脚印

 

1983年问世的歌曲

awesome-actions

 A curated list of awesome actions to use on GitHub.

 

Actions are triggered by GitHub platform events directly in a repo and run on-demand workflows either on Linux, Windows or macOS virtual machines or inside a container in response. With GitHub Actions you can automate your workflow from idea to production.

Contents

• Official Resources
  • Workflow Examples
  • Official Actions
  • Create your Actions
• Community Resources
  • GitHub Tools and Management
  • Collection of Actions
  • Utility
  • Static Analysis
  • Dynamic Analysis
  • Monitoring
  • Pull Requests
  • GitHub Pages
  • Notifications and Messages
  • Deployment
  • External Services
  • Frontend Tools
  • Machine Learning Ops
  • Build
  • Database
  • Networking
  • Localization
  • Fun
  • Cheat Sheet
• Tutorials

Official Resources

• Official Site
• Official Documentation
• Official Actions organization
  • actions/virtual-environments - GitHub Actions virtual environments.
  • actions/runner - The Runner for GitHub Actions.
• GitHub Blog Announcement

Workflow Examples

• actions/starter-workflows - Starter workflow management.
• actions/example-services - Example workflows using service containers.

Official Actions

Workflow Tool Actions

Tool actions for your workflow.

• actions/checkout - Setup your repository on your workflow.
• actions/upload-artifact - Upload artifacts from your workflow.
• actions/download-artifact - Download artifacts from your build.
• actions/cache - Cache dependencies and build outputs in GitHub Actions.
• actions/github-script - Write a script for GitHub API and the workflow contexts.

Actions for GitHub Automation

Automate management for issues, pull requests, and releases.

• actions/create-release - An Action to create releases via the GitHub Release API.
• actions/upload-release-asset - An Action to upload a release asset via the GitHub Release API.
• actions/first-interaction - An action for filtering pull requests and issues from first-time contributors.
• actions/stale - Marks issues and pull requests that have not had recent interaction.
• actions/labeler - An action for automatically labelling pull requests.
• actions/delete-package-versions - Delete versions of a package from GitHub Packages.

Setup Actions

Set up your GitHub Actions workflow with a specific version of your programming languages.

• actions/setup-node: Node.js
• actions/setup-python: Python
• actions/setup-go: Go
• actions/setup-dotnet: .NET core sdk
• actions/setup-haskell: Haskell (GHC and Cabal)
• actions/setup-java: Java
• actions/setup-ruby: Ruby
• actions/setup-elixir: Elixir
• actions/setup-julia: Julia

Create your Actions

JavaScript and TypeScript Actions

• actions/toolkit - The GitHub ToolKit for developing GitHub Actions.
• actions/hello-world-javascript-action - A template to demonstrate how to build a JavaScript action.
• actions/javascript-action - Create a JavaScript Action.
• actions/typescript-action - Create a TypeScript Action.
• actions/http-client - A lightweight HTTP client optimized for use with actions, TypeScript with generics and async await.

Docker Container Actions

• actions/hello-world-docker-action - A template to demonstrate how to build a Docker action.
• actions/container-toolkit-action - Template repo for creating container actions using actions/toolkit.

Community Resources

GitHub Tools and Management

• Declaratively setup GitHub Labels
• Action to sync GitHub labels in the declarative way
• Add releases to GitHub
• Publish a docker image to Dockerhub
• Create an issue using content from a file
• Publish GitHub Releases with Assets
• GitHub Project Automation+ - Automate GitHub Project cards with any webhook event.
• Run GitHub Actions Locally with a web interface
• Run GitHub Actions Locally in Terminal
• Build and Publish Android debug APK
• Generate sequential build numbers for GitHub Actions
• Push Git changes to GitHub repository without authentication difficulties
• Generate release notes based on your events
• Create a GitHub wiki page based on the provided markdown file
• Label your Pull Requests auto-magically (using committed files)
• Add Label to your Pull Requests based on the author team name
• Get a list of file changes with PR/Push
• Use private actions in any workflow
• Label Your Issues Using the Issue's Contents
• Rollback a GitHub Release
• Lock Closed Issues and Pull Requests after a Period of Inactivity
• Get Commit Difference Count Between Two Branches
• Generate Release Notes Based on Git References
• Enforce Policies on GitHub Repositories and Commits
• Auto Label Issue Based on Issue Description
• Update Configured GitHub Actions to the Latest Versions
• Create Issue Branch
• Remove Old Artifacts
• Expose Git Commit Data As Environment Variables
• Sync Defined Files/Binaries to Wiki or External Repositories
• Create/Update/Delete a GitHub Wiki Page Based on Any File
• Prow GitHub Actions - Automation of policy enforcement, chat-ops, and automatic PR merging.
• Check GitHub Status in your Workflow
• Manage Labels on GitHub (create/rename/update/delete) as Code
• Continuous Distribution of Funding to your Project Contributors and Dependencies
• Herald Rules for GitHub: Add Subscribers, Assignees, Labels, and More to Your PR
• GitHub Codeowners Validator - Ensures the correctness of your GitHub CODEOWNERS file. It supports public and private GitHub repositories and also GitHub Enterprise installations.
• Copybara Action - Move and transform code between repositories (ideal to maintain several repos from one monorepo).

