Awesome List Updates on Sep 14 - Sep 20, 2020

53 awesome lists updated this week.

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1. Awesome Tap

Producers / Bash

• ShellSpec (⭐1.2k) - A full-featured BDD unit testing framework for POSIX shells.

2. Awesome Newsletters

Mobile / Svelte

• Mobile Developers Cafe. A weekly newsletter for Mobile Developers - iOS, Android, Flutter & React Native.

3. ALL About RSS

a WEBPAGE (in English) to explain what RSS is

• About Feeds ⁷⁹⁰

Server / Backend / Outline Processor Markup Language

• ARSSE ⁷⁹³

Telegram / Telegram RSS bots

• RustRssBot ^{89, 158, 407}
  • DragaNewsBot

universally from / webpage/html

• HTML2RSS ⁷⁹⁵

specifically from (a certain platform) / Hacker News

• Realtime RSS feeds for Hacker News ⁴⁶⁵

• Headllines ⁷⁹⁶

• Hacker News Digest ⁸⁰²

specifically from (a certain platform) / Last.fm

• Last.fm RSS Feeds ⁸⁰⁷

RSS2Notification / RSS2GitHubProfile

• Truepush ⁷⁹⁷

• pushMonkey ⁷⁹⁷

• PushAlert ⁷⁹⁷

• PushEngage ⁷⁹⁷

RSS2CMS / Webpage Monitor Services with capability of monitoring RSS Feed 1264

• PressForward ⁸⁰⁴

Multi-subject / Crypto or Blockchain relevant

• OPML of D介子 (⭐0) ⁸⁰¹

• 「A君私藏的超好用 RSS 订阅源」 by 爱范儿 ⁸⁰³

Tutorials when knowing how to run code / Crypto or Blockchain relevant

• For Hugo bloggers ⁸⁰⁸

Podcast apps that will work with your custom RSS link / Crypto or Blockchain relevant

• GNOME Podcasts ⁷⁹¹

Podcast Hosting / Crypto or Blockchain relevant

• Transistor

• Libsyn

• Anchor

• PodBean

• Simplecast

• Fireside

4. Awesome Credit Modeling

Introduction

• Statistical Classification Methods in Consumer Credit Scoring: A Review - Classic introduction and review of the subject of credit scoring.

• 'Lending by numbers': credit scoring and the constitution of risk within American consumer credit - Examines how statistical credit-scoring technologies became applied by lenders to the problem of controlling levels of default within American consumer credit. Explores their perceived methodological, procedural and temporal risks.

Credit Scoring

• Benchmarking state-of-the-art classification algorithms for credit scoring: An update of research - There have been several advancements in scorecard development, including novel learning methods, performance measures and techniques to reliably compare different classifiers, which the credit scoring literature does not reflect. This paper compares several novel classification algorithms to the state-of-the-art in credit scoring. In addition, the extent to which the assessment of alternative scorecards differs across established and novel indicators of predictive accuracy is examined.

• Classifier Technology and the Illusion of Progress - A great many tools have been developed for supervised classification, ranging from early methods such as linear discriminant analysis through to modern developments such as neural networks and support vector machines. A large number of comparative studies have been conducted in attempts to establish the relative superiority of these methods. This paper argues that these comparisons often fail to take into account important aspects of real problems, so that the apparent superiority of more sophisticated methods may be something of an illusion. In particular, simple methods typically yield performance almost as good as more sophisticated methods, to the extent that the difference in performance may be swamped by other sources of uncertainty that generally are not considered in the classical supervised classification paradigm.

• Good practice in retail credit scorecard assessment - In retail banking, predictive statistical models called ‘scorecards’ are used to assign customers to classes, and hence to appropriate actions or interventions. Such assignments are made on the basis of whether a customer's predicted score is above or below a given threshold. The predictive power of such scorecards gradually deteriorates over time, so that performance needs to be monitored. Common performance measures used in the retail banking sector include the Gini coefficient, the Kolmogorov–Smirnov statistic, the mean difference, and the information value. However, all of these measures use irrelevant information about the magnitude of scores, and fail to use crucial information relating to numbers misclassified. The result is that such measures can sometimes be seriously misleading, resulting in poor quality decisions being made, and mistaken actions being taken.

• Credit scoring using the clustered support vector machine - Introduces the use of the clustered support vector machine (CSVM) for credit scorecard development. This recently designed algorithm addresses some of the limitations associated with traditional nonlinear support vector machine (SVM) based methods for classification. Specifically, it is well known that as historical credit scoring datasets get large, these nonlinear approaches, while highly accurate, become computationally expensive. The CSVM can achieve comparable levels of classification performance while remaining relatively cheap computationally.

Institutional Credit Risk

• Availability of Credit to Small Businesses - Section 2227 of the Economic Growth and Regulatory Paperwork Reduction Act of 1996 requires that, every five years, the Board of Governors of the Federal Reserve System submit a report to the Congress detailing the extent of small business lending by all creditors. The most recent one is dated September, 2017.

• Credit Risk Assessment Using Statistical and Machine Learning: Basic Methodology and Risk Modeling Applications - An important ingredient to accomplish the goal of a more efficient use of resources through risk modeling is to find accurate predictors of individual risk in the credit portfolios of institutions. In this context the authors make a comparative analysis of different statistical and machine learning modeling methods of classification on a mortgage loan dataset with the motivation to understand their limitations and potential.

Sample Selection

• Reject inference in application scorecards: evidence from France - Good introduction and discussion on the topic.

• Reject inference, augmentation, and sample selection - In-depth discussion.

• Instance sampling in credit scoring: An empirical study of sample size and balancing - Discusses the traditional sampling conventions in credit modeling and argues that using larger samples provides a significant increase in accuracy across algorithms.

Feature Selection

• A multi-objective approach for profit-driven feature selection in credit scoring - In credit scoring, feature selection aims at removing irrelevant data to improve the performance and interpretability of the scorecard. Standard techniques treat feature selection as a single-objective task and rely on statistical criteria such as correlation. Recent studies suggest that using profit-based indicators may improve the quality of scoring models for businesses.

• Data mining feature selection for credit scoring models - The features used may have an important effect on the performance of credit scoring models. The process of choosing the best set of features for credit scoring models is usually unsystematic and dominated by somewhat arbitrary trial. This paper presents an empirical study of four machine learning feature selection methods.

