Github Trending and Good Stuff 2019-08-15

jupyter-notebook

slundberg / shap

A unified approach to explain the output of any machine learning model.
Good Stuff

• NHANES survival model with XGBoost and SHAP interaction values - Using mortality data from 20 years of followup this notebook demonstrates how to use XGBoost and shap to uncover complex risk factor relationships.
• Census income classification with LightGBM - Using the standard adult census income dataset, this notebook trains a gradient boosting tree model with LightGBM and then explains predictions using shap.
• League of Legends Win Prediction with XGBoost - Using a Kaggle dataset of 180,000 ranked matches from League of Legends we train and explain a gradient boosting tree model with XGBoost to predict if a player will win their match.
• MNIST Digit classification with Keras - Using the MNIST handwriting recognition dataset, this notebook trains a neural network with Keras and then explains predictions using shap.
• Keras LSTM for IMDB Sentiment Classification - This notebook trains an LSTM with Keras on the IMDB text sentiment analysis dataset and then explains predictions using shap.
• Explain an Intermediate Layer of VGG16 on ImageNet - This notebook demonstrates how to explain the output of a pre-trained VGG16 ImageNet model using an internal convolutional layer.
• Sentiment Analysis with Logistic Regression - This notebook demonstrates how to explain a linear logistic regression sentiment analysis model.
• Census income classification with scikit-learn - Using the standard adult census income dataset, this notebook trains a k-nearest neighbors classifier using scikit-learn and then explains predictions using shap.
• ImageNet VGG16 Model with Keras - Explain the classic VGG16 convolutional nerual network’s predictions for an image. This works by applying the model agnostic Kernel SHAP method to a super-pixel segmented image.
• Iris classification - A basic demonstration using the popular iris species dataset. It explains predictions from six different models in scikit-learn using shap.
• shap.decision_plot
• shap.dependence_plot

keplergl / kepler.gl

Kepler.gl is a powerful open source geospatial analysis tool for large-scale data sets.
Good Stuff

• [Kepler.gl][web] is a data-agnostic, high-performance web-based application for visual exploration of large-scale geolocation data sets. Built on top of Mapbox GL and deck.gl, kepler.gl can render millions of points representing thousands of trips and perform spatial aggregations on the fly.
• The mapbox argument is an InteractiveMap when added or null when removed.

shaoanlu / faceswap-GAN

A denoising autoencoder + adversarial losses and attention mechanisms for face swapping.
Good Stuff

• moviepy

onnx / models

A collection of pre-trained, state-of-the-art models in the ONNX format
Good Stuff

• |CaffeNet|Krizhevsky et al.|Deep CNN variation of AlexNet for Image Classification in Caffe where the max pooling precedes the local response normalization (LRN) so that the LRN takes less compute and memory.|
• You can see visualizations of each model’s network architecture by using Netron.

Mikoto10032 / DeepLearning

深度学习入门教程&&优秀文章&&Deep Learning Tutorial
Good Stuff

• hangdong的深度学习博客,论文推荐
• 3. colah’s blog
• 反卷积
• 凭什么相信CNN的结果?–可视化
• • 凭什么相信你，我的CNN模型？（篇一：CAM和Grad-CAM)
• • 凭什么相信你，我的CNN模型？（篇二：万金油LIME)
• Hands-on tour to deep learning with PyTorch
• Keep Up With New Trends
• 如何端到端地写科研论文-邱锡鹏

python

guanguans / favorite-link

❤️
每日收集喜欢的开源项目
Good Stuff

• 超实用工具，看老司机怎么把 Github 玩出花来
• 《神经网络与深度学习》
• 爬取secwiki和xuanwu.github.io/sec.today,分析安全信息站点、安全趋势、提取安全工作者账号(twitter,weixin,github等)
• Rails Girls Guides。
• 🌈 An elegant dashboard https://d2-projects.github.io/d2-admin/。
• AwesomeList top

deepinsight / insightface

Face Analysis Project on MXNet
Good Stuff

• By Jia Guo and Jiankang Deng
• All face images are aligned by MTCNN and cropped to 112x112:

davidsandberg / facenet

Face recognition using Tensorflow
Good Stuff

• Multi-task CNN. A Matlab/Caffe implementation can be found here and this has been used for face alignment with very good results. A Python/Tensorflow implementation of MTCNN can be found here. This implementation does not give identical results to the Matlab/Caffe implementation but the performance is very similar.

pandas-profiling / pandas-profiling

Create HTML profiling reports from pandas DataFrame objects
Good Stuff

• Census Income (US Adult Census data relating income)
• NASA Meteorites (comprehensive set of meteorite landings)
• Titanic (the “Wonderwall” of datasets)
• NZA (open data from the Dutch Healthcare Authority)
• Stata Auto (1978 Automobile data)
• Website Inaccessibility (demonstrates the URL type)
• The documentation for pandas_profiling can be found here.