Collection of Actions

• Use HashiCorp's Terraform
• GitHub Actions for Yarn 1
• GitHub Actions for Yarn 2
• GitHub Actions for Golang
• GitHub Actions for R and accompanying #rstats package
• GitHub Actions for WordPress
• GitHub Actions for Composer
• GitHub Actions for Flutter
• GitHub Actions for PHP
• GitHub Actions for Rust
• GitHub Actions for Android
• GitHub Actions for Logtalk and Prolog
• GitHub Actions for Deno
• GitHub Actions for Unity
• Octions - GitHub Actions for GitHub REST API
• GitHub Actions for Docker
• GitHub Actions for AWS
• Actions Hub

Utility

• Setup ssh-agent - Run ssh-agent with additional SSH keys to access private repositories.
• GitHub Actions Badges for your README
• GitHub Actions for Python project with poetry
• GitHub Actions for Python project with pyenv
• GitHub Actions to compile LaTeX documents
• Update Maxmind Databases
• Debug with SSH over tmate - Debug the Action directly by providing a SSH connection.
• Unlock git-crypt files
• Golang CGO cross compiler
• Run your job on another architecture: arm32, aarch64 and others
• Generate a table of contents
• Automatically add Label or Assignee to an Issue
• Action to send LGTM reaction as image or GIF when we say lgtm
• Generate build numbers across multiple scopes
• Publish GitHub release artifacts
• Jekyll Diff Action - Diffs the built Jekyll site after a change, and comments the result back to GitHub.
• Branch Protection Bot - Temporarily disable and re-enable "Include administrators" option in branch protection.
• Wait for commit statuses - Wait until all statuses and checks are successful or any of them has failed and set its status output accordingly.
• Get Latest Tag - Get the previous tag from git.
• Create Milestone - Create a new open milestone given the title and description.
• Close Milestone - Close the given milestone.
• Action to enforce branch naming rules
• Expose slug of some GitHub variables
• awesome-lint as a GitHub Action
• Edit JSON File
• Build Slate documentation
• Read Properties - Read values from .properties files.
• Write Properties - Write values to .properties files.
• Autotag - Automatically generate a new tag when the manifest file (i.e. package.json) version changes.
• Apply templates with Jinja2 - Use the Jinja2 template engine to generate files from templates.
• Has Changes - Check if there are code changes from previous steps.
• Mind Your Language Action - Detect offensive comments in issues and pull requests, and warn senders.
• YAML/JSON/XML Converter - Converts YAML/JSON/XML file formats interchangeably.
• NSFW Detection - Detect NSFW content in committed files.
• Has Changed Path - Conditionally run actions based on changed paths.
• Linguist - Checks a repository and produces information about used languages in output.
• Twilio Voice Call - Make Twilio voice call with defined text.
• Setup Xcode - Switch between pre-installed versions of Xcode for macOS images.
• Setup Xamarin - Switch between pre-installed versions of Xamarin and Mono for macOS images.
• Memer Action - A GitHub Action for Programmer Memes xD.
• Setup Cocoapods - Setup specific version of Cocoapods.
• Public IP - Queries GitHub actions runner's public IP address.
• GitHub Actions for Lazarus/FPC
• Twilio Fax - Sends a document by fax using your Twilio account.
• Setup Kubernetes tools - Install Kubernetes tools (kubectl, kustomize, helm, kubeval, conftest, and yq) on the runner.
• Setup Elastic Cloud Control Tool - Install a specific version of ecctl on the runner.
• PowerShell Script - Run PowerShell scripts with workflow contexts (e.g. $github.token) and cmdlets, return value => action output.
• Upload and Scan Files with VirusTotal
• Import a GPG Key
• Compress with UPX - The Ultimate Packer for eXecutables.
• Pull the New Go Module Version Into the Proxy Cache - Ensures the latest version of your Go module is in the proxy cache. Also updates the pkg.go.dev documentation upon release.
• Delete Run Artifacts - Deletes all artifacts at the end of a workflow run.
• GitHub Environment Variables Action - Expose environment variables such as the branch/tag name, repository slug, and ref slug.
• GitHub Action Locks - Guarantee atomic execution of your GitHub Action workflows.
• Paths Filter - Conditionally run actions based on files modified by PR, feature branch or pushed commits.
• Minisauras - Pulls all the JavaScript and CSS files from your base branch, minify them and creates a pull-request with a new branch.
• Website to GIF - Turn any webpage into a GIF to display on your README, docs, etc.
• Interactive Inputs - Runtime workflow inputs - Add dynamic inputs at runtime for your GitHub Actions workflows

