Open source guides/codes for mastering deep learning to deploying deep learning in production in PyTorch, Python, C++ and more.

Last update: Dec 28, 2022

Overview

Deep Learning Materials by Deep Learning Wizard

Start Learning Now

Please head to www.deeplearningwizard.com to start learning! It is mobile/tablet friendly and open-source.

Repository Details

This repository contains all the notebooks and mkdocs markdown files of the tutorials covering machine learning, deep learning, scalable database, programming, data processing and data visualization powering the website.

Take note this is an early work in progress, do be patient as we gradually upload our guides.

Sections and Subsections

CPU to GPU Production-level Pipeline for AI

At Deep Learning Wizard, we cover the basics of some parts of the whole tech stack for production-level CPU/GPU-powered AI.

This AI pipeline is entirely based on open-source distributions.

This stack would get you started, and enable you to adjust the stack according to your needs.

About Deep Learning Wizard

We deploy a top-down approach that enables you to grasp deep learning theories and code easily and quickly. We have open-sourced all our materials through our Deep Learning Wizard Wikipedia. For visual learners, feel free to sign up for our video course and join thousands of deep learning wizards.

To this date, we have taught thousands of students across more than 120+ countries.

Contribution

We are openly calling people to contribute to this repository for errors. Feel free to create a pull request.

Main Contributor

Ritchie Ng

Editors and Supporters

Bugs and Improvements

Feel free to report bugs and improvements via issues. Or just simply try to pull to make any improvements/corrections.

Social Media

Citation

If you find the materials useful, like the diagrams or content, feel free to cite this repository.

Comments

Update rapids_cudf.ipynb to work with new RAPIDS-Colab installation script

updated installation of RAPIDS in deep learning tutorial so that it works with new colab script

Solves: https://github.com/ritchieng/deep-learning-wizard/issues/9

opened by taureandyernv 5
chore(deps-dev): bump electron from 13.6.6 to 15.5.5 in /docs/programming/electron/app
Bumps electron from 13.6.6 to 15.5.5.

Release notes

Sourced from electron's releases.

electron v15.5.5

Release Notes for v15.5.5

Other Changes

Backported fix for CVE-2022-1482. #34040

Backported fix for CVE-2022-1483. #34009

Backported fix for CVE-2022-1497. #34075

electron v15.5.4

Release Notes for v15.5.4

Other Changes

Backported fix for CVE-2022-1138. #33682

Backported fix for CVE-2022-1478. #34045

Backported fix for CVE-2022-1479. #34037

Backported fix for CVE-2022-1480. #34019

Backported fix for CVE-2022-1492. #34051

electron v15.5.3

Release Notes for v15.5.3

Fixes

Fixed a network service crash that could occur when using setCertificateVerifyProc. #33256 (Also in 16, 17, 18)

shell.openExternal() now reports more detailed errors on Windows. #33656 (Also in 16, 17, 18, 19)

Other Changes

Backported fix for CVE-2022-1134. #33763

Backported fix for CVE-2022-1305. #33860

Backported fix for CVE-2022-1310. #33831

Backported fix for CVE-2022-1314. #33884

Backported fix for CVE-2022-1364. #33836

Backported fix for chromium:1286816. #33679

Backported fix for chromium:1291482. #33676

Backported fix for chromium:1310761. #33856

Security: backported fix for CVE-2022-0116 and CVE-2022-1306. #33852

Security: backported fix for CVE-2022-23308. #33670

Security: backported fix for chromium:1280743. #33715

Security: backported fix for chromium:1280852. #33673

electron v15.5.2

Release Notes for v15.5.2

Fixes

Fixed behavior of BrowserWindow.maximize on macOS for not shown windows. #33523 (Also in 16, 18)

Other Changes

... (truncated)

Commits

f988853 Bump v15.5.5

8bc25e8 build: change upload-to-s3 vars to upload-to-storage (#34142)

a8f8b50 build: use azure function to hash assets instead of lambda (#34119)

eb320cb build: stop uploading assets to S3 (#34112)

37eab5c chore: cherry-pick 5be8e065f43e from chromium (#34040)

fc91202 chore: cherry-pick 5361d836ae from chromium (#34009)

6aa0609 chore: cherry-pick 6b66a45021 from chromium (#34075)

620d615 test: fix nativeModulesEnabled in spec/webview-spec.js (#34063)

ec7baba Bump v15.5.4

f8ba4d6 chore: cherry-pick d27d9d059b51 from angle (#34045)

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dependencies
opened by dependabot[bot] 1
RAPIDS-Colab based tutorial installation is out of date

Hey! First, thanks for using our RAPIDS Colab Script!

