* . *
  • About
  • Advertise
  • Privacy & Policy
  • Contact
Wednesday, May 14, 2025
Earth-News
  • Home
  • Business
  • Entertainment
    Downtown Frederick Partnership announces Alive@Five season lineup – The Frederick News-Post

    Get Ready for Fun: Downtown Frederick’s Exciting Alive@Five Season Lineup Revealed!

    ‘American Idol’ Top 3 revealed as 2 contestants eliminated: Who advanced to the Season 23 finale? – Yahoo

    ‘American Idol’ Top 3 revealed as 2 contestants eliminated: Who advanced to the Season 23 finale? – Yahoo

    60,000 Fans Caused a Small Earthquake Because of One Famous Rock Song – Yahoo

    How 60,000 Fans Rocked the Ground with One Iconic Song!

    Dan Spilo Out at Industry Entertainment After Incident on Set of Alan Ritchson Movie (Exclusive) – The Hollywood Reporter

    Dan Spilo Exits Industry Entertainment Following Controversial Incident on Set of Alan Ritchson Film

    John Legend Says He’s Shocked by Ye’s ‘Descent’ Into ‘Antisemitism’ and ‘Anti-Blackness’ – Yahoo

    John Legend Expresses Shock Over Ye’s Troubling Descent into Antisemitism and Anti-Blackness

    Free Flowin’ Fest brings entertainment to Pascagoula’s Beach Park – WLOX

    Experience the Excitement: Free Flowin’ Fest Lights Up Pascagoula’s Beach Park!

  • 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
    Bridger Photonics Appoints Ryan Sullivan as Chief Technology Officer to Accelerate New Era of Data Insights – Business Wire

    Bridger Photonics Welcomes Ryan Sullivan as CTO to Propel Data Insights into a New Era!

    Michigan Public Policy Survey suggests uncertainty among local officials on AI police surveillance technology – The Michigan Daily

    Local Officials Grapple with Uncertainty Over AI Surveillance Technology in Policing

    Trump Media & Technology Group: When Politics Gets A Ticker Symbol (NASDAQ:DJT) – Seeking Alpha

    Trump Media & Technology Group: When Politics Gets A Ticker Symbol (NASDAQ:DJT) – Seeking Alpha

    GenTech offers coding, AI lessons for elementary students – KTAR.com

    GenTech offers coding, AI lessons for elementary students – KTAR.com

    Arkansas Tech Univeristy-Ozark collision repair technology program re-accredited – Northwest Arkansas Democrat-Gazette

    Arkansas Tech University-Ozark’s Collision Repair Technology Program Earns Re-Accreditation!

    Top Chief Technology Officers to Watch in 2025: SMX’s Anthony Vultaggio – WashingtonExec

    Top Chief Technology Officers to Watch in 2025: SMX’s Anthony Vultaggio – WashingtonExec

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
  • Home
  • Business
  • Entertainment
    Downtown Frederick Partnership announces Alive@Five season lineup – The Frederick News-Post

    Get Ready for Fun: Downtown Frederick’s Exciting Alive@Five Season Lineup Revealed!

    ‘American Idol’ Top 3 revealed as 2 contestants eliminated: Who advanced to the Season 23 finale? – Yahoo

    ‘American Idol’ Top 3 revealed as 2 contestants eliminated: Who advanced to the Season 23 finale? – Yahoo

    60,000 Fans Caused a Small Earthquake Because of One Famous Rock Song – Yahoo

    How 60,000 Fans Rocked the Ground with One Iconic Song!

    Dan Spilo Out at Industry Entertainment After Incident on Set of Alan Ritchson Movie (Exclusive) – The Hollywood Reporter

    Dan Spilo Exits Industry Entertainment Following Controversial Incident on Set of Alan Ritchson Film

    John Legend Says He’s Shocked by Ye’s ‘Descent’ Into ‘Antisemitism’ and ‘Anti-Blackness’ – Yahoo

    John Legend Expresses Shock Over Ye’s Troubling Descent into Antisemitism and Anti-Blackness

    Free Flowin’ Fest brings entertainment to Pascagoula’s Beach Park – WLOX

    Experience the Excitement: Free Flowin’ Fest Lights Up Pascagoula’s Beach Park!