• Combination of feature selection approaches with SVM in credit scoring - An effective classificatory model in credit scoring will objectively help managers who rely on intuitive experience. This study proposes four approaches using the SVM (support vector machine) classifier for feature selection that retain sufficient information for classification purposes.

5. Awesome Saltstack

Blogposts and opinions

• Network Automation at Scale - Up and running in 60 minutes.

6. Awesome Stock Resources

Patterns / Unspecified License

• Gradienta - ©️ Multicolor CSS Gradients, JPG Downloads, 100% Free!

7. Awesome Dataviz

Python tools / Misc

• ipychart (⭐129) - The power of Chart.js in Jupyter Notebook.

8. Awesome Android Ui

Menu

• Name: ExpandableBottomBar (⭐787)

  License: MIT

  Demo:

9. Awesome Git Hooks

Tools / update

• Git Build Hook Maven Plugin (⭐145) - Install Git hooks and config during a Maven build.

10. Awesome Cross Platform Nodejs

Applications / Continuous integration

• Github Action - Windows/macOS/Linux. GitHub Actions makes it easy to automate all your software workflows.

• Gitlab CI - Windows/macOS/Linux. GitLab CI/CD is a tool built into GitLab for software development.

11. Awesome Machine Learning

Python / Computer Vision

• Self-supervised learning

Python / General-Purpose Machine Learning

• ML/DL project template (⭐1.3k)

• PyTorch Lightning (⭐30k) - The lightweight PyTorch wrapper for high-performance AI research.

• PyTorch Lightning Bolts (⭐1.7k) - Toolbox of models, callbacks, and datasets for AI/ML researchers.

• Determined (⭐3.2k) - Scalable deep learning training platform, including integrated support for distributed training, hyperparameter tuning, experiment tracking, and model management.

12. Awesome Mongodb

Resources / More

• MongoDB 101 by Academy 3T - Free and self-paced MongoDB courses for beginners

Tools / Desktop

• TablePlus - Native, lightweight GUI on macOS

13. Awesome Sre

Culture

• The Cloudcast #301: SRE and Infrastructure Operations (Podcast)

• Meeting reliability challenges with SRE principles

Reliability

• Rethinking Task Size in SRE

Monitoring & Observability & Alerting

• Elastic Observability in SRE and Incident Response

On-Call

• How we’ve evolved on-call at Monzo

• Writing Runbook Documentation When You’re An SRE

• Incident response, programs and you(r startup)

• An Incident Command Training Handbook

Post-Mortem

• Improving Postmortem Practices with Veteran Google SRE, Steve McGhee

Service Level Agreement

• Succeeding With Service Level Objectives

• Putting customers first with SLIs and SLOs

• SRE Leadership: Have Tiered SLAs

• How SLOs Enable Fast, Reliable Application Delivery

Blogs

• Squadcast Blog - Blog posts about SRE best practices, reliability, on-call and incident management.

Twitter

• The SRE Dev - SRE-related Posts from dev.to.

14. Awesome Splunk

Apps

• Miscellaneous Scripts for fixing issues with the Universal Forwarder (⭐35) - This kit was compiled based on common issues with Splunk deployments and managing idiosyncrasies that tend to naturally occur.

15. Awesome Tensorflow Lite

Past announcements:

• Announcement of the new converter - MLIR-based and enables conversion of new classes of models such as Mask R-CNN and Mobile BERT etc., supports functional control flow and better error handling during conversion. Enabled by default in the nightly builds.

• Android Support Library (⭐407) - Makes mobile development easier (Android (⭐8.1k) sample code).

• Model Maker - Create your custom image & text (⭐8.1k) classification models easily in a few lines of code. See below the Icon Classifier for a tutorial by the community.

• On-device training - It is finally here! Currently limited to transfer learning for image classification only but it's a great start. See the official Android (⭐8.1k) sample code and another one from the community (Blog | Android (⭐59)).

• Model Metadata - Provides a standard for model descriptions which also enables Code Gen and Android Studio ML Model Binding.

TensorFlow Lite models / Other

• MobileNet (⭐78k) - Pretrained MobileNet v2 and v3 models.

TensorFlow models / Other

• TensorFlow models (⭐78k) - Official TensorFlow models.

Plugins and SDKs / Other

• MediaPipe (⭐31k) - A cross platform (mobile, desktop and Edge TPUs) AI pipeline by Google AI. (PM Ming Yong) | MediaPipe examples.

• Coral Edge TPU - Edge hardware by Google. Coral Edge TPU examples.

Helpful links / Other

• Netron (⭐31k) - A tool for visualizing models.

• AI benchmark - A website for benchmarking computer vision models on smartphones.

• Performance measurement - How to measure model performance on Android and iOS.

• Material design guidelines for ML - How to design machine learning powered features. A good example: ML Kit Showcase App (⭐494).

• The People + AI Guide book - Learn how to design human-centered AI products.

MOOCs / Other

• Introduction to TensorFlow Lite - Udacity course by Daniel Situnayake (@dansitu), Paige Bailey (@DynamicWebPaige), and Juan Delgado.

• Device-based Models with TensorFlow Lite - Coursera course by Laurence Moroney (@lmoroney).

16. Awesome Quantum Computing

Development Tools

• TensorFlow Quantum - A quantum machine learning library that integrates Cirq with TensorFlow for prototyping of hybrid quantum-classical models for classical or quantum data.

17. Awesome Coq

Projects / Libraries

• TLC (⭐39) - Non-constructive alternative to Coq's standard library.

Projects / Tools

• coq2html (⭐31) - Alternative HTML documentation generator for Coq.

Projects / Type Theory and Mathematics

• Completeness and Decidability of Modal Logic Calculi (⭐10) - Soundness, completeness, and decidability for the logics K, K*, CTL, and PDL.

• CoqPrime (⭐39) - Library for certifying primality using Pocklington and Elliptic Curve certificates.

• Finmap (⭐48) - Extension of Mathematical Components with finite maps, sets, and multisets.

• Gaia (⭐30) - Implementation of books from Bourbaki's Elements of Mathematics, including set theory and number theory.

Resources / Community

• Planet Coq link aggregator

Resources / Books

• Program Logics for Certified Compilers - Book that explains how to construct program logics using separation logic, accompanied by a formal model in Coq which is applied to the Clight programming language and other examples.