Second, we upgraded our installation script to a more reliable and comprehensive installation. Consequently, the installation in your tutorial is out of date.
The new installation template can be found here. https://colab.research.google.com/drive/1TAAi_szMfWqRfHVfjGSqnGVLr_ztzUM9#scrollTo=CtNdk7PSafKP

someone had opened a Stack Overflow on this: https://stackoverflow.com/questions/69407234/not-able-to-install-cudf-cupy-and-cuml-into-colab-with-rapids-ai-version-21-08/69439613#69439613

opened by taureandyernv 1
chore(deps): bump lodash from 4.17.15 to 4.17.20 in /docs/programming/electron/app
Bumps lodash from 4.17.15 to 4.17.20.

Commits

ded9bc6 Bump to v4.17.20.

63150ef Documentation fixes.

00f0f62 test.js: Remove trailing comma.

846e434 Temporarily use a custom fork of lodash-cli.

5d046f3 Re-enable Travis tests on 4.17 branch.

aa816b3 Remove /npm-package.

d7fbc52 Bump to v4.17.19

2e1c0f2 Add npm-package

1b6c282 Bump to v4.17.18

a370ac8 Bump to v4.17.17

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Maintainer changes

This version was pushed to npm by bnjmnt4n, a new releaser for lodash since your current version.

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dependencies
opened by dependabot[bot] 1
chore(deps): bump ini from 1.3.5 to 1.3.7 in /docs/programming/electron/app
Bumps ini from 1.3.5 to 1.3.7.

Commits

c74c8af 1.3.7

024b8b5 update deps, add linting

032fbaf Use Object.create(null) to avoid default object property hazards

2da9039 1.3.6

cfea636 better git push script, before publish instead of after

56d2805 do not allow invalid hazardous string as section name

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Maintainer changes

This version was pushed to npm by isaacs, a new releaser for ini since your current version.

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dependencies
opened by dependabot[bot] 1
Update RAPIDS-colab tutorial to faster, easier pip install

Based on https://colab.research.google.com/drive/13sspqiEZwso4NYTbsflpPyNFaVAAxUgr, RAPIDS now has a much faster and cleaner pip install, compared to conda. We'll be adding further packages, but if you need cuxfilter, cusignal, or cuspatial, you can use the older conda install.

@ritchieng

opened by taureandyernv 0
chore(deps): bump got and electron in /docs/programming/electron/app
Bumps got to 11.8.6 and updates ancestor dependency electron. These dependencies need to be updated together.

Updates got from 9.6.0 to 11.8.6

Release notes

Sourced from got's releases.

v11.8.6

Destroy request object after successful response

https://github.com/sindresorhus/got/compare/v11.8.5...v11.8.6

v11.8.5

Backport security fix https://github.com/sindresorhus/got/commit/861ccd9ac2237df762a9e2beed7edd88c60782dc

CVE-2022-33987

https://github.com/sindresorhus/got/compare/v11.8.4...v11.8.5

v11.8.3

Bump cacheable-request dependency (#1921) 9463bb6

Fix HTTPError missing .code property (#1739) 0e167b8

https://github.com/sindresorhus/got/compare/v11.8.2...v11.8.3

v11.8.2

Make the dnsCache option lazy (#1529) 3bd245f This slightly improves Got startup performance and fixes an issue with Jest.

https://github.com/sindresorhus/got/compare/v11.8.1...v11.8.2

v11.8.1

Do not throw on custom stack traces (#1491) 4c815c3a609eb74d0eb139414d9996b4f65dc3c0

v11.8.0

Fix for sending files with size 0 on stat (#1488) 7acd380

beforeRetry allows stream body if different from original (#1501) 3dd2273

Set default value for an options object (#1495) 390b145

https://github.com/sindresorhus/got/compare/v11.7.0...v11.8.0

v11.7.0

Improvements

Add pfx HTTPS option (#1364) c33df7f

Update body after beforeRequest (#1453) e1c1844

Don't allocate buffer twice (#1403) 7bc69d9

Fixes

Fix a regression where body was sent after redirect 88b32ea

Fix destructure error on promise.json() c97ce7c

Do not ignore userinfo on a redirect to the same origin 52de13b

https://github.com/sindresorhus/got/compare/v11.6.2...v11.7.0

v11.6.2

Bug fixes

... (truncated)