Environments

• Create an envfile
• Export global environment variables for succeeding build steps
• Programmatically set environment variables for use in subsequent steps
• Install Conda environments for Python
• Setup NativeScript
• Create a JSON Environment File

Dependencies

• Install NPM Dependencies with Caching
• Highlight New NPM Dependencies - Comments on pull requests newly added NPM dependencies information.
• Cache NPM Dependencies
• Cache Yarn Dependencies

Semantic Versioning

• Next SemVers - Output the next version for major, minor, and patch version based on the given semver version.
• Get latest SemVer and branch name given a search string
• Cut Release Branch - Cuts a release branch given a branch prefix and optional semantic version.
• Increment Semantic Version - Bump a given semantic version (SemVer), depending on given release type.

Static Analysis

• PHPStan Static code analyzer Action
• GraphQL Inspector Action
• PowerShell static analysis with PSScriptAnalyzer
• Run tfsec, with reviewdog output on the PR

Testing

• Run Tests through Puppeteer, the Headless Chrome Node API
• xUnit Slack Reporter: Sends summary of tests from xUnit reports to a Slack channel
• Run codeception tests
• Run TestCafe tests
• Run Unity tests
• Run Cypress E2E tests
• Test Ansible roles with Molecule
• Run performance testing with artillery.io
• Detect Flaky Tests with BuildPulse
• Display Inline Code Annotations for Jest Tests
• Run Julia tests

Linting

• PHP Coding Standards Fixer Action
• Runs Hadolint against a Dockerfile within a repository
• Run ESLint, with reviewdog output on the PR
• JavaScript-based linter for *.workflow files
• Lint terraform files using tflint, with reviewdog output on the PR
• autopep8: Automatically formats Python code to conform to the PEP 8 style guide
• Run ergebnis/composer-normalize to ensure your PHP project has a normalized composer.json
• Run stolt/lean-package-validator to ensure your package has only the required runtime artifacts
• Run Go lint checks on PR event
• Node.js - Automatically run the format and/or lint script used by the package
• Stylelinter - GitHub Action that runs stylelint
• Run stylelint, with reviewdog output on the PR
• PyCodeStyle Action - A GitHub Action that leaves a comment on your PR with pycodestyle (autopep8) feedback
• wemake-python-styleguide - The strictest and most opinionated python linter ever, with optional reviewdog output on the PR
• Run TSLint with status checks and file diff annotations
• Lint Pull Request commits with commitlint
• Run vint, with reviewdog output on the PR
• Run mispell, with reviewdog output on the PR
• Run golangci-lint, with reviewdog output on the PR
• Run shellcheck, with reviewdog output on the PR
• Catch insensitive, inconsiderate writing in your markdown docs
• Run dotenv-linter - Lints your .env files like a charm, with optional reviewdog output on the PR
• Run dotenv-linter, with reviewdog output on the PR
• Show and auto-fix linting errors for many programming languages
• PHP_CodeSniffer With Annotations
• Linter for markdown (with presets)
• Stylelint problem matcher to create annotations
• Run sqlcheck on the PR to identifies anti-patterns in SQL queries
• Validate Fastlane Supply Metadata Against the Play Store Guidelines
• Run Golint to lint your Golang code

Security

• A vulnerability scanner for your docker images
• Automatically approve and merge Dependabot updates
• Run dlint security linter on your Python code
• AWS Secrets Manager Actions - Define AWS Secrets Manager secrets to environment values.
• Linting your AWS IAM policy documents for correctness and security issues
• Secret Spreader - Not an action per se, but a tool to manage Actions Secrets across a list of repositories.
• Secrets Sync Action - Action syncs secrets across multiple repositories.
• Snyk Test Action
• Manage Your GitHub Actions Secrets With A Simple CLI
• SecretHub - Have a single source of truth for your secrets and load them into GitHub Actions on demand.

Code Coverage

• Scan code with SonarCloud
• Send your code coverage to codecov.io
• Publishing code coverage to CodeClimate
• Update repository go report card

Dynamic Analysis

• Run Gofmt to check Golang code formatting
• Run Goimports to check Golang imports order

Monitoring

• Audit a webpage with Google Chrome's Lighthouse tests
• Runs Lighthouse and posts results to PRs and Slack
• Run Lighthouse in CI using GitHub Actions
• Continuous Benchmarking and Benchmark Visualization for Go
• Size Limit Action - Comments cost comparison of your JS in PRs and rejects them if limit is exceeded.
• Check bundlephobia - Comments new and modified package size according to bundlephobia.io website and rejects PR on threshold surpassed.

