Azure Cloud Advocates at Microsoft are pleased to offer a 12-week, 24-lesson curriculum all about Machine Learning

Last update: Jan 4, 2023

Overview

Machine Learning for Beginners - A Curriculum

🌍 Travel around the world as we explore Machine Learning by means of world cultures 🌍

Azure Cloud Advocates at Microsoft are pleased to offer a 12-week, 24-lesson curriculum all about Machine Learning. In this curriculum, you will learn about what is sometimes called classic machine learning, using primarily Scikit-learn as a library and avoiding deep learning, which is covered in our forthcoming 'AI for Beginners' curriculum. Pair these lessons with our forthcoming 'Data Science for Beginners' curriculum, as well!

Travel with us around the world as we apply these classic techniques to data from many areas of the world. Each lesson includes pre- and post-lesson quizzes, written instructions to complete the lesson, a solution, an assignment and more. Our project-based pedagogy allows you to learn while building, a proven way for new skills to 'stick'.

✍️ Hearty thanks to our authors Jen Looper, Stephen Howell, Francesca Lazzeri, Tomomi Imura, Cassie Breviu, Dmitry Soshnikov, Chris Noring, Ornella Altunyan, and Amy Boyd

🎨 Thanks as well to our illustrators Tomomi Imura, Dasani Madipalli, and Jen Looper

🙏 Special thanks 🙏 to our Microsoft Student Ambassador authors, reviewers and content contributors, notably Rishit Dagli, Muhammad Sakib Khan Inan, Rohan Raj, Alexandru Petrescu, Abhishek Jaiswal, Nawrin Tabassum, Ioan Samuila, and Snigdha Agarwal

Getting Started

Students, to use this curriculum, fork the entire repo to your own GitHub account and complete the exercises on your own or with a group:

Start with a pre-lecture quiz
Read the lecture and complete the activities, pausing and reflecting at each knowledge check.
Try to create the projects by comprehending the lessons rather than running the solution code; however that code is available in the /solution folders in each project-oriented lesson.
Take the post-lecture quiz
Complete the challenge
Complete the assignment
After completing a lesson group, visit the Discussion board and "learn out loud" by filling out the appropriate PAT rubric. A 'PAT' is a Progress Assessment Tool that is a rubric you fill out to further your learning. You can also react to other PATs so we can learn together.

For further study, we recommend following these Microsoft Learn modules and learning paths.

Teachers, we have included some suggestions on how to use this curriculum.

Meet the Team

🎥 Click the image above for a video about the project and the folks who created it!

Pedagogy

We have chosen two pedagogical tenets while building this curriculum: ensuring that it is hands-on project-based and that it includes frequent quizzes. In addition, this curriculum has a common theme to give it cohesion.

By ensuring that the content aligns with projects, the process is made more engaging for students and retention of concepts will be augmented. In addition, a low-stakes quiz before a class sets the intention of the student towards learning a topic, while a second quiz after class ensures further retention. This curriculum was designed to be flexible and fun and can be taken in whole or in part. The projects start small and become increasingly complex by the end of the 12 week cycle. This curriculum also includes a postscript on real-world applications of ML, which can be used as extra credit or as a basis for discussion.

Find our Code of Conduct, Contributing, and Translation guidelines. We welcome your constructive feedback!

Each lesson includes:

optional sketchnote
optional supplemental video
pre-lecture warmup quiz
written lesson
for project-based lessons, step-by-step guides on how to build the project
knowledge checks
a challenge
supplemental reading
assignment
post-lecture quiz

A note about quizzes: All quizzes are contained in this app, for 50 total quizzes of three questions each. They are linked from within the lessons but the quiz app can be run locally; follow the instruction in the quiz-app folder.

