From 08efe6d602aa66c6db85fe94a008b5bba500a9f3 Mon Sep 17 00:00:00 2001 From: Vijay Janapa Reddi Date: Tue, 7 Nov 2023 21:30:20 -0500 Subject: [PATCH] Built site for gh-pages --- .nojekyll | 2 +- contributors.html | 40 ++++++++++++++++++++-------------------- efficient_ai.html | 9 ++++++++- images/cover_ml_ops.png | Bin 2571684 -> 2689880 bytes ops.html | 2 +- search.json | 2 +- 6 files changed, 31 insertions(+), 24 deletions(-) diff --git a/.nojekyll b/.nojekyll index 00000058..4ea423b0 100644 --- a/.nojekyll +++ b/.nojekyll @@ -1 +1 @@ -b2389974 \ No newline at end of file +bc2c31b9 \ No newline at end of file diff --git a/contributors.html b/contributors.html index ef138ea6..101f589f 100644 --- a/contributors.html +++ b/contributors.html @@ -462,70 +462,70 @@

Contributors

-Matthew Stewart
Matthew Stewart

๐Ÿ“– +Ikechukwu Uchendu
Ikechukwu Uchendu

๐Ÿ“– -sophiacho1
sophiacho1

๐Ÿ“– +naeemkh
naeemkh

๐Ÿ“– -Vijay Janapa Reddi
Vijay Janapa Reddi

๐Ÿ“– +aptl26
aptl26

๐Ÿ“– -ishapira
ishapira

๐Ÿ“– +Jeffrey Ma
Jeffrey Ma

๐Ÿ“– -aptl26
aptl26

๐Ÿ“– +sjohri20
sjohri20

๐Ÿ“– -Shvetank Prakash
Shvetank Prakash

๐Ÿ“– +Matthew Stewart
Matthew Stewart

๐Ÿ“– -Colby Banbury
Colby Banbury

๐Ÿ“– +happyappledog
happyappledog

๐Ÿ“– -Marcelo Rovai
Marcelo Rovai

๐Ÿ“– +Jayson Lin
Jayson Lin

๐Ÿ“– -Henry Bae
Henry Bae

๐Ÿ“– +Mark Mazumder
Mark Mazumder

๐Ÿ“– -Ikechukwu Uchendu
Ikechukwu Uchendu

๐Ÿ“– +ishapira
ishapira

๐Ÿ“– -Jessica Quaye
Jessica Quaye

๐Ÿ“– +oishib
oishib

๐Ÿ“– -happyappledog
happyappledog

๐Ÿ“– +Divya
Divya

๐Ÿ“– -sjohri20
sjohri20

๐Ÿ“– +Marco Zennaro
Marco Zennaro

๐Ÿ“– -Jayson Lin
Jayson Lin

๐Ÿ“– +sophiacho1
sophiacho1

๐Ÿ“– -Jeffrey Ma
Jeffrey Ma

๐Ÿ“– +Jessica Quaye
Jessica Quaye

๐Ÿ“– -Marco Zennaro
Marco Zennaro

๐Ÿ“– +Vijay Janapa Reddi
Vijay Janapa Reddi

๐Ÿ“– -oishib
oishib

๐Ÿ“– +Marcelo Rovai
Marcelo Rovai

๐Ÿ“– -Divya
Divya

๐Ÿ“– +Shvetank Prakash
Shvetank Prakash

๐Ÿ“– -naeemkh
naeemkh

๐Ÿ“– +Henry Bae
Henry Bae

๐Ÿ“– -Mark Mazumder
Mark Mazumder

๐Ÿ“– +Colby Banbury
Colby Banbury

๐Ÿ“– diff --git a/efficient_ai.html b/efficient_ai.html index 1d298204..128e10cf 100644 --- a/efficient_ai.html +++ b/efficient_ai.html @@ -505,10 +505,17 @@

9 
    -
  • coming soon.
  • +
  • Recognize the need for efficient AI in TinyML/edge devices.

  • +
  • Understand the need for efficient model architectures like MobileNets and SqueezeNet.

  • +
  • Understand why techniques for model compression are important.

  • +
  • Get an inclination for why efficient AI hardware is important.

  • +
  • Appreciate the significance of numerics and their representations.

  • +
  • Appreciate that we need to understand nuances of model comparison beyond accuracy.

  • +
  • Recognize efficiency encompasses technology, costs, environment, ethics.

+

The focus is on gaining a conceptual understanding of the motivations and significance of the various strategies for achieving efficient AI, both in terms of techniques and a holistic perspective. Subsequent chapters will dive into the nitty gritty details on these various concepts.

9.1 Introduction

Training models can consume a significant amount of energy, sometimes equivalent to the carbon footprint of sizable industrial processes. We will cover some of these sustainability details in the AI Sustainability chapter. On the deployment side, if these models are not optimized for efficiency, they can quickly drain device batteries, demand excessive memory, or fall short of real-time processing needs. Through this introduction, our objective is to elucidate the nuances of efficiency, setting the groundwork for a comprehensive exploration in the subsequent chapters.

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