Resources / Course Material

• Foundations of Separation Logic - Introduction to using separation logic to reason about sequential imperative programs in Coq.

18. Awesome Raspberry Pi

Tools

• Atlas toolkit (⭐272) - Very lightweight and easy to install toolkit to write in Python single-page web applications to pilot your RPi, without having to install a web server.

19. Awesome Composer

Packagist-compatible repositories / IRC

• Cloudsmith - A fully managed package management SaaS with PHP/Composer support (and many others).

20. Awesome Web Performance Budget

Articles

• JavaScript Start-up Performance - Performance Budget by Addyosmani.

Podcasts

• Shoptalk Show - A podcast about building websites.

Books

• Web Performance Warrior

• Designing for Performance

21. Awesome Vulkan

Apps

• Q2RTX (⭐1.3k) - NVIDIA’s implementation of RTX ray-tracing in Quake II. [LICENSE (⭐1.3k)]

Tools

• MangoHud (⭐7.4k) - Vulkan and OpenGL overlay for monitoring FPS, temperatures, CPU/GPU load. [MIT]

22. Open Source Flutter Apps

Contents / Health and Fitness

• Covid-Care (⭐10) - Live Update With Change State country india by J-J-GAJJAR

Contents / Personalization

• Wallbay (⭐114) - Wallpaper App developed in Flutter using Pexels API by Tekeshwar Singh.

23. Awesome Open Source Supporters

Miscellaneous

• LoginRadius requires-approval - Authentication and SSO Made Simple.

24. Awesome Scientific Computing

Basic linear algebra

• blaze - High-performance C++ math library for dense and sparse arithmetic. (C++, BSD, Bitbucket)

25. Awesome Gbdev

Testing / Misc

• MBC3 RTC test ROM (⭐33)

Tools / Music drivers and trackers

• Carillon Player - Music Engine.

• GBT PLAYER (⭐288) - A music player library and converter kit.

• mmlgb (⭐43) - A MML parser and GBDK sound driver for the Nintendo Game Boy.

• XPMCK (⭐27) - An MML based music compiler with support for Game Boy & Game Boy Color.

26. Awesome Actions

Notifications and Messages / Code Coverage

• Keep Your PRs in Sync With Teamwork Tasks (⭐67)

Tutorials / Terraform

• Getting the Gist of GitHub Actions

27. Awesome Roslyn

Tutorials

• How To Write a C# Analyzer and Code Fix (⭐20k) - The mother of all Roslyn tutorials :-) A realistic step-by-step introduction to syntax and semantic analysis as well as the syntax transformation.

28. Awesome Agriculture

IoT, Hardware / Shapefiles

• Farm Hack - Worldwide community of farmers that build and modify our own tools.

29. Awesome Competitive Programming

Sites for Practice / Contest Calendars

• ☆: ★★★

  Name: Competitive Programming Contests Calendar

  Description: Google Calendar export available

30. Awesome Javascript

Component Management

• Bit (⭐18k) - Create, find and reuse components (React, Angular, Node etc.) across applications.

Form Widgets / Select

• selectize.js (⭐13k) - Selectize is the hybrid of a textbox and <select> box. It's jQuery based and it has autocomplete and native-feeling keyboard navigation; useful for tagging, contact lists, etc.

31. Awesome Tensorflow Js

📖 Learn / 🤩 Powered by TensorFlow.js

• Pose Animator - A tool to bring SVG characters to life in the browser via motion capture.

• LipSync - A web-based, playful, interactive experiences to lip sync to your favorite songs.

• BodyPix - A real-time person and body-part segmentation in the browser.

🔨 Tools / Libraries

• Danfo.js - High-performance, intuitive, and easy-to-use data structures for manipulating and processing structured data. (Inspired by Pandas)

32. Awesome Tailwindcss

Tools

• 🎨🌍🔧 TailwindInk - AI palette generator, trained with the Tailwind CSS palette.

33. Awesome Vscode

C++

• CQuery (⭐54) - C/C++ language server (⭐2.4k) supporting multi-million line code base, powered by libclang. Cross references, completion, diagnostics, semantic highlighting and more.

34. Awesome Bioie

Techniques and Models / BERT models

• BlueBERT (⭐573) - paper - A BERT model pre-trained on PubMed text and MIMIC-III notes.

35. Awesome Remote Job

Job boards

• Built In

Housing

• Anceu - Rural Coliving & coworking space in Galicia, Spain

36. Awesome Elixir

Testing

• definject (⭐56) - Unobtrusive dependency injector for Elixir.

37. Webcomponents the Right Way

Component Libraries

• Joomla UI custom elements (⭐32) - Compilation of Joomla 4 Custom Elements.

38. Awesome Ibmcloud

Carbon Design System

• carbon (⭐8.4k) - A design system built by IBM.

• carbon-addons-angular (⭐4) - Common Addons for Carbon Angular projects.

• carbon-addons-ics (⭐19) - Carbon Add-on for IBM Collaboration Solutions.

• carbon-addons-iot-react (⭐97) - This library contains React components shared between all IBM IoT products to unify our look and feel. These widgets are usually based on the carbon-components-react widgets.

• carbon-angular-starter (⭐77) - A simple starter app for bootstrapping applications with Carbon components.

• carbon-badges (⭐4) - A site to apply for Carbon badges.

• carbon-charts (⭐962) - 📊 📈 Reusable charts implemented using D3 & typescript.

• carbon-components-angular (⭐549) - An Angular implementation of the Carbon Design System for IBM.

• carbon-components-react (⭐1.1k) - React components for the Carbon Design System.

• carbon-components-svelte (⭐2.8k) - Svelte implementation of the Carbon Design System.

• carbon-components-vue (⭐627) - Vue implementation of the Carbon Design System.

• carbon-design-kit (⭐1.1k) - A versioned, comprehensive kit of the Carbon Design System visual assets (components, iconography, color palettes, grids, templates).

• carbon-icons (⭐90) - SVG icon library for the Carbon Design System.

• carbon-icons-angular (⭐17) - Carbon icons, in Angular!

• carbon-icons-svelte (⭐425) - Svelte components for icons in digital and software products using the Carbon Design System.

• carbon-language-website (⭐89) - IBM Design Language website.

• carbon-sandbox (⭐13) - A theme playground for Carbon Components.

• carbon-tutorial (⭐159) - An app for the Carbon Design System tutorial.