Lesson Number	Topic	Lesson Grouping	Learning Objectives	Linked Lesson	Author
01	Introduction to machine learning	Introduction	Learn the basic concepts behind machine learning	lesson	Muhammad
02	The History of machine learning	Introduction	Learn the history underlying this field	lesson	Jen and Amy
03	Fairness and machine learning	Introduction	What are the important philosophical issues around fairness that students should consider when building and applying ML models?	lesson	Tomomi
04	Techniques for machine learning	Introduction	What techniques do ML researchers use to build ML models?	lesson	Chris and Jen
05	Introduction to regression	Regression	Get started with Python and Scikit-learn for regression models	lesson	Jen
06	North American pumpkin prices 🎃	Regression	Visualize and clean data in preparation for ML	lesson	Jen
07	North American pumpkin prices 🎃	Regression	Build linear and polynomial regression models	lesson	Jen
08	North American pumpkin prices 🎃	Regression	Build a logistic regression model	lesson	Jen
09	A Web App 🔌	Web App	Build a web app to use your trained model	lesson	Jen
10	Introduction to classification	Classification	Clean, prep, and visualize your data; introduction to classification	lesson	Jen and Cassie
11	Delicious Asian and Indian cuisines 🍜	Classification	Introduction to classifiers	lesson	Jen and Cassie
12	Delicious Asian and Indian cuisines 🍜	Classification	More classifiers	lesson	Jen and Cassie
13	Delicious Asian and Indian cuisines 🍜	Classification	Build a recommender web app using your model	lesson	Jen
14	Introduction to clustering	Clustering	Clean, prep, and visualize your data; Introduction to clustering	lesson	Jen
15	Exploring Nigerian Musical Tastes 🎧	Clustering	Explore the K-Means clustering method	lesson	Jen
16	Introduction to natural language processing ☕️	Natural language processing	Learn the basics about NLP by building a simple bot	lesson	Stephen
17	Common NLP Tasks ☕️	Natural language processing	Deepen your NLP knowledge by understanding common tasks required when dealing with language structures	lesson	Stephen
18	Translation and sentiment analysis ♥️	Natural language processing	Translation and sentiment analysis with Jane Austen	lesson	Stephen
19	Romantic hotels of Europe ♥️	Natural language processing	Sentiment analysis with hotel reviews, 1	lesson	Stephen
20	Romantic hotels of Europe ♥️	Natural language processing	Sentiment analysis with hotel reviews 2	lesson	Stephen
21	Introduction to time series forecasting	Time series	Introduction to time series forecasting	lesson	Francesca
22	⚡️ World Power Usage ⚡️ - time series forecasting with ARIMA	Time series	Time series forecasting with ARIMA	lesson	Francesca
23	Introduction to reinforcement learning	Reinforcement learning	Introduction to reinforcement learning with Q-Learning	lesson	Dmitry
24	Help Peter avoid the wolf! 🐺	Reinforcement learning	Reinforcement learning Gym	lesson	Dmitry
Postscript	Real-World ML scenarios and applications	ML in the Wild	Interesting and revealing real-world applications of classical ML	lesson	Team

Offline access

You can run this documentation offline by using Docsify. Fork this repo, install Docsify on your local machine, and then in the root folder of this repo, type docsify serve. The website will be served on port 3000 on your localhost: localhost:3000.

PDFs

Find a pdf of the curriculum with links here

Help Wanted!

Would you like to contribute a translation? Please read our translation guidelines and add input here

Other Curricula

Our team produces other curricula! Check out:

Web Dev for Beginners

Comments

Readme + assignment (Intro to ML) in French

Hi! Actually doing the whole course, I thought it might be nice as a way to revise the lessons to translate them back to french (my 1rst language). Here is my first small contribution, I might do other Readme as I go along the course.

I saw in another PR that the link to assignment need to be changed so I've done it.

opened by simplg 9
Added Support Vector Regressor for Time Series Prediction
In the section Time Series (7-TimeSeries\), I have added a Support Vector Regressor (SVR) model (3-SVR\) where I have implemented and evaluated an SVR model on the energy dataset, same as the one used for ARIMA. Following files have been added based on the folder on ARIMA model:

README.md file containing information about SVR and steps to implement an SVR model on energy dataset

Images for the outputs in images folder

Fully solved notebook (.ipynb) under solution\, containing the code for SVR, including outputs

Partially coded notebook under working\ to be solved based on 3-SVR\README.md

Both working\ and solution\ folder contain data\ folder same as that of ARIMA, and common\ folder containing utils.py, almost same as that of ARIMA, but with a slight change in the MAPE function to perform operations using numpy array

Also, in 7-TimeSeries\README.md file, I have added a link to the SVR model 3-SVR\README.md under Lessons section.
opened by AnirbanMukherjeeXD 8
Correct the definitions of precision and recall in 2-4-Logistic.

Precision and Recall

I think the formula definitions of Precision and Recall in 2-4-Logistic are not correct, compared with what tells me on sklearn Doc and Wikipedia.

$Precision and Recall from Wiki$

Confusion Matrix

There is also a problem that appears in the picture of Confusion Matrix. (I did not fix the picture in the commit)

The Actual Values should be presented by axis 0 and Predicted Values in axis 1. So that calculation results can match the classification_report with the correct definition of precision and recall.