  • 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
    Bridger Photonics Appoints Ryan Sullivan as Chief Technology Officer to Accelerate New Era of Data Insights – Business Wire

    Bridger Photonics Welcomes Ryan Sullivan as CTO to Propel Data Insights into a New Era!

    Michigan Public Policy Survey suggests uncertainty among local officials on AI police surveillance technology – The Michigan Daily

    Local Officials Grapple with Uncertainty Over AI Surveillance Technology in Policing

    Trump Media & Technology Group: When Politics Gets A Ticker Symbol (NASDAQ:DJT) – Seeking Alpha

    Trump Media & Technology Group: When Politics Gets A Ticker Symbol (NASDAQ:DJT) – Seeking Alpha

    GenTech offers coding, AI lessons for elementary students – KTAR.com

    GenTech offers coding, AI lessons for elementary students – KTAR.com

    Arkansas Tech Univeristy-Ozark collision repair technology program re-accredited – Northwest Arkansas Democrat-Gazette

    Arkansas Tech University-Ozark’s Collision Repair Technology Program Earns Re-Accreditation!

    Top Chief Technology Officers to Watch in 2025: SMX’s Anthony Vultaggio – WashingtonExec

    Top Chief Technology Officers to Watch in 2025: SMX’s Anthony Vultaggio – WashingtonExec

    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)

Summit County health department braces for federal cuts, amount uncertain – KPCW

Summit County health department braces for federal cuts, amount uncertain – KPCW

May 14, 2025
Trump’s Middle East trip: President plans to lift Syria sanctions as he touts Saudi Arabia deals – CNN

Trump’s Middle East trip: President plans to lift Syria sanctions as he touts Saudi Arabia deals – CNN

May 13, 2025
Bridger Photonics Appoints Ryan Sullivan as Chief Technology Officer to Accelerate New Era of Data Insights – Business Wire

Bridger Photonics Welcomes Ryan Sullivan as CTO to Propel Data Insights into a New Era!

May 13, 2025
Attention to men’s professional sports still outpaces women’s, but there is closer parity for college sports – AP-NORC

Men’s Professional Sports Still Lead the Spotlight, But College Athletics Show Signs of Growing Parity

May 13, 2025
State lays out plan to tackle impacts of climate change in Washington – Department of Ecology – State of Washington (.gov)

Washington’s Bold Strategy to Combat Climate Change and Protect Our Future

May 13, 2025
The American brain drain has arrived. Just ask these scientists. – Business Insider

America’s Brain Drain: Insights from Leading Scientists

May 13, 2025
Class of 2025: Sophie Laman aimed straight for VCU’s forensic science program – VCU News

Class of 2025: Sophie Laman aimed straight for VCU’s forensic science program – VCU News

May 13, 2025
Lifestyle Diseases: Speed up implementation of front-of-pack labelling – Government urged – Africa Science News

Lifestyle Diseases: Speed up implementation of front-of-pack labelling – Government urged – Africa Science News

May 13, 2025
Climate crisis threatens the banana, the world’s most popular fruit, research shows – The Guardian

Climate crisis threatens the banana, the world’s most popular fruit, research shows – The Guardian

May 13, 2025
European economist says Russia’s economy is strained due to the Ukraine war and sanctions – Alton Telegraph

How the Ukraine War and Sanctions Are Straining Russia’s Economy

May 13, 2025

Categories

Archives

May 2025
MTWTFSS
 1234
567891011
12131415161718
19202122232425
262728293031 
« Apr    
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 (606)
  • Economy (617)
  • Entertainment (21,530)
  • General (15,214)
  • Health (9,661)
  • Lifestyle (623)
  • News (22,149)
  • People (620)
  • Politics (625)
  • Science (15,840)
  • Sports (21,128)
  • Technology (15,609)
  • World (608)

Recent News

Summit County health department braces for federal cuts, amount uncertain – KPCW

Summit County health department braces for federal cuts, amount uncertain – KPCW

May 14, 2025
Trump’s Middle East trip: President plans to lift Syria sanctions as he touts Saudi Arabia deals – CNN

Trump’s Middle East trip: President plans to lift Syria sanctions as he touts Saudi Arabia deals – CNN

May 13, 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