• carbon-web-components (⭐476) - Carbon Design System variant on top of Web Components.

• carbon-website (⭐297) - The website for the Carbon Design System.

• gatsby-starter-carbon-theme (⭐19) - A Gatsby starter demonstrating the Gatsby Carbon theme.

• gatsby-theme-carbon (⭐363) - A Carbon inspired Gatsby theme.

• ibm-dotcom-library (⭐282) - IBM.com library based on the Carbon Design System for IBM.

• ibm-dotcom-library-nextjs-template (⭐34) - This is a IBMdotcom NextJS template utilizing the IBMdotcom React library.

• ibm-dotcom-library-website (⭐41) - This is the IBM.com Library website, which includes documentation and guidelines around design and development for IBM.com.

• ibm-security (⭐77) - A Carbon experience framework built by IBM Security.

Command Line Tools

• Cloud Foundry CLI (⭐1.8k) - The official command line client for Cloud Foundry.

• The Kui Framework for Graphical Terminals (⭐2.9k) - A hybrid command-line/UI development experience for cloud-native development.

• IBM Cloud CLI Release (⭐157) - This is the command line client for IBM Cloud.

• IBM Cloud Docker Containers - A *unoffical- Collection of different Docker Containers to interface with IBM Cloud.

• Universal Command Line Interface - IBM Cloud CLI provides the command line interface for managing resources in IBM Cloud.

• Windows 64-bit - Command Line Interface for Windows 64-bit.

Infrastructure

• cp4d-deployment (⭐49) - These terraform scripts are developed to deploy CloudPakforData on the public cloud.

• ibm-spectrum-scale-cloud-install (⭐30) - Cloud Resource Provisioning framework for IBM Spectrum Scale.

• lamp-terraform-ibm (⭐5) - Automate deployment of environments using Infrastructure as Code.

• terraform-provider-ibm (⭐348) - Terraform IBM Cloud provider.

• vision-terraform (⭐10) - IBM Visual Insights sample terraform templates for deployment in IBM Cloud (formerly IBM PowerAI Vision).

Platform

• charts (⭐301) - The IBM/charts repository provides helm charts for IBM and Third Party middleware.

• cloud-foundry - IBM Cloud Platform as a Service.
  • binary-buildpack (⭐29) - Deploy binaries to Cloud Foundry.
  • dotnet-buildpack (⭐96) - Cloud Foundry buildpack for .NET Core on Linux.
  • go-buildpack (⭐82) - Cloud Foundry buildpack for the Go Language.
  • ibm-websphere-liberty-buildpack (⭐72) - IBM WebSphere Application Server Liberty Buildpack.
  • java-buildpack (⭐443) - Cloud Foundry buildpack for running Java applications.
  • nginx-buildpack (⭐29) - Cloud Foundry buildpack that provides NGINX.
  • nodejs-buildpack (⭐173) - Cloud Foundry buildpack for Node.js.
  • php-buildpack (⭐143) - A Cloud Foundry Buildpack for PHP.
  • python-buildpack (⭐120) - Cloud Foundry buildpack for the Python Language.
  • r-buildpack (⭐9) - Cloud Foundry buildpack for R.
  • ruby-buildpack (⭐65) - Cloud Foundry buildpack for Ruby, Sinatra and Rails.
  • staticfile-buildpack (⭐199) - Deploy static HTML/JS/CSS apps to Cloud Foundry.

• cloud-operators (⭐42) - IBM Public Cloud Service Operator.

• cloud-pak (⭐138) - IBM Cloud Paks are enterprise-grade containerized software by combining container images with enterprise capabilities for deployment in production use cases with integrations for management and lifecycle operations. Features such as pre-configured deployments based on product expertise, rolling upgrades, rollbacks, security/vulnerability testing.

• generator-swiftserver (⭐63) - Generator for Kitura REST webservice servers.

• go-cloud (⭐3) - A Golang boilerplate code to benchmark cloud platforms to host a Go applications.

• go-website - Deploy your website using a Golang server.

• ibm-cloud-go (⭐37) - Go library for accessing the IBM Cloud API.

• insurance-bot (⭐36) - A message based insurance experience.

• kitura (⭐7.6k) - A Swift web framework and HTTP server.

• kitura-couchdb (⭐52) - CouchDB adapter for Kitura.

• kitura-credentials (⭐42) - A pluggable framework for validating user credentials in a Swift server using Kitura.

• kitura-credentials-google (⭐9) - A plugin for the Kitura-Credentials framework that authenticates using the Google web login.

• kitura-net (⭐104) - Kitura networking.

• kitura-nio (⭐37) - A networking library for Kitura, based on SwiftNIO.

• kitura-sample (⭐81) - A sample application that shows how to use various features of Kitura.

• kitura-session (⭐19) - A pluggable framework for managing user sessions in a Swift server using Kitura.

• kitura-starter (⭐30) - Kitura-based server starter application for the IBM Cloud.

• logistics-wizard (⭐114) - The Logistics Wizard is an end-to-end, smart supply chain management solution.

• multiple-deployment-options (⭐19) - Shows how one service can be deployed to multiple deployment options.

• node-mqtt-for-anki-overdrive (⭐64) - Node.js Controller and MQTT API for Anki Overdrive.

• swift-ubuntu-docker (⭐153) - Docker image packaged with the Swift binaries.

• swifty-request (⭐110) - SwiftyRequest is an HTTP networking library built for Swift.

• watson-assistant-variables (⭐40) - Samples using context variables and (system) entities in IBM Watson Assistant (formerly Conversation) service.

• webiste-base (⭐3) - Deploy your website using a Node.js server.

Serverless

• openwhisk-darkvisionapp (⭐110) - Discover dark data in videos with IBM Watson and IBM Cloud Functions.

• openwhisk-visionapp (⭐44) - A sample iOS app for image tagging and face detection built with IBM Cloud Functions.

• serverless-chatbot (⭐8) - Build your own chatbot using Serverless service (Serverless Architecture/Function-as-a-Service).

Data & AI

• assistant-simple (⭐482) - A simple sample application demonstrating the Watson Assistant API.

• botkit-middleware (⭐208) - A middleware to connect Watson Assistant Service to different chat channels using Botkit.

• chatbot-watson-android (⭐198) - An Android ChatBot powered by Watson Services - Assistant, Speech-to-Text and Text-to-Speech on IBM Cloud.