Finally, The correct matrix should be:

||| | :-: | :-: | | TP | FN | | FP | TN |

See Confusion Matrix in sklearn and Wiki.

opened by RyanXinOne 7
[WIP] 简体中文翻译 - Simplified Chinese
欢迎加入中文翻译小组：#201

翻译进度

0.Project Document

校对：

[ ] 完成校对参与校对：

翻译：

[ ] README.md 参与翻译：@mrmrmrfinch

1. Introduction

校对：

[ ] 完成校对参与校对：

翻译：

[ ] 1.0. Topic 参与翻译：@feiyun0112

[ ] 1.1. Intro to ML 参与翻译：@feiyun0112

[ ] 1.2. History of ML 参与翻译：@feiyun0112

[ ] 1.3. Fairness 参与翻译：@feiyun0112

[ ] 1.4. Techniques of ML 参与翻译：@feiyun0112

2. Regression

校对：

[ ] 完成校对参与校对：

翻译：

[ ] 2.0. Topic 参与翻译： @feiyun0112

[ ] 2.1. Tools 参与翻译： @feiyun0112

[ ] 2.2. Data 参与翻译： @feiyun0112

[ ] 2.3. Linear 参与翻译： @feiyun0112

[ ] 2.4. Logistic 参与翻译： @feiyun0112

3. Web App

校对：

[ ] 完成校对参与校对：

翻译：

[ ] 3.1. Topic 参与翻译：@feiyun0112

[ ] 3.1. Web App 参与翻译：@feiyun0112

4. Classification

校对：

[ ] 完成校对参与校对：

翻译：

[ ] 4.0. Topic 参与翻译：@feiyun0112 @mattholy

[ ] 4.1. Introduction 参与翻译：@feiyun0112

[ ] 4.2. Classifiers 1 参与翻译：@feiyun0112

[ ] 4.3. Classifiers 2 参与翻译：@feiyun0112

[ ] 4.4. Applied 参与翻译：@feiyun0112

5. Clustering

校对：

[ ] 完成校对参与校对：

翻译：

[ ] 5.1. Visualize 参与翻译：

[ ] 5.2. K-Means 参与翻译：

6. NLP

校对：

[ ] 完成校对参与校对：

翻译：

[ ] 6.1. Introduction to NLP 参与翻译：

[ ] 6.2. Tasks 参与翻译：

[ ] 6.3. Translation Sentiment 参与翻译：

[ ] 6.4. Hotel Reviews 1 参与翻译：

[ ] 6.5. Hotel Reviews 2 参与翻译：

7. Time Series

校对：

[ ] 完成校对参与校对：

翻译：

[ ] 7.1. Introduction 参与翻译：

[ ] 7.2. ARIMA 参与翻译：

8. Reinforcement

校对：

[ ] 完成校对参与校对：

翻译：

[ ] 8.1. Q-Learning 参与翻译：

[ ] 8.2. Gym 参与翻译：

9. Real World

校对：

[ ] 完成校对参与校对：

翻译：

[ ] Applications 参与翻译：@mattholy

Quizzes

校对：

[ ] 完成校对参与校对：

翻译：

[ ] Quizzes 参与翻译：
opened by mattholy 7
Translate README.md to Korean
Introduction

[x] 1

[x] 1-1

[x] 1-2

[x] 1-3

[x] 1-4

Regression

[x] 2

[x] 2-1

[x] 2-2

[x] 2-3

[x] 2-4

Web App

[x] 3

[x] 3-1

Classification

[x] 4

[x] 4-1

[x] 4-2

[x] 4-3

[x] 4-4

Clustering

[x] 5

[x] 5-1

[x] 5-2

NLP

[x] 6

[x] 6-1

[x] 6-2

[x] 6-3

[x] 6-4

[x] 6-5

TimeSeries

[x] 7

[x] 7-1

[x] 7-2

Reinforcement

[x] 8

[x] 8-1

[x] 8-2

Real World

[x] 9

[x] 9-1

[x] fix changes for korean translation
opened by minwook-shin 7
further HORIZON+1 fixes

After adding the previous change (fixed in https://github.com/microsoft/ML-For-Beginners/issues/165) it caused ARIMA's solution notebook to no longer work and break with an exception from Pandas.

I don't feel super confident about this PR except for the fact that the notebook now works with same/similar output to the previous one.

Fixes #291

opened by alfredodeza 5
[WIP] Translate assignments and quizzes to Korean
Assignments

1. Introduction

[x] 1.1. Intro to ML

[x] 1.2. History of ML

[x] 1.3. Fairness

[x] 1.4. Techniques of ML

2. Regression

[x] 2.1. Tools

[x] 2.2. Data

[x] 2.3. Linear

[x] 2.4. Logistic

3. Web App

[x] 3.1. Web App

4. Classification

[x] 4.1. Introduction

[x] 4.2. Classifiers 1

[x] 4.3. Classifiers 2

[x] 4.4. Applied

5. Clustering

[x] 5.1. Visualize

[x] 5.2. K-Means

6. NLP

[x] 6.1. Introduction to NLP

[x] 6.2. Tasks

[x] 6.3. Translation Sentiment

[x] 6.4. Hotel Reviews 1

[x] 6.5. Hotel Reviews 2

7. Time Series

[x] 7.1. Introduction

[x] 7.2. ARIMA

8. Reinforcement

[x] 8.1. Q-Learning

[x] 8.2. Gym

9. Real World

[x] 9.1. Applications

Quizzes

~~Quizzes~~ to be delivered separately
opened by ianikpark 5
changed structure
adjusted to look like concept units and exercises, some changes on what comes where

imo, instruction and code should come very close, so changes on that
opened by softchris 4
Final Assessment & Index updated by adding images with attributes