Commits

2b1482c 11.8.6

2d1497e Destroy request object after successful response (#2187)

5e17bb7 11.8.5

bce8ce7 Backport 861ccd9ac2237df762a9e2beed7edd88c60782dc

8ced192 Fix build

670eb04 11.8.4

20f29fe Backport #1543: Initialize globalResponse in case of ignored HTTPError (#2017)

0da732f 11.8.3

9463bb6 Bump cacheable-request dependency (#1921)

0e167b8 HTTPError code set to 'HTTPError' #1711 (#1739)

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Updates electron from 18.3.7 to 22.0.0

Release notes

Sourced from electron's releases.

electron v22.0.0

Release Notes for v22.0.0

Stack Upgrades

Chromium 108.0.5359.62.

New in 108

New in 107

Node v16.17.1.

v16.17.1 release notes

v16.17.0 release notes

V8 v10.8

Breaking Changes

Added WebContents input-event event.

Deprecated BrowserWindow scroll-touch-* events. #35531

The deprecated new-window event has been removed. #34526

Features

Added LoadBrowserProcessSpecificV8Snapshot as a new fuse that will let the main/browser process load its v8 snapshot from a file at browser_v8_context_snapshot.bin. Any other process will use the same path as is used today. #35266 (Also in 20, 21)

Added WebContents.opener to access window opener.

Added webContents.fromFrame(frame) to get the WebContents corresponding to a WebFrameMain instance. #35140 (Also in 21)

Added app.getSystemLocale() method. #35697 (Also in 21)

Added contextBridge.exposeInIsolatedWorld(worldId, key, api) to expose an API to an isolatedWorld within a renderer from a preload script. #34974

Added webContents.close() method. #35509

Added webFrameMain.origin. #35438 (Also in 19, 20, 21)

Added an app.getPreferredSystemLanguages() API to return the user's system languages. #36291 (Also in 21)

Added new UtilityProcess API to launch chromium child process with node integration. #36089

Added new WebContents event content-bounds-updated. #35533

Added new WebContents.ipc and WebFrameMain.ipc APIs. #34959 (Also in 21)

Added support for Web Bluetooth pin pairing on Linux and Windows. #35416 (Also in 21)

Added support for navigator.mediaDevices.getDisplayMedia via a new session handler, ses.setDisplayMediaRequestHandler. #30702

Added support for serialPort.forget() as well as a new event serial-port-revoked emitted when a given origin is revoked. #36062

Fixes

Added support for Webauthn discoverable keys (aka resident keys), allowing users to authenticate without first having to select or type a username. #35374

Enable crashpad for ELECTRON_RUN_AS_NODE processes on linux. #36483

Fixed click event and tooltip of Tray not working on Linux. #36472

Fixed an issue where frameless non-resizable windows showed a Windows 7 frame during startup. #36024

Fixed an issue with incomplete EventEmitter object in sandboxed renderer preload script. #35522

Fixed race condition during update on macOS that could result in TCC and Keychain errors. #36362

Removed unneeded --turbo-profiling-input argument from mksnapshot_args. #36463

Also in earlier versions...

Added a background to the WCO container to avoid rendering glitches. #35569 (Also in 19, 20, 21)

Added support for Windows drop-down dialog extensions. #35618 (Also in 18, 19, 20, 21)

Default margin has been added in the code. #36073 (Also in 21)

Enable WCO maximize button when window enters tablet mode and is not already maximized. #35617 (Also in 19, 20, 21)

Fixed uv_os_gethostname failing on Windows 7. #35702 (Also in 19, 20, 21)

... (truncated)

Commits

71941e7 chore: bump chromium to 108.0.5359.62 (22-x-y) (#36478)

8d9a964 fix: enable crashpad for ELECTRON_RUN_AS_NODE processes (#36483)

e879e2f build(deps): bump minimatch from 3.0.4 to 3.0.8 (#36468)