• discovery-nodejs (⭐76) - This is the Watson Discovery Service Demo.

• food-coach (⭐39) - A simple sample web application demonstrating the integration of Watson Tone Analyzer into Watson Assistant.

• ibm-watson-iot - Code repositories built around the IBM Watson IoT Platform.

• max-audio-classifier (⭐155) - Identify sounds in short audio clips.

• max-audio-embedding-generator (⭐59) - Generate embedding vectors from audio files.

• max-audio-sample-generator (⭐22) - Generate short audio clips of speech commands and lo-fi instrumental samples.

• max-base (⭐12) - This is a base image for IBM Model Asset Exchange.

• max-breast-cancer-mitosis-detector (⭐24) - Detect whether a mitosis exists in an image of breast cancer tumor cells.

• max-chinese-phonetic-similarity-estimator (⭐37) - Estimate the phonetic distance between Chinese words and get similar sounding candidate words.

• max-fast-neural-style-transfer (⭐51) - Generate a new image that mixes the content of a source image with the style of another image.

• max-human-pose-estimator (⭐64) - Detect humans in an image and estimate the pose for each person.

• max-image-caption-generator (⭐84) - IBM Code Model Asset Exchange: Show and Tell Image Caption Generator.

• max-image-colorizer (⭐26) - Adds color to black and white images.

• max-image-resolution-enhancer (⭐1k) - Upscale an image by a factor of 4, while generating photo-realistic details.

• max-image-segmenter (⭐31) - Identify objects in an image, additionally assigning each pixel of the image to a particular object.

• max-inception-resnet-v2 (⭐27) - Identify objects in images using a third-generation deep residual network.

• max-named-entity-tagger (⭐25) - Locate and tag named entities in text.

• max-news-text-generator (⭐26) - Generate English-language text similar to the news articles in the One Billion Words data set.

• max-nucleus-segmenter (⭐2) - Identify nuclei in a microscopy image and assign each pixel of the image to a particular nucleus.

• max-object-detector (⭐293) - Localize and identify multiple objects in a single image.

• max-ocr (⭐50) - MAX Optical Character Recognition.

• max-question-answering (⭐33) - Answer questions on a given corpus of text.

• max-resnet-50 (⭐14) - Identify objects in images using a first-generation deep residual network.

• max-review-text-generator (⭐17) - Generate English-language text similar to the text in the Yelp® review data set.

• max-scene-classifier (⭐41) - Image classifier for physical places/locations, based on the Places365-CNN Model.

• max-speech-to-text-converter (⭐75) - Converts spoken words into text form.

• max-sports-video-classifier (⭐23) - Categorize sports videos according to which sport the video depicts.

• max-text-sentiment-classifier (⭐57) - Detect the sentiment captured in short pieces of text.

• max-text-summarizer (⭐27) - Generate a summarized description of a body of text.

• max-toxic-comment-classifier (⭐54) - Detect 6 types of toxicity in user comments.

• max-weather-forecaster (⭐71) - Predict hourly weather features given historical data for a specific location.

• max-word-embedding-generator (⭐9) - Generate embedding vectors from text files.

• natural-language-classifier-nodejs (⭐156) - See how the classifier service uses natural language to determine the intent behind your question.

• natural-language-understanding-nodejs (⭐137) - 🆕 Demo code for the Natural Language Understanding Service.

• node-red-labs (⭐209) - Node-RED labs on the use of the Watson Developer Cloud services.

• node-red-node-watson (⭐82) - A collection of nodes for the IBM Watson services.

• personality-insights-nodejs (⭐559) - 📊 Sample Nodejs Application for the IBM Watson Personality Insights Service.

• personality-insights-python - Sample Python Application for the IBM Watson Personality Insights Service.

• simple-chat-swift (⭐48) - 📱 An iOS chat application using cognitive services from the Watson Developer Cloud Swift SDK.

• speech-javascript-sdk (⭐262) - Library for using the IBM Watson Speech to Text and Text to Speech services in web browsers.

• speech-to-text-nodejs (⭐1.1k) - 🎤 Sample Node.js Application for the IBM Watson Speech to Text Service.

• tone-analyzer-nodejs (⭐454) - Sample Node.js Application for the IBM Tone Analyzer Service.

• visual-recognition-coreml (⭐489) - Classify images offline using Watson Visual Recognition and Core ML.

• visual-recognition-nodejs (⭐360) - 📷 Sample Node.js Application for the IBM Watson Visual Recognition Service.

• watson-developer-cloud - A collection of REST APIs and SDKs that use cognitive computing to solve complex problems.
  • android-sdk (⭐148) - 🔆 Android SDK to use the IBM Watson services.
  • dotnet-standard-sdk (⭐149) - 🆕🆕🆕 .NET Standard library to access Watson Services.
  • go-sdk (⭐68) - 🐭 Go SDK for the IBM Watson services.
  • java-sdk (⭐594) - 🥇 Java SDK to use the IBM Watson services.
  • node-sdk (⭐1.5k) - ☄️ Node.js library to access IBM Watson services.
  • openwhisk-sdk (⭐12) - 🆕 SDK for using Watson Services on IBM Cloud Functions (based on Apache Openwhisk).
  • python-sdk (⭐1.5k) - 🐍 Client library to use the IBM Watson services in Python and available in pip as watson-developer-cloud.
  • ruby-sdk (⭐44) - ♦️ Ruby SDK to use the IBM Watson services.
  • salesforce-sdk (⭐29) - A Salesforce library for communicating with the IBM Watson REST APIs.
  • swift-sdk (⭐873) - 📱 The Watson Swift SDK enables developers to quickly add Watson Cognitive Computing services to their Swift applications.
  • unity-sdk (⭐568) - 🎮 Unity SDK to use the IBM Watson services.

• with-watson (⭐0) - iOS App running Visual Recognition default model.

• with-watson-custom-model - iOS App running Visual Recognition custom model.

• your-celebrity-match (⭐155) - 🌟 The Celebrity Match application uses the Watson Personality Insights Service and Twitter data to identify celebrities on Twitter whose tweets are conceptually closest to yours.

Resources

• API Docs - API Docs lists the documentation of the APIs supported on IBM Cloud.

• Documentation - Learn more about a specific service reading the service's documentation.

• Enterprise Design Thinking - Apply design thinking to complex teams, problems, and organizations.