RustPython / RustPython

A Python Interpreter written in Rust
Good Stuff

• Check out our online demo running on WebAssembly.

NVIDIA / apex

A PyTorch Extension: Tools for easy mixed precision and distributed training in Pytorch
Good Stuff

• Full API Documentation: https://nvidia.github.io/apex
• API Documentation
• Moving to the new Amp API (for users of the deprecated “Amp” and “FP16_Optimizer” APIs)
• API Documentation

ansible / workshops

Training Course for Ansible Automation
Good Stuff

• | Ansible Red Hat Enterprise Linux Workshop
  focused on automating Linux platforms like Red Hat Enterprise Linux | Deck
  Ansible Tower | Exercises | workshop_type: rhel |
• | Ansible Network Automation Workshop
  focused on router and switch platforms like Arista, Cisco, Juniper | Deck | Exercises | workshop_type: networking |
• | Ansible F5 Workshop
  focused on automation of F5 BIG-IP | Deck | Exercises | workshop_type: f5 |

allenai / allennlp

An open-source NLP research library, built on PyTorch.
Good Stuff

• Documentation

swift

LoopKit / Loop

An automated insulin delivery app template for iOS, built on LoopKit
Good Stuff

• Please visit the Loop Docs for installation, algorithm, and other details.

Alamofire / Alamofire

Elegant HTTP Networking in Swift
Good Stuff

• • Complete Documentation
• If you need to find or understand an API, check our documentation or Apple’s documentation for URLSession, on top of which Alamofire is built.

apple / swift-nio

Event-driven network application framework for high performance protocol servers & clients, non-blocking.
Good Stuff

• Currently SwiftNIO ships with three Bootstrap objects: ServerBootstrap, for bootstrapping listening channels; ClientBootstrap, for bootstrapping client TCP channels; and DatagramBootstrap for bootstrapping UDP channels.
• • API documentation
• [ch]: https://apple.github.io/swift-nio/docs/current/NIO/Protocols/ChannelHandler.html
• [c]: https://apple.github.io/swift-nio/docs/current/NIO/Protocols/Channel.html
• [chc]: https://apple.github.io/swift-nio/docs/current/NIO/Classes/ChannelHandlerContext.html
• [ec]: https://apple.github.io/swift-nio/docs/current/NIO/Classes/EmbeddedChannel.html
• [el]: https://apple.github.io/swift-nio/docs/current/NIO/Protocols/EventLoop.html
• [eel]: https://apple.github.io/swift-nio/docs/current/NIO/Classes/EmbeddedEventLoop.html
• [elg]: https://apple.github.io/swift-nio/docs/current/NIO/Protocols/EventLoopGroup.html
• [bb]: https://apple.github.io/swift-nio/docs/current/NIO/Structs/ByteBuffer.html
• [elf]: https://apple.github.io/swift-nio/docs/current/NIO/Classes/EventLoopFuture.html
• [elp]: https://apple.github.io/swift-nio/docs/current/NIO/Structs/EventLoopPromise.html
• [cp]: https://apple.github.io/swift-nio/docs/current/NIO/Classes/ChannelPipeline.html
• [mtelg]: https://apple.github.io/swift-nio/docs/current/NIO/Classes/MultiThreadedEventLoopGroup.html

SwiftGen / SwiftGen

The Swift code generator for your assets, storyboards, Localizable.strings, … — Get rid of all String-based APIs!
Good Stuff

• You can also follow me on twitter for news/updates about other projects I am creating, or read my blog.

Mortennn / Dozer

Hide status bar icons on macOS
Good Stuff

• Using Homebrew Cask:

SwiftyJSON / SwiftyJSON

The better way to deal with JSON data in Swift.
Good Stuff

• 中文介绍

javascript

airbnb / lottie-web

Render After Effects animations natively on Web, Android and iOS, and React Native. http://airbnb.io/lottie/
Good Stuff

• You can preview or take an svg snapshot of the animation to use as poster. After you render your animation, you can take a snapshot of any frame in the animation and save it to your disk. I recommend to pass the svg through an svg optimizer like https://jakearchibald.github.io/svgomg/ and play around with their settings.
  

bkimminich / juice-shop

OWASP Juice Shop: Probably the most modern and sophisticated insecure web application
Good Stuff

• Azure CLI or login to
• Introduction Slide Deck in

GoogleChrome / puppeteer

Headless Chrome Node API
Good Stuff

• Puppeteer is a Node library which provides a high-level API to control Chrome or Chromium over the DevTools Protocol. Puppeteer runs headless by default, but can be configured to run full (non-headless) Chrome or Chromium.
• Provide a slim, canonical library that highlights the capabilities of the DevTools Protocol.

