* . *
  • About
  • Advertise
  • Privacy & Policy
  • Contact
Thursday, July 31, 2025
Earth-News
  • Home
  • Business
  • Entertainment

    That’s (Political) Entertainment: When Theatre Meets Politics

    Future Script: How Generative AI Is Changing Collective Bargaining in the Entertainment Industry – Jackson Lewis

    Future Script: How Generative AI Is Transforming Collective Bargaining in Entertainment

    The SBA’s live-entertainment bailout was supposed to end two years ago. We still don’t know how $1.5 billion was spent. – Yahoo Home

    $1.5 Billion Live-Entertainment Bailout: Two Years Later, Where Did the Money Go?

    Wall Street Bets: Caesars, Golden Entertainment, Churchill Downs, GLPI, Boyd – CDC Gaming

    Top Wall Street Bets: Caesars, Golden Entertainment, Churchill Downs, GLPI, and Boyd Take Center Stage

    Micro wrestling coming to NE Ohio – Cleveland.com

    Get Ready, NE Ohio: Micro Wrestling Is Making Its Exciting Debut!

    League City seeking proposals for 53-acre entertainment district on sportsplex land – galvnews.com

    League City Invites Proposals to Transform 53-Acre Sportsplex into Vibrant Entertainment District

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    Cognizant Technology Solutions Corp (CTSH) Q2 2025 Earnings Call Highlights: Strong Revenue … – Yahoo.co

    Cognizant Q2 2025 Earnings: Impressive Revenue Growth and Key Takeaways

    Revving Up The U.S. Technology Engine – Forbes

    Revving Up The U.S. Technology Engine – Forbes

    More than just a hockey player – Rochester Institute of Technology Athletics

    Beyond the Ice: The Inspiring Journey of a Remarkable Athlete from Rochester Institute of Technology

    Smart Logistics in Warehousing – From Legacy Protocols to Green IoT – How Technology Is Reshaping the Sustainable Supply Chain – Logistics Viewpoints –

    Smart Logistics in Warehousing – From Legacy Protocols to Green IoT – How Technology Is Reshaping the Sustainable Supply Chain – Logistics Viewpoints –

    AI’s race in the dark with China – Axios

    The High-Stakes AI Race: Innovation and Competition in the Shadows

    Eagle Unveils Revolutionary X-Ray Technology at Pack Expo

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
  • Home
  • Business
  • Entertainment

    That’s (Political) Entertainment: When Theatre Meets Politics

    Future Script: How Generative AI Is Changing Collective Bargaining in the Entertainment Industry – Jackson Lewis

    Future Script: How Generative AI Is Transforming Collective Bargaining in Entertainment

    The SBA’s live-entertainment bailout was supposed to end two years ago. We still don’t know how $1.5 billion was spent. – Yahoo Home

    $1.5 Billion Live-Entertainment Bailout: Two Years Later, Where Did the Money Go?

    Wall Street Bets: Caesars, Golden Entertainment, Churchill Downs, GLPI, Boyd – CDC Gaming

    Top Wall Street Bets: Caesars, Golden Entertainment, Churchill Downs, GLPI, and Boyd Take Center Stage

    Micro wrestling coming to NE Ohio – Cleveland.com

    Get Ready, NE Ohio: Micro Wrestling Is Making Its Exciting Debut!

    League City seeking proposals for 53-acre entertainment district on sportsplex land – galvnews.com

    League City Invites Proposals to Transform 53-Acre Sportsplex into Vibrant Entertainment District

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    Cognizant Technology Solutions Corp (CTSH) Q2 2025 Earnings Call Highlights: Strong Revenue … – Yahoo.co

    Cognizant Q2 2025 Earnings: Impressive Revenue Growth and Key Takeaways

    Revving Up The U.S. Technology Engine – Forbes

    Revving Up The U.S. Technology Engine – Forbes

    More than just a hockey player – Rochester Institute of Technology Athletics

    Beyond the Ice: The Inspiring Journey of a Remarkable Athlete from Rochester Institute of Technology

    Smart Logistics in Warehousing – From Legacy Protocols to Green IoT – How Technology Is Reshaping the Sustainable Supply Chain – Logistics Viewpoints –

    Smart Logistics in Warehousing – From Legacy Protocols to Green IoT – How Technology Is Reshaping the Sustainable Supply Chain – Logistics Viewpoints –

    AI’s race in the dark with China – Axios

    The High-Stakes AI Race: Innovation and Competition in the Shadows

    Eagle Unveils Revolutionary X-Ray Technology at Pack Expo

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
Earth-News
No Result
View All Result
Home Technology

Understanding Deep Learning

November 26, 2023
in Technology
Understanding Deep Learning
Share on FacebookShare on Twitter

Resources for instructors

Instructor answer booklet available with proof of credentials via MIT Press.

Request an exam/desk copy via MIT Press.