4989994 fix: reimplement Tray with StatusIconLinuxDbus on Linux (#36472)

ccc5a7a fix: remove unneeded --turbo-profiling-input arg from mksnapshot_args… (#36463)

6338350 chore: cherry-pick 7196a42b42ce from chromium (#36458)

1601265 docs: add missing event-emitter link to utility-process docs (#36433)

02eef17 chore: fix dangling promise in npm install (#36398)

17d712e build: force ninja binary to the right arch after src cache restore (#36404)

5085ac7 chore: bump chromium to 108.0.5359.48 (22-x-y) (#36388)

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dependencies
opened by dependabot[bot] 0
chore(deps-dev): bump electron from 13.6.6 to 18.3.7 in /docs/programming/electron/app
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dependencies
opened by dependabot[bot] 0
chore(deps-dev): bump electron from 11.5.0 to 13.6.6 in /docs/programming/electron/app
Bumps electron from 11.5.0 to 13.6.6.

Release notes

Sourced from electron's releases.

electron v13.6.6

Release Notes for v13.6.6

Fixes

Fixed a JavaScript exception from webContents if render frame was disposed in WebFrameMain, resets the value of render_frame_disposed_ after updating render frame host. #32130 (Also in 14, 15, 16)

No Notes. #32241 (Also in 14, 15, 16, 17)

Other Changes

Backported fix for CVE-2021-4056. #32237

Backported fix for CVE-2021-4057. #32234

Backported fix for CVE-2021-4102. #32194

electron v13.6.3

Release Notes for v13.6.3

Fixes

Fixed window frame glitch when calling setContentProtection. #31829 (Also in 14, 15, 16)

Generate valid config.gypi file in Node.js headers. #31989 (Also in 14, 15, 16)

Other Changes

Backported fix for CVE-2021-38005. #31921

Backported fix for CVE-2021-38007. #31912

Backported fix for CVE-2021-38011. #31901

electron v13.6.2

Release Notes for v13.6.2

Fixes

Fixed an issue where Content-Disposition filenames would be incorrectly truncated at the first comma for a filename attachment which contained one. #31691 (Also in 14, 15, 16)

Fixed an issue which caused print settings to not work properly when printing silently. #31618 (Also in 14, 15, 16)

Other Changes

Backported fix for CVE-2021-37998. #31678

Backported fix for CVE-2021-38001. #31673

Backported fix for CVE-2021-38002. #31671

Backported fix for CVE-2021-38003. #31665

Backported fix for chromium:1252858. #31682

electron v13.6.1

Release Notes for v13.6.1

Fixes

Fixed an issue where MediaMetadata did not work properly. #31532 (Also in 14, 15, 16)

Fixed black window when screen capturing a content-protected BrowserWindow on Windows 10. #31550 (Also in 14, 15, 16)

Other Changes

... (truncated)

Commits

776ee48 Bump v13.6.6

8283f19 fix: reset render_frame_disposed_ after render frame host change (#32130)

316f0bc chore: cherry-pick 2b978fb482 from chromium (#32234)

9b94d70 chore: cherry-pick 04a58fedd5 from v8 (#32237)

ab94340 fix: check for single bluetooth listener (#32241)

ca112e2 chore: cherry-pick 418c276ef228 from v8 (#32194)

fd4b311 Bump v13.6.5

a22cfb6 Bump v13.6.4

bc66991 Revert "Bump v13.6.4" (#32229)

4067ec6 Bump v13.6.4

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dependencies
opened by dependabot[bot] 0
chore(deps): bump minimist from 1.2.5 to 1.2.6 in /docs/programming/electron/app
Bumps minimist from 1.2.5 to 1.2.6.

Commits

7efb22a 1.2.6

ef88b93 security notice for additional prototype pollution issue

c2b9819 isConstructorOrProto adapted from PR

bc8ecee test from prototype pollution PR

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dependencies
opened by dependabot[bot] 0
chore(deps-dev): bump electron from 9.4.0 to 11.5.0 in /docs/programming/electron/app
Bumps electron from 9.4.0 to 11.5.0.