• Getting Started with IBM Cloud - What is the IBM Cloud platform?

• IBM Cloud Architecture Center - IBM's architectures provide practices for building apps on the cloud. The reference architectures define the basic pattern, while implementations provide specific technology, practices, and tool choices to build and deploy that pattern.

• IBM Cloud Blog - How-tos, news, and announcements for IBM Cloud.

• IBM Cloud Favorites - A list of links and resources about IBM Cloud Platform.

• IBM Cloud Stencils (⭐125) - IBM Cloud Stencils for creating IBM Cloud diagrams with popular diagram tools.

• IBM Cloud What's new - Stay up to date with the latest on IBM Cloud products and services.

• IBM Demos - IBM Demos is the premiere destination to explore, learn, and try out a variety of IBM products and solutions.

• IBM Developer Brasil on Medium - How-tos and learning for IBM Cloud platform and its services in Brazilian Portuguese.

• IBM Developer Website - Global community of coders. Find open source programs, code patterns, articles, tutorials, and other contents.

• IBM Garage Methodology - Foundational to the IBM Garage is a unique methodology that curates industry best practices layered with a depth of experience only IBM can bring. The IBM Garage combined with the IBM Garage Methodology can drive unprecedented transformational change.

• IBM Watson on Medium - How-tos, news, and announcements for IBM Watson on Medium.

• My Catalog - An alternative unofficial view of the IBM Cloud catalog, particularly helpful for architects who want to get a powerful filter-based view.

YouTube Channels

• Digital Technical Engagement - Demos of Cloud offerings. For more information, check out http://ibm.biz/dte-live.

• IBM Cloud - The path to cloud is faster than you think. Join the cloud built for your business that has the tools, data and APIs to make AI real today. It’s your cloud. We protect it. You control it.

• IBM Developer - Open source tech, learning resources, and local meet-ups with our expert Developer Advocates.

• IBM Watson - Tutorials for using Watson services, developer kits, educational clips, event recaps and more.

• IBM Watson Internet of Things - Videos about Watson services and IoT platform, interviews, educational clips, and more.

Twitter Accounts

• IBM - Together with our clients, we're using technologies like AI, cloud, blockchain & IoT to transform business, industries and the world. Let’s put smart to work.

• IBMorg - IBM’s approach to corporate responsibility reflects our business — applied technology, continuous transformation, and sustainable change. #GoodTechIBM.

• IBM Accessibility - Official IBM Accessibility Twitter account. This account follows the IBM Social Computing Guidelines.

• IBM Blockchain - Official Twitter of #IBM #Blockchain. All blockchain all the time. DMs are open. Run by Kyle Schlapkohl & Bret Bardeli.

• IBM Cloud - Built for your business, #IBMCloud has the tools, data & APIs to make AI real now. Follows IBM Social Computing Guidelines.

• IBM Data and AI - The IBM tools, resources and industry news you need to get the most value from your #data and make it truly #AI-ready. For Support: https://ibm.com/mysupport.

• IBM Design - At IBM, design isn’t just a job—it’s a deep responsibility to the people we serve. Managed by @willfanguy per IBM’s guidelines.

• IBM Developer - Open source, code patterns, tutorials, meet-ups, challenges, & a global coding community— #IBMDeveloper has it all in one place. #AI #Cloud #Blockchain.

• IBM FinTech - 👁️🐝Ⓜ Official account managed by Claudia Masseo. All the latest on RegTech, Payments, SPM, Insurance and Banking.💸.

• IBM Industries - Download Industrious Magazine issue 8 today: https://ibm.co/industrious.

• IBM iX - We imagine the businesses of the future — and help our clients make them real. Follows IBM Social Guidelines.

• IBM Live - Your home for #IBM's immersive event experiences. Learn more about our upcoming worldwide events. Managed by Rafiat K and Ixel M. Follows IBM Social Guidelines.

• IBM News Room - Official hub for all that's new + noteworthy about IBM's business, tech and people. Account follows IBM Social Computing Guidelines.

• IBM Policy - Official account for IBM Government & Regulatory Affairs and IBM Policy Lab. Tweeting on tech & innovation policy issues. Managed by Adam Pratt & Ashley Bright.

• IBM Power Systems - Official Twitter account for IBM Power Systems—built to crush the most advanced data applications from mission-critical workloads to the next generation of #AI.

• IBM Research - This is the official Twitter ID of IBM Research. The account is managed by Chris Sciacca, and follows the IBM Social Computing Guidelines.

• IBM Security - We protect business, freeing you to thrive in the face of cyber uncertainty. For support, @AskIBMSecurity. Follows IBM Social Computing Guidelines.

• IBM Sports & Entertainment - Official IBM Twitter account. Managed by Noah Syken and Elizabeth O'Brien. Follows the IBM Social Computing Guidelines. #IBMsports.

• IBM Sterling Supply Chain - #SupplyChain and #B2BCollaboration news & innovation from #IBMSterling. We help you build smarter business networks. Follows IBM Social Computing Guidelines.

• IBM Storage - Capture the power of data w/ one of the industry’s broadest portfolios of storage solutions to unify, manage, protect data across multicloud & AI environments.

• IBM Systems - From servers and mainframes to storage systems and software, IBM provides the building blocks of a next-gen #ITinfrastructure that empowers your enterprise.

• IBM thinkLeaders - Thought leadership on transformation & innovation in a digital age. Check out our podcast: https://ibm.biz/thinkpoditunes.

• IBM Watson - Watson is AI for professionals, designed for your business.

• IBM Watson Commerce - HCL Technologies has acquired several IBM Commerce solutions. Learn more: https://ibm.co/2Jm59iP.

• IBM Watson Health - Watson Health is Smarter Health – Using data, analytics and #IBM technologies and services to help make smarter health a reality.

• IBM Watson IoT - Intelligence is your greatest asset. Follow us for the latest on insightful #IIoT solutions using #AI. Official IBM #IoT, managed by @theRab & @graemeknows.

• IBM Watson Media - IBM Watson Media leverages industry-leading AI to uncover deep video insights, improve content value and performance, and deliver superior viewing experiences.

Meetups

• Amsterdam, Netherlands - IBM Cloud - Benelux - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business in the Benelux region. Meetups will be organized in one or more cities in Belgium, Luxembourg and The Netherlands. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Atlanta, GA - IBM Cloud - Atlanta - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Austin, TX - IBM Developer Austin - IBM Developer is a platform of resources to help you further your application development!