Pull Requests

• Set PR Reviewers Based on Assignees
• Open or Update PR on Branch Push (with Branch Selection)
• Automatically Rebase a PR
• Label PR once it has a Specified Number of Approvals
• Add Labels to a PR based on Matched File Patterns
• Auto-Approve PRs
• Automatically add Reviewers to PR based on the Configuration File
• Add Labels to a PR based on Branch Name Patterns
• Add Labels to a PR based on Total Size of the Diff
• Automatically merge PRs That Are Ready
• Verify That PRs Contain a Ticket Reference
• Create a PR for Changes to your Repository in the Actions Workspace
• Lint a PR
• ChatOps for PRs
• Prefix Title and Body of a PR Based on Text Extracted from Branch Name
• Block Autosquash Commits
• Automatically Bump and Tag on Merge
• Automatically Update PRs with Outdated Checks and Squash and Merge the Ones Matching All Branch Protections
• Merge Pal - Automatically Update and Merge PRs
• Enforce naming convention on pull request title
• Pull Request Stuck Notifier
• Lint pull request name with commitlint (Awesome if you squash merge !)
• Block PR merges when Checks for target branches are failing
• Get generated static site screenshots updated by Pull Request
• Add Labels Depending if the Pull Request Still in Progress
• Ticket Check Action - Automatically add a ticket or issue number to the start of all Pull Request titles.
• Pull Request Lint With Regex
• Pull Request Landmines
• Annotate a GitHub Pull Request Based on a Checkstyle XML-Report
• Pull Request Stats - Print relevant stats about reviewers.
• Pull Request Description Enforcer - Enforces description on pull requests.

GitHub Pages

• Deploy a Zola site to GitHub Pages
• Build Hugo static content site and publish it to gh-pages branch
• Build a Jekyll site—with Custom Jekyll Plugins & Build Scripts—and deploy it back to the Gh-Pages Branch
• Google Dataset Search Metadata - And other schema.org extractors to make datasets discoverable from GitHub pages.
• GitHub Actions for deploying to GitHub Pages with Static Site Generators
• GitHub Action for Hexo
• Deploy Google Analytics stats to GitHub Pages
• A Jupyter Notebook Blogging Platform Powered by GitHub Actions, Pages and Jekyll
• Deploy A Static Site to GitHub Pages - Deploy to custom directory and ignore folder/file.
• Deploy to GitHub Pages with Advanced Settings

Notifications and Messages

• Send a Discord notification
• Post a Slack message as a bot
• Send an SMS from GitHub Actions using Nexmo
• Send an SMS from GitHub Actions using Clockworksms
• Send a Telegram Message
• Send a File or Text Message to Discord (custom define color, username or avatar)
• Collaborate on tweets using pull requests
• Send a Push Notification via Push by Techulus
• Send email with SendGrid
• Send a Push Notification via Join
• New package version checker for npm
• New package version checker for NuGet
• New package version checker for Gradle
• Send a Push Notification via Pushbullet
• Create an Outlook Calendar Event using Microsoft Graph
• Watch for GitHub Wiki page changes and post to Slack
• Send an SMS using MessageBird
• Reply to Stale Bots
• Send an Embed Message to Discord
• Keep Your PRs in Sync With Teamwork Tasks
• Send Microsoft Teams Notification

Deployment

• Deploy to Netlify
• Deploy a Probot App using Actions
• Deploy a playlist to Spotify
• Deploy VS Code extensions with vsce
• Purge Cloudflare cache after updating a website
• Deploy your DNS configuration using DNS Control
• Deploy a Theme to Shopify
• Trigger multiple GitLab CI Pipeline
• Trigger multiple Jenkins Jobs
• GitHub Action for Homebrew Tap
• Copy files and artifacts via SSH
• Executing remote ssh commands
• Publish a Python distribution package to PyPI
• Deploy Static Website to Azure Storage
• Cross platform Chocolatey CLI to build and publish packages
• Deploy iOS Pod Library to Cocoapods
• GitHub Action for TencentCloud Serverless
• Publish npm (pre)releases
• Deploy a static site to Surge.sh
• GitHub Action for GoReleaser, a release automation tool for Go projects
• FTP Deploy Action, Deploys a GitHub project to a FTP server using GitHub actions
• Publish Article to Dev.to
• Action For Semantic Release
• Deploy a Collection to Ansible Galaxy
• Publish module to Puppet Forge
• Build and publish Electron apps
• Publish a Maven package
• Build and deploy a theme to Ghost CMS
• Deploy an Ansible role to Ansible Galaxy
• Publish one or more JS modules to a registry
• Publish a package with 2FA using Slack
• Serialize Workflow Runs in Continuous Deployment Pipelines
• Netlify Deploy GitHub Action for each commit
• Run Ansible Playbooks
• Publish a Python Distribution Package to Anaconda Cloud
• Deploy VS Code Extension to Visual Studio Marketplace or the Open VSX Registry
• Deploy a YouTube Video to Anchor.fm Podcast
• Deploy with AWS CodeDeploy