Hi, I am adding final assessment to the course so students have the possibility to test the skills learned during the course. Also, I added small code to the index page since it's not loading quickly. It will take at least 5 seconds in some browsers. https://github.com/ and https://github.com/features/actions both are loading slowly.

ITALIC text is used. This will attract the end users attention. But end users reading speed will be decreased. So removed italic at https://github.com/

used href='' or src=''. These links are broken. So I cleared the unwanted broken links. This link is missing. <link data-color-theme="light" crossorigin="anonymous" media="all" rel="stylesheet" data-href="https://github.githubassets.com/assets/light-5178aee0ee76.css"

Would you please look at my request and give me a feedback?
no-pr-activity

opened by Rguzman2022 3
build(deps): bump json5, @vue/cli-plugin-babel, @vue/cli-plugin-eslint and @vue/cli-service in /quiz-app
Bumps json5 to 2.2.3 and updates ancestor dependencies json5, @vue/cli-plugin-babel, @vue/cli-plugin-eslint and @vue/cli-service. These dependencies need to be updated together.

Updates json5 from 0.5.1 to 2.2.3

Release notes

Sourced from json5's releases.

v2.2.3

Fix: [email protected] is now the 'latest' release according to npm instead of v1.0.2. (#299)

v2.2.2

Fix: Properties with the name __proto__ are added to objects and arrays. (#199) This also fixes a prototype pollution vulnerability reported by Jonathan Gregson! (#295).

v2.2.1

Fix: Removed dependence on minimist to patch CVE-2021-44906. (#266)

v2.2.0

New: Accurate and documented TypeScript declarations are now included. There is no need to install @types/json5. (#236, #244)

v2.1.3 [code, diff]

Fix: An out of memory bug when parsing numbers has been fixed. (#228, #229)

v2.1.2

Fix: Bump minimist to v1.2.5. (#222)

v2.1.1

New: package.json and package.json5 include a module property so bundlers like webpack, rollup and parcel can take advantage of the ES Module build. (#208)

Fix: stringify outputs \0 as \\x00 when followed by a digit. (#210)

Fix: Spelling mistakes have been fixed. (#196)

v2.1.0

New: The index.mjs and index.min.mjs browser builds in the dist directory support ES6 modules. (#187)

v2.0.1

Fix: The browser builds in the dist directory support ES5. (#182)

v2.0.0

Major: JSON5 officially supports Node.js v6 and later. Support for Node.js v4 has been dropped. Since Node.js v6 supports ES5 features, the code has been rewritten in native ES5, and the dependence on Babel has been eliminated.

New: Support for Unicode 10 has been added.

New: The test framework has been migrated from Mocha to Tap.

New: The browser build at dist/index.js is no longer minified by default. A minified version is available at dist/index.min.js. (#181)

Fix: The warning has been made clearer when line and paragraph separators are

... (truncated)

Changelog

Sourced from json5's changelog.

v2.2.3 [code, diff]

Fix: [email protected] is now the 'latest' release according to npm instead of v1.0.2. (#299)

v2.2.2 [code, diff]

Fix: Properties with the name __proto__ are added to objects and arrays. (#199) This also fixes a prototype pollution vulnerability reported by Jonathan Gregson! (#295).

v2.2.1 [code, diff]

Fix: Removed dependence on minimist to patch CVE-2021-44906. (#266)

v2.2.0 [code, diff]

New: Accurate and documented TypeScript declarations are now included. There is no need to install @types/json5. (#236, #244)

v2.1.3 [code, diff]

Fix: An out of memory bug when parsing numbers has been fixed. (#228, #229)

v2.1.2 [code, diff]

Fix: Bump minimist to v1.2.5. (#222)

v2.1.1 [code, [diff][d2.1.1]]

... (truncated)

Commits

c3a7524 2.2.3

94fd06d docs: update CHANGELOG for v2.2.3

3b8cebf docs(security): use GitHub security advisories

f0fd9e1 docs: publish a security policy

6a91a05 docs(template): bug -> bug report

14f8cb1 2.2.2

10cc7ca docs: update CHANGELOG for v2.2.2

7774c10 fix: add proto to objects and arrays

edde30a Readme: slight tweak to intro

97286f8 Improve example in readme

Additional commits viewable in compare view

Updates @vue/cli-plugin-babel from 4.5.15 to 5.0.8

Release notes

Sourced from @vue/cli-plugin-babel's releases.

