ `images/imgs_motion_classif/anomaly_detect.png` (+0 -0) </details> ### 📄 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. --- <sub>🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.</sub>

GiteaMirror commented

2026-03-22 15:46:26 -05:00

Owner

📋 Pull Request Information

Original PR: https://github.com/harvard-edge/cs249r_book/pull/98
Author: @eliasab16
Created: 12/7/2023
Status: ✅ Merged
Merged: 12/7/2023
Merged by: @profvjreddi

Base: main ← Head: efficient_ai_visualizations

📝 Commits (3)

17370bc Added visualization and fixed some formatting.
069be71 spellfix
4edbefe removing .icloud files

📊 Changes

18 files changed (+20 additions, -14 deletions)

View changed files

📝 efficient_ai.qmd (+20 -14)
➖ images/benchmarking/cover_ai_benchmarking.png (+0 -0)
➖ images/cover_ai_acceleration.png (+0 -0)
➖ images/cover_ai_good.png (+0 -0)
➖ images/cover_ai_hardware.png (+0 -0)
➖ images/cover_dl_primer.png (+0 -0)
➖ images/cover_embedded_ai.png (+0 -0)
➖ images/cover_embedded_sys.png (+0 -0)
➖ images/cover_ml_frameworks.png (+0 -0)
➖ images/cover_ml_ops.png (+0 -0)
➖ images/cover_model_optimizations.png (+0 -0)
➖ images/cover_ondevice_learning.png (+0 -0)
➖ images/cover_security_privacy.png (+0 -0)
➖ images/cover_sustainable_ai.png (+0 -0)
➕ images/imgs_efficient_ai/pruning.jpeg (+0 -0)
➕ images/imgs_efficient_ai/quantization.jpeg (+0 -0)
➕ images/imgs_efficient_ai/tflite_edge_tpu_perf.png (+0 -0)
➖ images/imgs_motion_classif/anomaly_detect.png (+0 -0)

📄 Description

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

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