Docker

• Update a Docker Hub repository description from README.md
• Publish Docker Images to the GitHub Package Registry (GPR)
• Update a repository's "Full description" on Docker Hub
• Build and publish docker images to any registry using Kaniko
• Monitor and limit your docker image size
• Publish Docker Images to the Amazon Elastic Container Registry (ECR)
• Build And Push Your Docker Images Caching Each Stage To Reduce Build Time
• Set up Docker Buildx
• Convert Branch or Tag Name Into Docker-Compatible Image Tag
• Update a Container Repository Description From README.md - Supported Registries: Docker Hub, Quay, Harbor.

Kubernetes

• Deploy to any Cloud or Kubernetes Using Pulumi
• Deploy to Kubernetes with kubectl
• Get Kubeconfig File From Google Kubernetes Engine (GKE)
• Kustomize Kubernetes Config YAMLs
• Create a Kubernetes Cluster for Testing Using Krucible

AWS

• Sync/upload a directory to an AWS S3 bucket
• Deploy Lambda code to an existing function

Terraform

• Generate terraform documentation - Uses terraform-docs to generate docs for terraform modules.
• An example of using Terraform to validate and apply GitHub administration

External Services

• Use a Jenkinsfile
• GitHub Action for Firebase
• GitHub Action for Contentful Migration CLI
• GitHub Actions for Pixela (a-know/pi)
• GitHub Action for Google Cloud Platform (GCP)
• Upload files to any OpenStack Swift service provider
• GitHub Action for sending Stack Overflow posts to Slack
• Assume AWS role
• Generate Custom Response using JSONbin

Frontend Tools

• Execute Gradle task
• JS Build Actions - Run Grunt or Gulp build tasks and commit file changes.
• GitHub Action for Gatsby CLI
• Runs a WebPageTest audit and prints the results as commit comment
• GitHub Actions for Hugo extended
• Generate OG Image - Generate customisable open graph images from Markdown files.
• GitHub Actions for mdBook
• Setup Mint - Setup Mint (programming language for writing single page applications).
• Gatsby AWS S3 Deployment - Deploy Gatsby to S3 (supports CloudFront).

Machine Learning Ops

• Submitting Argo Workflows (Cloud Agnostic)
• Submitting Argo Workflows to GKE
• Query Experiment Tracking Results From Weights & Biases
• Run Parameterized Jupyter Notebooks
• Compile, Deploy and Run Kubeflow Pipeline
• Automatically Dockerize A Data-Science Repo As A Jupyter Server
• Azure Machine Learning With GitHub Actions

Build

• run-cmake - Multi platform action to build C/C++ software with CMake and Ninja.
• run-vcpkg - Multi platform action to build and install C/C++ dependencies with vcpkg.
• Build Go applications for multiplatform
• Generate ~/.m2/settings.xml for Maven builds
• Run Pascal Script
• Setup Brainfuck - Setup brainfuck interpreter.
• Publish Go Binaries to GitHub Release Assets
• Setup COBOL
• Check Gradle version - Keep your Gradle version up to date.

Database

• Setup Cassandra Schema - Running scripts from the provided folder on top of Cassandra cluster.

Networking

• Setup ZeroTier - Connect your runner to a ZeroTier network.

Localization

• Find and automatically fix typos and grammar issues in your code
• Translation - Translate text from any language to any language.

Fun

• Add equivalent of a like button in your README - Visualize community approval on some part of your readme (can be used as a poll).

Cheat Sheet

• GitHub Actions Branding Cheat Sheet

Tutorials

• Continuous deployment of Next.js app with Up
• Converting Docker-based Actions to JavaScript/TypeScript
• GitHub Actions CI for Swift/iOS Projects
• Working with GitHub Actions
• GitHub Actions for Rails Developers
• GitHub Actions Advent Calendar
• Zero Downtime Laravel Deployments with GitHub Actions
• Building Custom GitHub Actions Pluralsight Course
• Continuously Deploying Django to DigitalOcean with Docker and GitHub Actions
• Deploying Self-Hosted GitHub Actions Runners with Docker - Deploy self-hosted GitHub Actions runners with Docker and Docker Swarm to DigitalOcean.
• Setup Auto-scaled self-hosted GitHub Actions Runners on AWS Spot-instances
• Getting the Gist of GitHub Actions

from https://github.com/sdras/awesome-actions

 

lohost

 Distributed, decentralized and anonymized local website hosting, or something approximating that.