airbnb / javascript

JavaScript Style Guide
Good Stuff

• Why? When JavaScript encounters a line break without a semicolon, it uses a set of rules called Automatic Semicolon Insertion to determine whether or not it should regard that line break as the end of a statement, and (as the name implies) place a semicolon into your code before the line break if it thinks so. ASI contains a few eccentric behaviors, though, and your code will break if JavaScript misinterprets your line break. These rules will become more complicated as new features become a part of JavaScript. Explicitly terminating your statements and configuring your linter to catch missing semicolons will help prevent you from encountering issues.

• • 22.5 Note: Be careful when using bitshift operations. Numbers are represented as 64-bit values, but bitshift operations always return a 32-bit integer (source). Bitshift can lead to unexpected behavior for integer values larger than 32 bits. Discussion. Largest signed 32-bit Int is 2,147,483,647:
• // see https://kangax.github.io/compat-table/es6/#test-WeakMap
• • 27.1 Refer to Kangax’s ES5 compatibility table.

• Why? They are not finalized, and they are subject to change or to be withdrawn entirely. We want to use JavaScript, and proposals are not JavaScript yet.

• • Latest ECMA spec
• • ES6 Compatibility Table
• • Google JavaScript Style Guide
• • Google JavaScript Style Guide (Old)
• • React: facebook.github.io/react/contributing/how-to-contribute.html#style-guide

shentao / vue-multiselect

Universal select/multiselect/tagging component for Vue.js
Good Stuff

• For detailed explanation on how things work, checkout the guide and docs for vue-loader.

aws / aws-sdk-js

AWS SDK for JavaScript in the browser and Node.js
Good Stuff

• For browser-based web, mobile and hybrid apps, you can use AWS Amplify Library which extends the AWS SDK and provides an easier and declarative interface.
• Alternatively, you can use AWS Amplify Library which extends AWS SDK and provides React Native UI components and CLI support to work with AWS services.
• To create React applications with AWS SDK, you can use AWS Amplify Library which provides React components and CLI support to work with AWS services.
• AWS Amplify Library provides Angular components and CLI support to work with AWS services.

pixijs / pixi.js

The HTML5 Creation Engine: Create beautiful digital content with the fastest, most flexible 2D WebGL renderer.
Good Stuff

• Examples: Get stuck right in and play around with PixiJS code and features right here!
• Docs: Get to know the PixiJS API by checking out the docs.

mjmlio / mjml

MJML: the only framework that makes responsive-email easy
Good Stuff

• The MJML App (MJML is included)

mozilla / pdf.js

PDF Reader in JavaScript
Good Stuff

• PDF.js is a Portable Document Format (PDF) viewer that is built with HTML5.
• • https://mozilla.github.io/pdf.js/web/viewer.html
• • Interactive examples
• • https://mozilla.github.io/pdf.js/api/

facebook / react-native

A framework for building native apps with React.
Good Stuff

• • • • • • • • [p]: https://facebook.github.io/react-native/docs/out-of-tree-platforms
• Follow the Getting Started guide. The recommended way to install React Native depends on your project. Here you can find short guides for the most common scenarios:
• [new-app]: https://facebook.github.io/react-native/docs/getting-started.html
• [existing]: https://facebook.github.io/react-native/docs/integration-with-existing-apps.html
• [docs]: https://facebook.github.io/react-native/docs/getting-started.html
• [u]: https://facebook.github.io/react-native/docs/upgrading
• [contribute]: https://facebook.github.io/react-native/docs/contributing

Tencent / vConsole

A lightweight, extendable front-end developer tool for mobile web page.
Good Stuff

• http://wechatfe.github.io/vconsole/demo.html

lllyasviel / style2paints

sketch + style = paints
🎨
Good Stuff

• User Instruction: https://style2paints.github.io/
• User Instruction: https://style2paints.github.io/

webpack / webpack

A bundler for javascript and friends. Packs many modules into a few bundled assets. Code Splitting allows for loading parts of the application on demand. Through “loaders”, modules can be CommonJs, AMD, ES6 modules, CSS, Images, JSON, Coffeescript, LESS, … and your custom stuff.
Good Stuff

• webpack supports all browsers that are ES5-compliant (IE8 and below are not supported).

go

grpc-ecosystem / grpc-gateway

gRPC to JSON proxy generator following the gRPC HTTP spec
Good Stuff

• Check out our documentation!
• Check our documentation
• the docs

Masterminds / sprig

Useful template functions for Go templates.
Good Stuff

• • Template developers**: Please use Sprig’s function documentation for