v5.0.8

:bug: Bug Fix

@vue/cli-service

0260e4d fix: add devServer.server.type to useHttps judgement (vuejs/vue-cli#7222)

@vue/cli-ui

07052c4 fix: Vue CLI UI graphql subscription server error, fixes vuejs/vue-cli#7221

v5.0.7

@vue/cli-service

#7202, [558dea2] fix: support devServer.server option, avoid deprecation warnings (@backrunner, @sodatea)

[beffe8a] fix: allow disabling progress plugin via devServer.client.progress

@vue/cli-ui

#7210 chore: upgrade to apollo-server-express 3.x

Committers: 2

BackRunner (@backrunner)

Haoqun Jiang (@sodatea)

v5.0.6

Fix compatibility with the upcoming Vue 2.7 (currently in alpha) and Vue Loader 15.10 (currently in beta).

In Vue 2.7, vue-template-compiler is no longer a required peer dependency. Rather, there's a new export under the main package as vue/compiler-sfc.

v5.0.5

:bug: Bug Fix

@vue/cli

#7167 fix(upgrade): prevent changing the structure of package.json file during upgrade (@blzsaa)

@vue/cli-service

#7023 fix: windows vue.config.mjs support (@xiaoxiangmoe)

@vue/cli-plugin-e2e-cypress

[697bb44] fix: should correctly resolve cypress bin path for Cypress 10 (Note that the project is still created with Cypress 9 by default, but you can upgrade to Cypress 10 on your own now)

Committers: 3

Martijn Jacobs (@maerteijn)

ZHAO Jinxiang (@xiaoxiangmoe)

@blzsaa

v5.0.4

:bug: Bug Fix

@vue/cli-service

#7005 Better handling of publicPath: 'auto' (@AndreiSoroka)

@vue/cli-shared-utils, @vue/cli-ui

75826d6 fix: replace node-ipc with @achrinza/node-ipc to further secure the dependency chain

Committers: 1

Andrei (@AndreiSoroka)

Haoqun Jiang (@sodatea)

v5.0.3

... (truncated)

Changelog

Sourced from @vue/cli-plugin-babel's changelog.

5.0.7 (2022-07-05)

@vue/cli-service

#7202, [558dea2] fix: support devServer.server option, avoid deprecation warnings (@backrunner, @sodatea)

[beffe8a] fix: allow disabling progress plugin via devServer.client.progress

@vue/cli-ui

#7210 chore: upgrade to apollo-server-express 3.x

Committers: 2

BackRunner (@backrunner)

Haoqun Jiang (@sodatea)

5.0.6 (2022-06-16)

Fix compatibility with the upcoming Vue 2.7 (currently in alpha) and Vue Loader 15.10 (currently in beta).

In Vue 2.7, vue-template-compiler is no longer a required peer dependency. Rather, there's a new export under the main package as vue/compiler-sfc.

5.0.5 (2022-06-16)

:bug: Bug Fix

@vue/cli

#7167 feat(upgrade): prevent changing the structure of package.json file during upgrade (@blzsaa)

@vue/cli-service

#7023 fix: windows vue.config.mjs support (@xiaoxiangmoe)

Committers: 3

Martijn Jacobs (@maerteijn)

ZHAO Jinxiang (@xiaoxiangmoe)

@blzsaa

5.0.4 (2022-03-22)

:bug: Bug Fix

@vue/cli-service

#7005 Better handling of publicPath: 'auto' (@AndreiSoroka)

@vue/cli-shared-utils, @vue/cli-ui

75826d6 fix: replace node-ipc with @achrinza/node-ipc to further secure the dependency chain

Committers: 1

... (truncated)

Commits

b154dbd v5.0.8

4a0655f v5.0.7

ef08a08 v5.0.6

98c66c9 v5.0.5

ca97fc2 v5.0.4

dd53f26 v5.0.3

a859b1f v5.0.2

92d80a8 v5.0.1

c913cdc v5.0.0

75a6d69 v5.0.0-rc.3

Additional commits viewable in compare view

Updates @vue/cli-plugin-eslint from 4.5.15 to 5.0.8

Release notes

Sourced from @vue/cli-plugin-eslint's releases.

v5.0.8

:bug: Bug Fix

@vue/cli-service

0260e4d fix: add devServer.server.type to useHttps judgement (vuejs/vue-cli#7222)

@vue/cli-ui

07052c4 fix: Vue CLI UI graphql subscription server error, fixes vuejs/vue-cli#7221

v5.0.7

@vue/cli-service

#7202, [558dea2] fix: support devServer.server option, avoid deprecation warnings (@backrunner, @sodatea)

[beffe8a] fix: allow disabling progress plugin via devServer.client.progress

@vue/cli-ui

#7210 chore: upgrade to apollo-server-express 3.x

Committers: 2

BackRunner (@backrunner)

Haoqun Jiang (@sodatea)

v5.0.6

Fix compatibility with the upcoming Vue 2.7 (currently in alpha) and Vue Loader 15.10 (currently in beta).