What is lohost?

Simply put, lohost is a way to serve a website to the internet from any local computer where you install the lohost website client.

You keep all the files on your local computer and pick the subdomain where the website lives (https://{yourApp}.lohost.io).

Getting started

Download the website client installer from this page and install it on your computer (currently windows only sorry). IMPORTANT, You will need to unblock the setup.exe once downloaded or it will not run.

Pick a location to install lohost and once installed, run the .exe through a command prompt. This will assign you a random lohost url and run the default website from your computer.

from https://github.com/hirajanwin/lohost

 

AI-System

System for AI Education Resource.

microsoft.github.io/AI-System/

English

本课程的中文名称设定为 人工智能系统，主要讲解支持人工智能的计算机系统设计，对应的英文课程名称为 System for AI。本课程中将交替使用以下词汇：人工智能系统，AI-System 和 System for AI。

本课程为微软人工智能教育与共建社区中规划的人工智能相关教程之一，在基础教程模块下，课程编号和名称为 A6-人工智能系统。

欢迎访问微软人工智能教育与共建社区的A-基础教程模块访问更多相关内容。

人工智能系统课程设立背景

近年来人工智能特别是深度学习技术得到了飞速发展，这背后离不开计算机硬件和软件系统的不断进步。在可见的未来，人工智能技术的发展仍将依赖于计算机系统和人工智能相结合的共同创新模式。需要注意的是，计算机系统现在正以更大的规模和更高的复杂性来赋能于人工智能，这背后不仅需要更多的系统上的创新，更需要系统性的思维和方法论。与此同时，人工智能也反过来为设计复杂系统提供支持。

我们注意到，现在的大部分人工智能相关的课程，特别是深度学习和机器学习相关课程主要集中在相关理论、算法或者应用，与系统相关的课程并不多见。我们希望人工智能系统这门课能让人工智能相关教育变得更加全面和深入，以共同促进人工智能与系统交叉人才的培养。

人工智能系统课程设立目的

本课程主要为本科生高年级和研究生设计，帮助学生：

1. 完整的了解支持深度学习的计算机系统架构，并通过实际的问题，来学习深度学习完整生命周期下的系统设计。

2. 介绍前沿的系统和人工智能相结合的研究工作，包括AI for Systems和Systems for AI，以帮助高年级的本科生和研究生更好的寻找和定义有意义的研究问题。

3. 从系统研究的角度出发设计实验课程。通过操作和应用主流和最新的框架、平台和工具来鼓励学生动手实现和优化系统模块，以提高解决实际问题的能力，而不仅仅是了解工具使用。

先修课程: C/C++/Python, 计算机体系结构，算法导论

人工智能系统课程的设计与特点

课程主要包括以下三大模块：

第一部分，是人工智能的基础知识和人工智能系统的全栈概述；以及深度学习系统的系统性设计和方法学。

第二部分，为高级课程，包括最前沿的系统和人工智能交叉的研究领域。

第三部分，是与之配套的实验课程，包括最主流的框架、平台和工具，以及一系列的实验项目。

第一部分的内容将集中在基础知识，而其他两部分的内容将随着学术界和工业界的技术进步而动态调整。后两部分的内容将以模块化的形式组织，以利于调整或与其他CS的课程（比如编译原理等）相结合，作为高级讲义或者实习项目。

本课程的设计也会借助微软亚洲研究院在人工智能和系统交叉领域的研究成果和经验，其中包括微软及研究院开发的一部分平台和工具。课程也鼓励其他学校和老师根据自己的需求添加和调整更多的高级课题，或者其他的实验。

人工智能系统课程大纲

课程部分

基础课程

课程编号	讲义名称	备注
1	课程介绍	课程概述和系统/AI基础
2	人工智能系统概述	人工智能系统发展历史，神经网络基础，人工智能系统基础
3	深度神经网络计算框架基础	反向传播和自动求导，张量，有向无环图，执行图 论文和系统：PyTorch, TensorFlow
4	矩阵运算与计算机体系结构	矩阵运算，CPU/SIMD, GPGPU, ASIC/TPU 论文和系统：Blas, TPU
5	分布式训练算法	数据并行，模型并行，分布式SGD 论文和系统：PipeDream
6	分布式训练系统	MPI, parameter servers, all-reduce, RDMA 论文和系统: Horovod
7	异构计算集群调度与资源管理系统	集群上运行DNN任务：容器，资源分配，调度 论文和系统：Kubeflow, OpenPAI, Gandiva
8	深度学习推导系统	效率，延迟，吞吐量，部署 论文和系统：TensorRT, TensorFlowLite, ONNX