Figures in PDF (vector) / SVG (vector) / Powerpoint (images):

Chapter 1 – Introduction: PDF
Figures /
SVG
Figures / PowerPoint
Figures
Chapter 2 – Supervised learning: PDF Figures / SVG Figures
/
PowerPoint
Figures
Chapter 3 – Shallow neural networks: PDF Figures / SVG Figures
/
PowerPoint
Figures
Chapter 4 – Deep neural networks: PDF Figures / SVG Figures
/
PowerPoint
Figures
Chapter 5 – Loss functions: PDF
Figures /
SVG
Figures / PowerPoint
Figures
Chapter 6 – Training models: PDF
Figures /
SVG
Figures / PowerPoint
Figures
Chapter 7 – Gradients and initialization: PDF Figures / SVG Figures
/
PowerPoint
Figures
Chapter 8 – Measuring performance: PDF Figures / SVG Figures
/
PowerPoint
Figures
Chapter 9 – Regularization: PDF
Figures /
SVG
Figures / PowerPoint
Figures
Chapter 10 – Convolutional networks: PDF Figures / SVG Figures
/
PowerPoint
Figures
Chapter 11 – Residual networks: PDF Figures / SVG Figures
/
PowerPoint
Figures
Chapter 12 – Transformers: PDF
Figures /
SVG
Figures / PowerPoint
Figures
Chapter 13 – Graph neural networks: PDF Figures / SVG Figures
/
PowerPoint
Figures
Chapter 14 – Unsupervised learning: PDF Figures / SVG Figures
/

PowerPoint Figures
Chapter 15 – Generative adversarial networks: PDF Figures / SVG Figures
/
PowerPoint
Figures
Chapter 16 – Normalizing flows: PDF Figures / SVG Figures
/
PowerPoint
Figures
Chapter 17 – Variational autoencoders: PDF Figures / SVG Figures
/
PowerPoint
Figures
Chapter 18 – Diffusion models: PDF Figures /
PowerPoint Figures
Chapter 19 – Deep reinforcement learning: PDF Figures / SVG Figures
/

PowerPoint Figures
Chapter 20 – Why does deep learning work?: PDF Figures / SVG Figures
/

PowerPoint Figures
Chapter 21 – Deep learning and ethics: PDF Figures / SVG Figures/
PowerPoint
Figures
Appendices – PDF
Figures /
SVG
Figures / Powerpoint
Figures

Instructions for editing figures / equations can be found here.

Resources for students

Answers to selected questions: PDF

Python notebooks: (Early ones more thoroughly tested than later ones!)