Release notes

Sourced from electron's releases.

electron v11.5.0

Release Notes for v11.5.0

Other Changes

Security: Backported fix for 1227933. #30614 (Also in 12)

Security: Backported fix for 1231134. #30761

Security: Backported fix for 1233564. #30755

Security: Backported fix for 1234009. #30751

Security: Backported fix for 1234764. #30659 (Also in 12)

End of Support for 11.x.y

Electron 11.x.y has reached end-of-support as per the project's support policy. Developers and applications are encouraged to upgrade to a newer version of Electron.

electron v11.4.12

Release Notes for v11.4.12

Fixes

Security: backported fix for https://crbug.com/1204814. #30399

electron v11.4.11

Release Notes for v11.4.11

Other Changes

Security: backported fix for 1205059,1196302. #30267

Security: backported fix for CVE-2021-30541. #30200

Security: backported fix for CVE-2021-30560. #30183

Security: backported fix for CVE-2021-30562. #30196

Security: backported fix for CVE-2021-30563. #30199

Security: backported fix for CVE-2021-30568. #30228

Security: backported fix for CVE-2021-30569. #30296

Security: backported fix for CVE-2021-30572. #30262

Security: backported fix for CVE-2021-30573. #30253

electron v11.4.10

Release Notes for v11.4.10

Other Changes

Backported fix for chromium:1211215. #29785

Security: backported fix for CVE-2021-30522. #29879

Security: backported fix for CVE-2021-30523. #29877

Security: backported fix for CVE-2021-30547. #29790

Security: backported fix for CVE-2021-30553. #29819

Security: backported fix for CVE-2021-30554. #29823

Security: backported fix for chromium:1194689. #29817

Security: backported fix for chromium:1209558. #29815

... (truncated)

Commits

3d0705d Bump v11.5.0

04995cd chore: cherry-pick fix for 1231134 from chromium (#30761)

b0085b1 chore: cherry-pick fix for 1234009 from chromium (#30751)

7576621 chore: cherry-pick fix for 1233564 from chromium (#30755)

de5a1d1 chore: cherry-pick fix for 1234764 from v8 (#30659)

585eea3 fix: remove ipc wrapper for nativeImage.createThumbnailFromPath (#30738)

5dbcb9f chore: cherry-pick fix for 1227933 from chromium (#30614)

2502e28 Bump v11.4.12

4e4ab9d ci: update git on CI machines (#30526) (#30573)

cb5c9b8 Revert "Bump v11.4.12"

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dependencies
opened by dependabot[bot] 0
Question on rendering special effects with Markdown files

Thanks for making such a great collection of tutorials open source, Ritchie!

I am not raising a bug but instead have a genuine question on how you managed to render appealing effects like the following with your Markdown files. I tried pasting the same Markdown code, but didnt get the effect. Curious to know the magic that you did to make it happens!

opened by riven314 0

Releases(v1.0.1)

v1.0.1(Apr 18, 2019)
Highlights

Stable releases for deep learning tutorials. And initial launch of deep reinforcement learning, scalable database and programming tutorials.

Stable Sections and Subsections

Deep Learning and Deep Reinforcement Learning Tutorials (Libraries: Python, PyTorch, Gym, NumPy and Matplotlib)

Course Progression

Matrices

Gradients

Linear Regression

Logistic Regression

Feedforward Neural Network

Convolutional Neural Network (CNN)

Recurrent Neural Network (RNN)

Long Short-Term Memory (LSTM) network

Derivative, Gradient and Jacobian

Forwardpropagation, Backpropagation and Gradient Descent

Learning Rate Scheduling

Optimization Algorithms

Weight Initialization and Activation Functions

Supervised to Reinforcement Learning

Markov Decision Processes and Bellman Equations

Dynamic Programming

Programming Tutorials (Libraries: C++, Python, Bash and more)

C++

Scalable Database Tutorials (Libraries: Apache Cassandra, Bash and Python)

Apache Cassandra Cluster Setup

Source code(tar.gz)
Source code(zip)
v1.0.0(Nov 8, 2018)
About This Release

After careful deliberation, I have decided to gradually open-source our written deep learning materials that I have used to teach more than 3000 students worldwide across 120 countries through my video course, Practical Deep Learning with Pytorch.

As this is a very new effort to open-source my materials, it's still a work-in-progress. Please bear with me while I clean it up.

This repository powers the main open-source Deep Learning Wizard website www.deeplearningwizard.com and contains the materials for the following topics.