• Bangalore, India - Blockchain, Data Science & Cloud - Technology Meetup - This meetup group is for aspiring & budding developers willing to code on Blockchain, Data Science, Cloud and AI. Also one could join to learn on new and emerging technologies on Cloud.

• Bangalore, India - IBM DevConnect Bangalore - A group to connect with Developers who are interested in the latest of Cloud, AI & Data.

• Bangkok, Thailand - IBM Developer Thailand: Meetup Group - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Beijing, China - IBM Developer (BeiJing) - This is set for meeting BeiJing developers whom are coding, have interests with technologies of AI, Blockchain, Cloud ,DataScience ... we regular meet-up for sharing code , helping you to accelerate building your applications.

• Berlin, Germany - IBM Developer - Welcome to the IBM Developer meetup!

• Bordeaux, France - IBM Cloud Bordeaux Meetup - Ce groupe s'adresse à toutes les personnes intéressées par les capacités d'innovation facilitées par le Cloud.

• Boston, MA - IBM Cloud - Boston - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Bucharest, Romania - IBM Developer Romania - Join us if you are interested in cloud computing, cognitive technology, IoT, Blockchain or open source software.

• Buenos Aires, Argentina - Meet and Think by IBM - Grupo abierto para intercambiar conocimientos, buenas prácticas, ideas innovadoras y desarrollos de Inteligencia Artificial (Machine learning, Deep Learning), Cloud Computing, IoT, Ciberseguridad, ¡y mucho más!

• Cairo, Egypt - IBM Developer Egypt - This is a meetup group for developers, architects, and Cloud enthusiasts. We learn all about IBM Cloud, Watson, Microservices, IoT, Data Science & Blockchain. Our meetups are free.

• Casablanca, Morocco - IBM Developer Morocco - At IBM Developer & Startup Meetup Group, we will share our passion for technology and entrepreneurship. We are a team of advocates for developers and tech startups, who strive to solve today's problems, inspire innovation and create amazing things.

• Chennai, India - Chennai CodeWeekend Meetup - This group is for developers and by developers of Chennai. The purpose of creating this group is to enable developers in Chennai on emerging and disruptive Information Technologies.

• Chicago, IL - IBM Cloud - Chicago - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Copenhagen, Denmark - IBM Cloud - Copenhagen - Dette er en gruppe for alle interesserede der vil lære mere om #IBMCloud, "the cloud built for business". Du er enten en eksisterende #IBMCloud-bruger eller har aldrig været i berøring med #IBMCloud før. Meetup emnerne vil variere og er typisk af interesse for udviklere, administratorer eller forretningsledelse.

• Dallas, TX - IBM Cloud - Dallas - This is a group for anyone interested in Artificial Intelligence, Data Science, Internet of Things, Blockchain and Cloud in DFW area. All skill levels are welcome. We will have many series on these topics. Sometimes we will focus on high level business and strategies, and sometimes we will be very hands-on and diving into the details. We will also invite IBM and Industry speakers to give special topics.

• Denver, CO - IBM Cloud Denver - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Detroit, MI - IBM Cloud - Detroit - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Dubai, U.A.E. - IBM Developer Dubai - This is a meetup group for developers, architects, and Cloud enthusiasts.

• Dubai, U.A.E. - IBM Tech@Home MEA - This is a group for anyone interested in learning about IBM Cloud & Cognitive Software. You can be an familiar user, or someone who has never worked with IBM software before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Dublin, Ireland - IBM Cloud Dublin - This meetup group is geared towards developers, architects and all IBM Cloud enthusiasts. We learn about IBM Cloud hands-on with fellow developers.

• Frankfurt, Germany - Meet and Think@IBM Rhein-Main - Meet with IBM experts and guests to discuss the latest technologies and innovations from IBM.

• Göteborg, Sweden - IBM TechTalks & Labs Gothenburg - Join us on a series of hands-on workshops (BYOD*) and tech talks on a variety of technologies!

• Gurgaon, India - IBM cloud developer's ecosystem Delhi NCR - Community to learn the cutting edge technologies with the common interest areas. This group is created for the technology enthusiast(s) who likes to explore the tech areas like IaaS/PaaS, Containers, Kubernetes, DevOps, Artificial intelligence and other micro services running on the cloud platform.

• Hong Kong, Hong Kong - AI/Blockchain/Cloud/BigData Meetup by IBM HK - This is the group for anyone who would like to learn the latest trend of ABCD, AI, Blockchain, Cloud and Big Data.

• Hong Kong, Hong Kong - IBM Cloud - Hong Kong - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Hyderabad, India - Hyderabad CodeWeekend - Hello friends, This group is for the developer by the developer. This is perfect place for anyone who is enthusiastic on learning new technologies like AI, DL, ML, Blockchain, IoT, Microservices, Docker, Functions and many more. We conduct meetups once in a month on any of above mentioned technologies.

• Islamabad, Pakistan - IBM Developer Islamabad - This is a meetup group for developers, architects, and Cloud enthusiasts. We learn all about IBM Cloud, Watson, IoT, Data Science & Blockchain. Our meetups are free.

• Istanbul, Turkey - IBM Developer Turkey - IBM Developer Turkey etkinlik duyuru sayfasına hoşgeldiniz!

• Johannesburg, South Africa - IBM Cloud - South Africa - Geared towards developers, architects, PaaS and Cloud Foundry enthusiasts, we learn about IBM Cloud through hands-on demo's and discussions.

• Karachi, Pakistan - IBM Developer Karachi - This is a meetup group for developers, architects, and Cloud enthusiasts. We learn all about IBM Cloud, Watson, IoT, Data Science & Blockchain. Our meetups are free.

• Kuala Lumpur, Malaysia - IBM Cloud - Malaysia - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Las, Nigeria - IBM Developer Nigeria - Calling all developers, startups and entrepreneurs interested in getting together to exchange ideas and learn new technologies such as Cognitive Computing, Internet of Things, Blockchain, Artificial Intelligence, Machine Learning, Data Analytics and Cloud.

• Lima, Peru - IBM Developers Perú - Este es una meetup sponsoreada por IBM del Perú. Está orientado a desarrolladores, arquitectos y todos aquellos entusiastas en IBM Cloud que deseen comenzar a probar esta solución en una modalidad hands on.