高阶课程

课程编号	讲义名称	备注
9	计算图的编译与优化	IR，子图模式匹配，矩阵乘和内存优化 论文和系统：XLA, MLIR, TVM, NNFusion
10	神经网络的压缩与稀疏化优化	模型压缩，稀疏化，剪枝
11	自动机器学习系统	超参调优，神经网络结构搜索（NAS） 论文和系统：Hyperband, SMAC, ENAX, AutoKeras, NNI
12	强化学习系统	RL理论，RL系统 论文和系统：AC3, RLlib, AlphaZero
13	安全与隐私	联邦学习，安全，隐私 论文和系统：DeepFake
14	利用人工智能来优化计算机系统	人工智能应用于传统系统问题，人工智能应用于系统算法 论文和系统：流媒体系统, 数据库索引, 系统参数调优, 芯片设计, 预测性资源调度

实验部分

基础实验

实验编号	实验名称	备注
实验 1	框架及工具入门示例
实验 2	定制一个新的张量运算
实验 3	CUDA实现和优化
实验 4	AllReduce的实现或优化
实验 5	配置Container来进行云上训练或推理准备

高阶实验

实验 6	学习使用调度管理系统
实验 7	分布式训练任务练习
实验 8	自动机器学习系统练习
实验 9	强化学习系统练习

人工智能系统教材

《人工智能系统》 教材为微软人工智能教育与共建社区中规划的人工智能相关教材之一。我们注意到，现在的大部分人工智能相关的教材，特别是深度学习和机器学习相关课程主要集中在相关理论、算法或者应用，与系统相关的教材并不多见。我们希望人工智能系统教材能让人工智能系统教育变得更加体系化和普适化，以共同促进人工智能与系统交叉人才的培养。

from https://github.com/microsoft/AI-System

 

 

程序员技能图谱 skill-map

Github 开源项目地址：https://github.com/TeamStuQ/skill-map

简介

程序员技能图谱是由极客邦科技 Geekbang（https://www.geekbang.org/）发起的一个技术社区开源项目，志在汇集、整理、共建泛 IT 技术领域（人工智能，前端开发，移动开发，云计算，大数据，架构，运维，安全，后端开发，测试，智能硬件等）及互联网产品、运营等领域学习技能图谱，帮助程序员梳理知识框架结构，并尝试提供路径指导和精华资源，方便技术人学习成长。

除非特别声明，本开源项目所有领域技能图谱内容均只代表所参与贡献的技术人员个人立场，与其公司背景无关。本项目出发点旨在抛砖引玉，有任何不同意见和反馈，请提交 Issue 讨论，或发送邮件至 sean@geekbang.org，编辑会及时跟进或组织讨论，并持续更新内容版本。请理解并支持，感谢！:)