In Vue 2.7, vue-template-compiler is no longer a required peer dependency. Rather, there's a new export under the main package as vue/compiler-sfc.

v5.0.5

:bug: Bug Fix

@vue/cli

#7167 fix(upgrade): prevent changing the structure of package.json file during upgrade (@blzsaa)

@vue/cli-service

#7023 fix: windows vue.config.mjs support (@xiaoxiangmoe)

@vue/cli-plugin-e2e-cypress

[697bb44] fix: should correctly resolve cypress bin path for Cypress 10 (Note that the project is still created with Cypress 9 by default, but you can upgrade to Cypress 10 on your own now)

Committers: 3

Martijn Jacobs (@maerteijn)

ZHAO Jinxiang (@xiaoxiangmoe)

@blzsaa

v5.0.4

:bug: Bug Fix

@vue/cli-service

#7005 Better handling of publicPath: 'auto' (@AndreiSoroka)

@vue/cli-shared-utils, @vue/cli-ui

75826d6 fix: replace node-ipc with @achrinza/node-ipc to further secure the dependency chain

Committers: 1

Andrei (@AndreiSoroka)

Haoqun Jiang (@sodatea)

v5.0.3

... (truncated)

Changelog

Sourced from @vue/cli-plugin-eslint's changelog.

5.0.7 (2022-07-05)

@vue/cli-service

#7202, [558dea2] fix: support devServer.server option, avoid deprecation warnings (@backrunner, @sodatea)

[beffe8a] fix: allow disabling progress plugin via devServer.client.progress

@vue/cli-ui

#7210 chore: upgrade to apollo-server-express 3.x

Committers: 2

BackRunner (@backrunner)

Haoqun Jiang (@sodatea)

5.0.6 (2022-06-16)

Fix compatibility with the upcoming Vue 2.7 (currently in alpha) and Vue Loader 15.10 (currently in beta).

In Vue 2.7, vue-template-compiler is no longer a required peer dependency. Rather, there's a new export under the main package as vue/compiler-sfc.

5.0.5 (2022-06-16)

:bug: Bug Fix

@vue/cli

#7167 feat(upgrade): prevent changing the structure of package.json file during upgrade (@blzsaa)

@vue/cli-service

#7023 fix: windows vue.config.mjs support (@xiaoxiangmoe)

Committers: 3

Martijn Jacobs (@maerteijn)

ZHAO Jinxiang (@xiaoxiangmoe)

@blzsaa

5.0.4 (2022-03-22)

:bug: Bug Fix

@vue/cli-service

#7005 Better handling of publicPath: 'auto' (@AndreiSoroka)

@vue/cli-shared-utils, @vue/cli-ui

75826d6 fix: replace node-ipc with @achrinza/node-ipc to further secure the dependency chain

Committers: 1

... (truncated)

Commits

b154dbd v5.0.8

4a0655f v5.0.7

ef08a08 v5.0.6

98c66c9 v5.0.5

ca97fc2 v5.0.4

dd53f26 v5.0.3

a859b1f v5.0.2

92d80a8 v5.0.1

c913cdc v5.0.0

75a6d69 v5.0.0-rc.3

Additional commits viewable in compare view

Updates @vue/cli-service from 4.5.15 to 5.0.8

Release notes

Sourced from @vue/cli-service's releases.

v5.0.8

:bug: Bug Fix

@vue/cli-service

0260e4d fix: add devServer.server.type to useHttps judgement (vuejs/vue-cli#7222)

@vue/cli-ui

07052c4 fix: Vue CLI UI graphql subscription server error, fixes vuejs/vue-cli#7221

v5.0.7

@vue/cli-service

#7202, [558dea2] fix: support devServer.server option, avoid deprecation warnings (@backrunner, @sodatea)

[beffe8a] fix: allow disabling progress plugin via devServer.client.progress

@vue/cli-ui

#7210 chore: upgrade to apollo-server-express 3.x

Committers: 2

BackRunner (@backrunner)

Haoqun Jiang (@sodatea)

v5.0.6

Fix compatibility with the upcoming Vue 2.7 (currently in alpha) and Vue Loader 15.10 (currently in beta).

