[PR #37] [MERGED] TinyML Model Optimization chapter #553

New Issue

GiteaMirror · 2026-03-22T15:45:55-05:00

GiteaMirror commented

2026-03-22 15:45:55 -05:00

📋 Pull Request Information

Original PR: https://github.com/harvard-edge/cs249r_book/pull/37
Author: @18jeffreyma
Created: 10/20/2023
Status: ✅ Merged
Merged: 10/30/2023
Merged by: @mpstewart1

Base: main ← Head: main

📝 Commits (10+)

eaf1587 Commit for authors
9d1b2ce first draft
198750f adding images and efficient representation
50e7a33 updated optimizations
7f392e3 added references
1a0e750 added three floating point formats img
5be9279 removed excess description
c887fe7 Update optimizations.qmd
26529c4 Uploaded Images
59b9dde Fixed images directories

📊 Changes

46 files changed (+1197 additions, -138 deletions)

View changed files

📝 .all-contributorsrc (+60 -60)
📝 README.md (+12 -12)
➕ _publish.yml (+4 -0)
📝 contributors.qmd (+12 -12)
➕ images/efficientnumerics_100x.png (+0 -0)
➕ images/efficientnumerics_PTQ.png (+0 -0)
➕ images/efficientnumerics_PTQQAT.png (+0 -0)
➕ images/efficientnumerics_PTQQATsummary.png (+0 -0)
➕ images/efficientnumerics_QAT.png (+0 -0)
➕ images/efficientnumerics_alexnet.png (+0 -0)
➕ images/efficientnumerics_benefitsofprecision.png (+0 -0)
➕ images/efficientnumerics_binary.png (+0 -0)
➕ images/efficientnumerics_calibration.png (+0 -0)
➕ images/efficientnumerics_edgequant.png (+0 -0)
➕ images/efficientnumerics_granularity.png (+0 -0)
➕ images/efficientnumerics_horowitz.png (+0 -0)
➕ images/efficientnumerics_int8vsfloat.png (+0 -0)
➕ images/efficientnumerics_lecturenote.png (+0 -0)
➕ images/efficientnumerics_modelsizes.png (+0 -0)
➕ images/efficientnumerics_nonuniform.png (+0 -0)

...and 26 more files

📄 Description

Missing items:

Checklist + Matt's feedback
Final pass of all figures, links and references.

_{🔄 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/37 **Author:** [@18jeffreyma](https://github.com/18jeffreyma) **Created:** 10/20/2023 **Status:** ✅ Merged **Merged:** 10/30/2023 **Merged by:** [@mpstewart1](https://github.com/mpstewart1) **Base:** `main` ← **Head:** `main` --- ### 📝 Commits (10+) - [`eaf1587`](https://github.com/harvard-edge/cs249r_book/commit/eaf158728254356d6ff5df2ea6aad8dcb383b950) Commit for authors - [`9d1b2ce`](https://github.com/harvard-edge/cs249r_book/commit/9d1b2ce0369f171d48f20bea174b961615c5114c) first draft - [`198750f`](https://github.com/harvard-edge/cs249r_book/commit/198750f87702f5d94fcc31e2d704d730d66cd831) adding images and efficient representation - [`50e7a33`](https://github.com/harvard-edge/cs249r_book/commit/50e7a33a50a27eb7fefdf2a9f063e35bf9735b31) updated optimizations - [`7f392e3`](https://github.com/harvard-edge/cs249r_book/commit/7f392e3147879a49f93f1d105c056ebf0303f395) added references - [`1a0e750`](https://github.com/harvard-edge/cs249r_book/commit/1a0e750935ed20c7567f3155ba4513c737ecf338) added three floating point formats img - [`5be9279`](https://github.com/harvard-edge/cs249r_book/commit/5be92792483709808aaca0aa7fbdfc2828378fb7) removed excess description - [`c887fe7`](https://github.com/harvard-edge/cs249r_book/commit/c887fe7252ff943bc8ddbee753bc1642107cd7b0) Update optimizations.qmd - [`26529c4`](https://github.com/harvard-edge/cs249r_book/commit/26529c4657ccb4a71394281455322c7c785b702c) Uploaded Images - [`59b9dde`](https://github.com/harvard-edge/cs249r_book/commit/59b9dde48e819ab497079024cee80561f715fe62) Fixed images directories ### 📊 Changes **46 files changed** (+1197 additions, -138 deletions) <details> <summary>View changed files</summary> 📝 `.all-contributorsrc` (+60 -60) 📝 `README.md` (+12 -12) ➕ `_publish.yml` (+4 -0) 📝 `contributors.qmd` (+12 -12) ➕ `images/efficientnumerics_100x.png` (+0 -0) ➕ `images/efficientnumerics_PTQ.png` (+0 -0) ➕ `images/efficientnumerics_PTQQAT.png` (+0 -0) ➕ `images/efficientnumerics_PTQQATsummary.png` (+0 -0) ➕ `images/efficientnumerics_QAT.png` (+0 -0) ➕ `images/efficientnumerics_alexnet.png` (+0 -0) ➕ `images/efficientnumerics_benefitsofprecision.png` (+0 -0) ➕ `images/efficientnumerics_binary.png` (+0 -0) ➕ `images/efficientnumerics_calibration.png` (+0 -0) ➕ `images/efficientnumerics_edgequant.png` (+0 -0) ➕ `images/efficientnumerics_granularity.png` (+0 -0) ➕ `images/efficientnumerics_horowitz.png` (+0 -0) ➕ `images/efficientnumerics_int8vsfloat.png` (+0 -0) ➕ `images/efficientnumerics_lecturenote.png` (+0 -0) ➕ `images/efficientnumerics_modelsizes.png` (+0 -0) ➕ `images/efficientnumerics_nonuniform.png` (+0 -0) _...and 26 more files_ </details> ### 📄 Description Missing items: - Checklist + Matt's feedback - Final pass of all figures, links and references. --- <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 15:45:55 -05:00

GiteaMirror closed this issue

2026-03-22 15:45:56 -05:00

GiteaMirror referenced this issue

2026-04-11 07:51:23 -05:00

[GH-ISSUE #553] 3 DL Primer – Machine Learning Systems #1484

GiteaMirror referenced this issue

2026-04-19 12:06:53 -05:00

[GH-ISSUE #553] 3 DL Primer – Machine Learning Systems #4104

GiteaMirror referenced this issue

2026-04-21 21:24:21 -05:00

[GH-ISSUE #553] 3 DL Primer – Machine Learning Systems #5446