Topics Covered

PyTorch Fundamentals - Matrices

PyTorch Fundamentals - Gradients

PyTorch Fundamentals - Linear Regression

PyTorch Fundamentals - Logistic Regression

PyTorch Fundamentals - Feedforward Neural Network

Always Latest PyTorch Version

We always provide the latest PyTorch version (currently 0.4 or 1.0 pre-release) so that you will be learning up-to-date code!

About Deep Learning Wizard

We deploy a top-down approach that enables you to grasp deep learning theories and code easily and quickly. We have open-sourced all our materials through our Deep Learning Wizard Wikipedia. For visual learners, feel free to sign up for our video course and join over 2300 deep learning wizards.

To this date, we have taught thousands of students across more than 120+ countries from students as young as 15 to postgraduates and professionals in leading MNCs and research institutions around the world.

Contribution

We are openly calling people to contribute to this repository for errors. Feel free to create a pull request.
Source code(tar.gz)
Source code(zip)

Owner

Ritchie Ng

About: ritchieng.live • Notes: ritchieng.com • Guides: deeplearningwizard.com

GitHub Repository https://www.deeplearningwizard.com/

PyTorch Implementation of Fully Convolutional Networks. (Training code to reproduce the original result is available.)

pytorch-fcn PyTorch implementation of Fully Convolutional Networks. Requirements pytorch = 0.2.0 torchvision = 0.1.8 fcn = 6.1.5 Pillow scipy tqdm

1.6k Jan 04, 2023

PyTorch tutorials.

PyTorch Tutorials All the tutorials are now presented as sphinx style documentation at: https://pytorch.org/tutorials Contributing We use sphinx-galle

6.6k Jan 02, 2023

A scalable template for PyTorch projects, with examples in Image Segmentation, Object classification, GANs and Reinforcement Learning.

PyTorch Project Template is being sponsored by the following tool; please help to support us by taking a look and signing up to a free trial PyTorch P

740 Dec 23, 2022

This is a gentle introductin on how to start using an awesome library called Weights and Biases.

🪄 W&B Minimal PyTorch Tutorial This tutorial is also accompanied with a PyTorch source code, it can be found in src folder. Furthermore, all plots an

8 Aug 20, 2022

Open source guides/codes for mastering deep learning to deploying deep learning in production in PyTorch, Python, C++ and more.

Deep Learning Materials by Deep Learning Wizard Start Learning Now Please head to www.deeplearningwizard.com to start learning! It is mobile/tablet fr

572 Dec 28, 2022

Open source guides/codes for mastering deep learning to deploying deep learning in production in PyTorch, Python, C++ and more.

Related tags

Overview

Deep Learning Materials by Deep Learning Wizard

Start Learning Now

Repository Details

Sections and Subsections

CPU to GPU Production-level Pipeline for AI

About Deep Learning Wizard

Contribution

Main Contributor

Editors and Supporters

Bugs and Improvements

Social Media

Citation

Comments

electron v15.5.5

Release Notes for v15.5.5

Other Changes

electron v15.5.4

Release Notes for v15.5.4

Other Changes

electron v15.5.3

Release Notes for v15.5.3

Fixes

Other Changes

electron v15.5.2

Release Notes for v15.5.2

Fixes

Other Changes

v11.8.6

v11.8.5

v11.8.3

v11.8.2

v11.8.1

v11.8.0

v11.7.0

Improvements

Fixes

v11.6.2

Bug fixes

electron v22.0.0

Release Notes for v22.0.0

Stack Upgrades

Breaking Changes

Features

Fixes

Also in earlier versions...

electron v13.6.6

Release Notes for v13.6.6

Fixes

Other Changes

electron v13.6.3

Release Notes for v13.6.3

Fixes

Other Changes

electron v13.6.2

Release Notes for v13.6.2

Fixes

Other Changes

electron v13.6.1

Release Notes for v13.6.1

Fixes

Other Changes

electron v11.5.0

Release Notes for v11.5.0

Other Changes

End of Support for 11.x.y

electron v11.4.12

Release Notes for v11.4.12

Fixes

electron v11.4.11

Release Notes for v11.4.11

Other Changes

electron v11.4.10

Release Notes for v11.4.10

Other Changes

Releases(v1.0.1)

v1.0.1(Apr 18, 2019)

Highlights