In Vue 2.7, vue-template-compiler is no longer a required peer dependency. Rather, there's a new export under the main package as vue/compiler-sfc.

v5.0.5

:bug: Bug Fix

@vue/cli

#7167 fix(upgrade): prevent changing the structure of package.json file during upgrade (@blzsaa)

@vue/cli-service

#7023 fix: windows vue.config.mjs support (@xiaoxiangmoe)

@vue/cli-plugin-e2e-cypress

[697bb44] fix: should correctly resolve cypress bin path for Cypress 10 (Note that the project is still created with Cypress 9 by default, but you can upgrade to Cypress 10 on your own now)

Committers: 3

Martijn Jacobs (@maerteijn)

ZHAO Jinxiang (@xiaoxiangmoe)

@blzsaa

v5.0.4

:bug: Bug Fix

@vue/cli-service

#7005 Better handling of publicPath: 'auto' (@AndreiSoroka)

@vue/cli-shared-utils, @vue/cli-ui

75826d6 fix: replace node-ipc with @achrinza/node-ipc to further secure the dependency chain

Committers: 1

Andrei (@AndreiSoroka)

Haoqun Jiang (@sodatea)

v5.0.3

... (truncated)

Changelog

Sourced from @vue/cli-service's changelog.

5.0.7 (2022-07-05)

@vue/cli-service

#7202, [558dea2] fix: support devServer.server option, avoid deprecation warnings (@backrunner, @sodatea)

[beffe8a] fix: allow disabling progress plugin via devServer.client.progress

@vue/cli-ui

#7210 chore: upgrade to apollo-server-express 3.x

Committers: 2

BackRunner (@backrunner)

Haoqun Jiang (@sodatea)

5.0.6 (2022-06-16)

Fix compatibility with the upcoming Vue 2.7 (currently in alpha) and Vue Loader 15.10 (currently in beta).

In Vue 2.7, vue-template-compiler is no longer a required peer dependency. Rather, there's a new export under the main package as vue/compiler-sfc.

5.0.5 (2022-06-16)

:bug: Bug Fix

@vue/cli

#7167 feat(upgrade): prevent changing the structure of package.json file during upgrade (@blzsaa)

@vue/cli-service

#7023 fix: windows vue.config.mjs support (@xiaoxiangmoe)

Committers: 3

Martijn Jacobs (@maerteijn)

ZHAO Jinxiang (@xiaoxiangmoe)

@blzsaa

5.0.4 (2022-03-22)

:bug: Bug Fix

@vue/cli-service

#7005 Better handling of publicPath: 'auto' (@AndreiSoroka)

@vue/cli-shared-utils, @vue/cli-ui

75826d6 fix: replace node-ipc with @achrinza/node-ipc to further secure the dependency chain

Committers: 1

... (truncated)

Commits

b154dbd v5.0.8

0260e4d fix: add devServer.server.type to useHttps judgement (#7222)

4a0655f v5.0.7

beffe8a fix: allow disabling progress plugin via devServer.client.progress

558dea2 fix: support devServer.server option, avoid deprecation warning

bddd64d fix: optimize the judgment on whether HTTPS has been set in options (#7202)

ef08a08 v5.0.6

fcf27e3 fixup! fix: compatibility with Vue 2.7

a648958 fix: compatibility with Vue 2.7

98c66c9 v5.0.5

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dependencies
opened by dependabot[bot] 0
build(deps): bump express from 4.17.1 to 4.18.2 in /quiz-app
Bumps express from 4.17.1 to 4.18.2.

Release notes

Sourced from express's releases.

4.18.2

Fix regression routing a large stack in a single route

deps: [email protected]

deps: [email protected]

perf: remove unnecessary object clone

deps: [email protected]

4.18.1

Fix hanging on large stack of sync routes

4.18.0

Add "root" option to res.download

Allow options without filename in res.download

Deprecate string and non-integer arguments to res.status

Fix behavior of null/undefined as maxAge in res.cookie

Fix handling very large stacks of sync middleware

Ignore Object.prototype values in settings through app.set/app.get

Invoke default with same arguments as types in res.format

Support proper 205 responses using res.send

Use http-errors for res.format error

deps: [email protected]

Fix error message for json parse whitespace in strict

Fix internal error when inflated body exceeds limit

Prevent loss of async hooks context

Prevent hanging when request already read

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

Add priority option

Fix expires option to reject invalid dates

deps: [email protected]

Replace internal eval usage with Function constructor

Use instance methods on process to check for listeners

deps: [email protected]

Remove set content headers that break response

deps: [email protected]

deps: [email protected]

deps: [email protected]

Prevent loss of async hooks context

deps: [email protected]

deps: [email protected]

Fix emitted 416 error missing headers property

Limit the headers removed for 304 response

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

... (truncated)

Changelog

Sourced from express's changelog.