Notebook 1.1 – Background mathematics: ipynb/colab

Notebook 2.1 – Supervised learning: ipynb/colab

Notebook 3.1 – Shallow networks I: ipynb/colab

Notebook 3.2 – Shallow networks II: ipynb/colab

Notebook 3.3 – Shallow network regions: ipynb/colab

Notebook 3.4 – Activation functions: ipynb/colab

Notebook 4.1 – Composing networks: ipynb/colab

Notebook 4.2 – Clipping functions: ipynb/colab

Notebook 4.3 – Deep networks: ipynb/colab

Notebook 5.1 – Least squares loss: ipynb/colab

Notebook 5.2 – Binary cross-entropy loss: ipynb/colab

Notebook 5.3 – Multiclass cross-entropy loss: ipynb/colab

Notebook 6.1 – Line search: ipynb/colab

Notebook 6.2 – Gradient descent: ipynb/colab

Notebook 6.3 – Stochastic gradient descent: ipynb/colab

Notebook 6.4 – Momentum: ipynb/colab

Notebook 6.5 – Adam: ipynb/colab

Notebook 7.1 – Backpropagation in toy model: ipynb/colab

Notebook 7.2 – Backpropagation: ipynb/colab

Notebook 7.3 – Initialization: ipynb/colab

Notebook 8.1 – MNIST-1D performance: ipynb/colab

Notebook 8.2 – Bias-variance trade-off: ipynb/colab

Notebook 8.3 – Double descent: ipynb/colab

Notebook 8.4 – High-dimensional spaces: ipynb/colab

Notebook 9.1 – L2 regularization: ipynb/colab

Notebook 9.2 – Implicit regularization: ipynb/colab

Notebook 9.3 – Ensembling: ipynb/colab

Notebook 9.4 – Bayesian approach: ipynb/colab

Notebook 9.5 – Augmentation ipynb/colab

Notebook 10.1 – 1D convolution: ipynb/colab

Notebook 10.2 – Convolution for MNIST-1D: ipynb/colab

Notebook 10.3 – 2D convolution: ipynb/colab

Notebook 10.4 – Downsampling & upsampling: ipynb/colab

Notebook 10.5 – Convolution for MNIST: ipynb/colab

Notebook 11.1 – Shattered gradients: ipynb/colab

Notebook 11.2 – Residual networks: ipynb/colab

Notebook 11.3 – Batch normalization: ipynb/colab

Notebook 12.1 – Self-attention: ipynb/colab

Notebook 12.2 – Multi-head self-attention: ipynb/colab

Notebook 12.3 – Tokenization: ipynb/colab

Notebook 12.4 – Decoding strategies: ipynb/colab

Notebook 13.1 – Encoding graphs: ipynb/colab

Notebook 13.2 – Graph classification : ipynb/colab

Notebook 13.3 – Neighborhood sampling: ipynb/colab

Notebook 13.4 – Graph attention: ipynb/colab

Notebook 15.1 – GAN toy example: ipynb/colab
Notebook 15.2 – Wasserstein distance: ipynb/colab
Notebook 16.1 – 1D normalizing flows: ipynb/colab
Notebook 16.2 – Autoregressive flows: ipynb/colab
Notebook 16.3 – Contraction mappings: ipynb/colab
Notebook 17.1 – Latent variable models: ipynb/colab
Notebook 17.2 – Reparameterization trick: ipynb/colab
Notebook 17.3 – Importance sampling: ipynb/colab
Notebook 18.1 – Diffusion encoder: ipynb/colab
Notebook 18.2 – 1D diffusion model: ipynb/colab
Notebook 18.3 – Reparameterized model: ipynb/colab
Notebook 18.4 – Families of diffusion models: ipynb/colab
Notebook 19.1 – Markov decision processes: ipynb/colab
Notebook 19.2 – Dynamic programming: ipynb/colab
Notebook 19.3 – Monte-Carlo methods: ipynb/colab
Notebook 19.4 – Temporal difference methods: ipynb/colab
Notebook 19.5 – Control variates: ipynb/colab
Notebook 20.1 – Random data: ipynb/colab
Notebook 20.2 – Full-batch gradient descent: ipynb/colab
Notebook 20.3 – Lottery tickets: ipynb/colab
Notebook 20.4 – Adversarial attacks: ipynb/colab
Notebook 21.1 – Bias mitigation: ipynb/colab
Notebook 21.2 – Explainability: ipynb/colab

Citation

@book{prince2023understanding,
author=”Simon J.D. Prince”,
title=”Understanding Deep Learning”,
publisher=”MIT Press”,
year=2023,
url=”http://udlbook.com”
}

>>> Read full article>>>
Copyright for syndicated content belongs to the linked Source : Hacker News – https://udlbook.github.io/udlbook/

Tags: learningtechnologyUnderstanding
Previous Post

Bjarne Stroustrup Quotes

Next Post

Svix (YC W21) Is Hiring a Tech Lead (US Remote)

Cognizant Technology Solutions Corp (CTSH) Q2 2025 Earnings Call Highlights: Strong Revenue … – Yahoo.co

Cognizant Q2 2025 Earnings: Impressive Revenue Growth and Key Takeaways

July 31, 2025
Pirates deal Ke’Bryan Hayes to Reds for reliever, prospect – altoonamirror.com

Pirates deal Ke’Bryan Hayes to Reds for reliever, prospect – altoonamirror.com

July 31, 2025
Experts at St. Olaf: Minnesota birds and their connection to local habitats – St. Olaf College

Uncover the Secrets of How Minnesota Birds Thrive in Their Natural Habitats

July 31, 2025
New Mexico Museum of Natural History and Science set to close for 7 months – KOB.com

New Mexico Museum of Natural History and Science set to close for 7 months – KOB.com

July 31, 2025
Scientists Say New Government Climate Report Twists Their Work – WIRED

Scientists Warn New Government Climate Report Misrepresents Their Findings

July 31, 2025

Structured Lifestyle Program Boosts Cognitive Gains in At-Risk Individuals Compared to Self-Guided Approaches

July 30, 2025
Timelapse Shows New Mega Port at World’s Biggest Construction Site – Newsweek

Timelapse Shows New Mega Port at World’s Biggest Construction Site – Newsweek

July 30, 2025
CBS News poll finds economy views improve slightly but outlook clouded by concern about price increases – CBS News

CBS News poll finds economy views improve slightly but outlook clouded by concern about price increases – CBS News

July 30, 2025

That’s (Political) Entertainment: When Theatre Meets Politics

July 30, 2025
Medicare and Medicaid: 60 Years of Health Care Reform – Medicare Rights Center

Medicare and Medicaid: Celebrating 60 Years of Transforming Health Care

July 30, 2025

Categories

Archives

July 2025
MTWTFSS
 123456
78910111213
14151617181920
21222324252627
28293031 
« Jun    
Earth-News.info

The Earth News is an independent English-language daily published Website from all around the World News

Browse by Category

  • Business (20,132)
  • Ecology (746)
  • Economy (771)
  • Entertainment (21,651)
  • General (16,200)
  • Health (9,808)
  • Lifestyle (779)
  • News (22,149)
  • People (773)
  • Politics (780)
  • Science (15,984)
  • Sports (21,269)
  • Technology (15,751)
  • World (754)

Recent News

Cognizant Technology Solutions Corp (CTSH) Q2 2025 Earnings Call Highlights: Strong Revenue … – Yahoo.co

Cognizant Q2 2025 Earnings: Impressive Revenue Growth and Key Takeaways

July 31, 2025
Pirates deal Ke’Bryan Hayes to Reds for reliever, prospect – altoonamirror.com

Pirates deal Ke’Bryan Hayes to Reds for reliever, prospect – altoonamirror.com

July 31, 2025
  • About
  • Advertise
  • Privacy & Policy
  • Contact

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

Go to mobile version