目前技能图谱已有如下领域，点击标题可以预览文本文件（.md），也可以在『图片预览版』以技能树形式预览图片文件（.png）：

领域（点击预览）	核心贡献者 ID	原创链接	学习资源
# 人工智能 AI
- 机器学习	@徐英凯｜闪银机器学习工程师	-	推荐｜脑图
- Apollo 自动驾驶	@Apollo 技术布道师团队	原创链接	推荐｜脑图
# 大数据	@祝海林 ｜丁香园大数据技术专家	-	推荐｜脑图
	@高扬｜欢聚时代资深大数据技术专家	-	推荐｜脑图
- Hadoop	@张丹｜况客创始人	原创链接	推荐｜脑图
# Web 前端	@jayli（拔赤）｜阿里巴巴前端技术专家	原创链接	推荐｜脑图
	@Jackson Tian ｜阿里巴巴前端技术专家	原创链接	推荐｜脑图
- 移动性能优化	@刘恒兵（河伯）｜腾讯前端技术专家、IvWeb 负责人	原创链接	推荐｜脑图
- HTML5 开发	@Phodal（黄峰达）｜ThoughtWorks 高级咨询师	原创链接	推荐｜脑图
- Angular 2	@汤桂川｜广发证券前端技术专家	-	推荐｜脑图
# Server 后端
- 架构师	@沈剑｜58到家技术委员会主席／技术总监	-	推荐｜脑图
- OpenResty	@温铭｜OpenResty Inc. 合伙人	-	推荐｜脑图
- 直播技术	@李雨来｜SpeedyCloud 迅达云技术 VP	-	推荐｜脑图
- CDN 技术	@李孟｜SpeedyCloud 迅达云首席架构师	-	推荐｜脑图
- DNS 排查	@李孟｜SpeedyCloud 迅达云首席架构师	-	推荐｜脑图
# 云计算	@费良宏｜AWS 首席云计算技术顾问	-	推荐｜脑图
- OpenStack	@夏艳｜UnitedStack 公共关系总监	-	推荐｜脑图
- 容器 Container	@林帆 ｜阿里巴巴研发效能部技术专家	-	推荐｜脑图
- Serverless	@林帆 ｜阿里巴巴研发效能部技术专家	-	推荐｜脑图
- 微服务 MicroService	@王磊 ｜西安尚度元科技技术总监	-	推荐｜脑图
# 安全	@余弦 ｜知道创宇技术 VP	原创链接	推荐｜脑图
# 智能运维	@Tanky Woo ｜知道创宇资深运维工程师	原创链接	推荐｜脑图
- DBA	@杨一 ｜杭州有赞科技有限公司 DBA 专家	-	推荐｜脑图
- DevOps	@林帆 ｜阿里巴巴研发效能部技术专家	-	推荐｜脑图
- Kubernetes	@张磊｜阿里巴巴高级技术专家 & CNCF 官方大使	-	推荐｜脑图
	@李响｜阿里巴巴资深技术专家 & CNCF 技术监督委员会成员	-	推荐｜脑图
# 测试	@TesterHome 社区	-	推荐
- 移动无线测试	@陈晔 Monkey	-	推荐｜脑图
# 移动开发
- iOS 开发	@唐巧 ｜猿题库小猿搜题产品技术负责人	原创链接	推荐｜脑图
- Android App 开发	@anly_jun	原创链接	推荐｜脑图
- Android ROM 开发	@anly_jun	原创链接	推荐｜脑图
- Android 架构师	@顾浩鑫（ASCE1885）｜ 平安金融科技移动研发工程师	-	推荐｜脑图
# 智能硬件
- 嵌入式开发	@Phodal（黄峰达） ｜ThoughtWorks 高级咨询师	原创链接	推荐｜脑图
# 开发语言	@吴坚 ｜南航软件工程师	原创链接	推荐｜脑图
- Golang	@谢孟军 ｜Apple 资深技术专家	原创链接	推荐｜脑图
- Clojure	@Loretta ｜SwiftKey 软件工程师	-	推荐｜脑图
- Python	@ZoomQuiet（大妈） ｜猎豹移动技术专家	原创链接	推荐｜脑图
- Haskell	@张淞 ｜网易杭州研究院高级开发工程师	-	推荐｜脑图
- Node.js	@桑世龙（i5ting） ｜阿里巴巴前端技术专家	原创链接	推荐｜脑图
- Ruby	@张汉东（Alex）	-	推荐｜脑图
- Java	@Zhang Wei	-	推荐｜脑图
# 开发工具
- Git	@吴坚 ｜南航软件工程师	-	推荐｜脑图
# 技术管理
- CTO 技能	@黄勇｜特赞科技 CTO、EGO 会员	-	推荐｜脑图

以及正在建设中的领域：

• 服务端开发
• 分布式数据库开发
• IoT 物联网
• PHP 语言
• Swift 语言
• Objective-C 语言
• C++ 语言
• C# 语言

欢迎贡献新领域技能图谱，或推荐学习路径与资源，有任何改进意见和建议，也可以建立 issue 讨论或发送邮件至 sean@geekbang.org。所有参与该项目的社区朋友均有机会获赠礼品／技能图谱纸质印刷 A1 版。

改进目标

1. 继续细化各领域的技能节点
2. 提供各领域的参考学习路径
3. 推荐各知识点相关优质资源

图谱 MarkDown 分级规范

为了便于编辑和纠错更新，现统一图谱 MarkDown 文件分级规范如下：

1. 根据内容考虑用" #,##,### "依次表示高级别主干分级
2. 次级别分支用" -,*,+ "三种符号区分
3. 所有“-”的优先级高于“*”
4. 所有“*”的优先级高于“+”

加入我们

• 提交图谱：直接提交 Pull Request，或者联系项目负责人 Sean，可发邮件至 sean@geekbang.org

版本信息

V 1.0

• 更新稳定版本，新增 IT 职业技术重要领域

v 0.2.0

• IT 技术各主要领域基本覆盖

v 0.1.2

• 云计算领域新增：OpenStack，容器技术
• 移动开发领域新增：iOS 开发
• 测试领域新增：移动无线测试
• 智能硬件领域新增：嵌入式开发

v 0.1.1

• 程序员技能图谱第一版发布

本技能图谱遵循 CC-BY-NC-SA 4.0 协议。商业转载必须征求极客邦科技 Geekbang 授权同意，转载请务必注明出处。 极客邦科技 Geekbang 保留最终解释权及法律追究权力。

欢迎关注极客邦科技 Geekbang 推出的「极客时间」App，获取更多技术干货。

from https://github.com/TeamStuQ/skill-map/

https://github.com/TeamStuQ/skill-map/blob/master/img/GeekTime-QRCode-200X200.png