4.18.2 / 2022-10-08

Fix regression routing a large stack in a single route

deps: [email protected]

deps: [email protected]

perf: remove unnecessary object clone

deps: [email protected]

4.18.1 / 2022-04-29

Fix hanging on large stack of sync routes

4.18.0 / 2022-04-25

Add "root" option to res.download

Allow options without filename in res.download

Deprecate string and non-integer arguments to res.status

Fix behavior of null/undefined as maxAge in res.cookie

Fix handling very large stacks of sync middleware

Ignore Object.prototype values in settings through app.set/app.get

Invoke default with same arguments as types in res.format

Support proper 205 responses using res.send

Use http-errors for res.format error

deps: [email protected]

Fix error message for json parse whitespace in strict

Fix internal error when inflated body exceeds limit

Prevent loss of async hooks context

Prevent hanging when request already read

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

deps: [email protected]

Add priority option

Fix expires option to reject invalid dates

deps: [email protected]

Replace internal eval usage with Function constructor

Use instance methods on process to check for listeners

deps: [email protected]

Remove set content headers that break response

deps: [email protected]

deps: [email protected]

deps: [email protected]

Prevent loss of async hooks context

deps: [email protected]

deps: [email protected]

... (truncated)

Commits

8368dc1 4.18.2

61f4049 docs: replace Freenode with Libera Chat

bb7907b build: [email protected]

f56ce73 build: [email protected]

24b3dc5 deps: [email protected]

689d175 deps: [email protected]

340be0f build: [email protected]

33e8dc3 docs: use Node.js name style

644f646 build: [email protected]

ecd7572 build: [email protected]

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dependencies
opened by dependabot[bot] 0
build(deps): bump qs from 6.5.2 to 6.5.3 in /quiz-app
Bumps qs from 6.5.2 to 6.5.3.

Changelog

Sourced from qs's changelog.

6.5.3

[Fix] parse: ignore __proto__ keys (#428)

[Fix] utils.merge: avoid a crash with a null target and a truthy non-array source

[Fix] correctly parse nested arrays

[Fix] stringify: fix a crash with strictNullHandling and a custom filter/serializeDate (#279)

[Fix] utils: merge: fix crash when source is a truthy primitive & no options are provided

[Fix] when parseArrays is false, properly handle keys ending in []

[Fix] fix for an impossible situation: when the formatter is called with a non-string value

[Fix] utils.merge: avoid a crash with a null target and an array source

[Refactor] utils: reduce observable [[Get]]s

[Refactor] use cached Array.isArray

[Refactor] stringify: Avoid arr = arr.concat(...), push to the existing instance (#269)

[Refactor] parse: only need to reassign the var once

[Robustness] stringify: avoid relying on a global undefined (#427)

[readme] remove travis badge; add github actions/codecov badges; update URLs

[Docs] Clean up license text so it’s properly detected as BSD-3-Clause

[Docs] Clarify the need for "arrayLimit" option

[meta] fix README.md (#399)

[meta] add FUNDING.yml

[actions] backport actions from main

[Tests] always use String(x) over x.toString()

[Tests] remove nonexistent tape option

[Dev Deps] backport from main

Commits

298bfa5 v6.5.3

ed0f5dc [Fix] parse: ignore __proto__ keys (#428)

691e739 [Robustness] stringify: avoid relying on a global undefined (#427)

1072d57 [readme] remove travis badge; add github actions/codecov badges; update URLs

12ac1c4 [meta] fix README.md (#399)

0338716 [actions] backport actions from main

5639c20 Clean up license text so it’s properly detected as BSD-3-Clause

51b8a0b add FUNDING.yml

45f6759 [Fix] fix for an impossible situation: when the formatter is called with a no...

f814a7f [Dev Deps] backport from main

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dependencies
opened by dependabot[bot] 0
build(deps): bump decode-uri-component from 0.2.0 to 0.2.2 in /quiz-app
Bumps decode-uri-component from 0.2.0 to 0.2.2.

Release notes

Sourced from decode-uri-component's releases.

v0.2.2

Prevent overwriting previously decoded tokens 980e0bf

https://github.com/SamVerschueren/decode-uri-component/compare/v0.2.1...v0.2.2

v0.2.1

Switch to GitHub workflows 76abc93

Fix issue where decode throws - fixes #6 746ca5d

Update license (#1) 486d7e2

Tidelift tasks a650457

Meta tweaks 66e1c28

https://github.com/SamVerschueren/decode-uri-component/compare/v0.2.0...v0.2.1

Commits

a0eea46 0.2.2

980e0bf Prevent overwriting previously decoded tokens

3c8a373 0.2.1

76abc93 Switch to GitHub workflows

746ca5d Fix issue where decode throws - fixes #6

486d7e2 Update license (#1)

a650457 Tidelift tasks

66e1c28 Meta tweaks

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dependencies
opened by dependabot[bot] 0