• London, United Kingdom - IBM Cloud - London - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Madrid, Spain - Meetup para desarrolladores Cloud - Este meetup está orientado a desarrolladores, arquitectos, estudiantes y todos los entusiastas del PaaS y Cloud Foundry, y del desarrollo en general. El objetivo de este grupo es ir mostrando las capacidades de plataformas Cloud entre otros (http://ibm.biz/BluemixES) de una forma muy práctica.

• Melbourne, Australia - IBM Cloud - Melbourne - The Melbourne 👁️🐝☁️meetup is the place for developers, engineers, architects, designers and everyone between to geek-out and talk all things tech. Covering topics such as Cognitive Computing, Internet of Things, Blockchain, Artificial Intelligence, Machine Learning, Data Analytics, Open Source and more.

• México City, Mexico - IBM Cloud - Mexico - Este es un grupo para personas interesadas en aprender acerca de #IBMCloud, la nube construida para el negocio. Usted puede ser un usuario de #IBMCloud o alguien que nunca ha estado en contacto con #IBMCloud anteriormente.

• México City, Mexico - IBM Developer Mexico - "Una máquina puede hacer el trabajo de 50 personas ordinarias. Ninguna máquina puede hacer el trabajo de una persona extraordinaria". Únete a este meetup donde intentamos descifrar cómo usar tecnologías emergentes para resolver los retos más complejos para nuestro país y las empresas que hay en él. Compartiremos historias de éxitos y fracaso, acompañándolas de inspiración líquida ya sea clara u obscura.

• Milano, Italy - IBM Cloud Italia - Questo è un gruppo dedicato a chi vuole apprendere cos'è il Cloud di IBM, il Cloud nato per il business. Si rivolge a chi è gia un utente #IBMCloud o a chiunque non abbia precedente esperienza di #IBMCloud. Gli argomenti del Meetup sono vari e di interesse per sviluppatori, amministratori IT o utenti business.

• Minneapolis, MN - IBM Cloud - Minneapolis / St. Paul - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Montevideo, Uruguay - IBM Developers Montevideo Meetup - Este es una meetup sponsoreada por IBM Uruguay. Está orientado a desarrolladores, arquitectos y todos aquellos entusiastas en IBM Cloud que deseen comenzar a probar esta solución en una modalidad hands on.

• Montpellier, France - Client Center Montpellier - Cognitive, Big Data, Cloud - Client Center Montpellier is a global center of competence in which a team of experts and architects have access to the latest IT technologies to offer solutions for Big Data, Artificial Intelligence (AI), Analytics, Blockchain, Cloud and other open sources solutions.

• Mumbai, India - Mumbai BlockChain Meetup - Cloud Computing · Money · IBM · PaaS (Platform as a Service) · Bitcoin · Cryptocurrency · Bitcoin Miners · Decentralized Systems · BlueMix · Bitcoin Security · IBM Bluemix · Blockchain.

• New York, NY - IBM Cloud - New York - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• New York, NY - IBM Developer New York - IBM Developer is a platform of resources to help you further your application development!

• Nice, France - IBM Cloud Côte d'Azur Meetup - This group is for all Beginners, Developers, Subject Matter Experts, IT Consultants and Researchers who are excited and enthusiasts about learning and developing applications on IBM® Cloud.

• Oslo, Norway - IBM TenkTorsdag - Digitaliseringen skjer fortere enn noen gang, og det kan bli fatalt å overse trender i markedet. Med dette som bakgrunn skal vi i denne gruppen snakke om trender, og hvilken konsekvens dette har for nettopp din forretning.

• Paris, France - IBM Cloud Paris Meetup - This group is for all Beginners, Developers, Subject Matter Experts, IT Consultants and Researchers who are excited and enthusiasts about learning and developing applications on IBM® Cloud.

• Perth, Australia - IBM Cloud - Perth - The Perth 👁️🐝☁️meetup is the place for developers, engineers, architects, designers and everyone between to geek-out and talk all things tech. Covering topics such as Cloud, Application Modernisation, Internet of Things, Blockchain, Artificial Intelligence, Machine Learning, Data Analytics, Open Source and more.

• Pune, India - Cloud Pune Meetup - This is a group for anyone interested in knowing Cloud Solutions- Platform as a Service(PaaS) . I started this group because to meet startups, academia, developers, Cloud Enthusiasts. Looking forward to meet you.

• Riyadh, Saudi Arabia - IBM Developer KSA - Curious? love to learn? always looking for ways to do better work? then this meetup group is just for you.

• San Francisco, CA - IBM Cloud - San Francisco - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• San Francisco, CA - IBM Developer SF Bay Area - Calling all developers and entrepreneurs interested in getting together to exchange ideas and learn new technologies such as Cognitive Computing, Internet of Things, Blockchain, Artificial Intelligence, Machine Learning, Data Analytics and Cloud.

• Santiago, Chile - IBM Cloud - El objetivo de este grupo es ir mostrando capacidades de la plataforma IBM Cloud de una forma muy práctica dirigido estudiantes, desarrolladores, profesionales de IT y todos los entusiastas Cloud o que quieren aprender sobre estas interesantes materias (Cloud, DevOps, Virtualizacion, Watson, IoT, Data Science & Blockchain).

• São Paulo, Brazil - Bluetalks - Bluetalks são meetups com discussões riquíssimas sobre tecnologia, inovação, empreendedorismo e diversidade. Abra sua mente para a disrupção e novas visões sobre temas atuais e mergulhe conosco de coração aberto.

• São Paulo, Brazil - Comunidade IBM Cloud Brasil - Software developers, IT Architects, Cloud administrators, Full-stack developer, IT Manager, IT Leaders, Cloud Leadership, Business Development.

• São Paulo, Brazil - Iniciativa Z - Nosso objetivo é criar a maior comunidade de Mainframe do Brasil. Por meio desse grupo queremos disseminar tudo relacionado a Mainframe, gerando conteúdo, divulgando oportunidades, realizando eventos e incentivando o networking entre profissionais experientes e a nova geração de Mainframers que estamos desenvolvendo.

• Seoul, Korea (South) - IBM Cloud - Korea - 금번 모임은 비즈니스를 위한 IBM Cloud 사용방법에 대해서 알아보고 싶은 모두가 참여할 수 있는 행사입니다.

• Seoul, Korea (South) - IBM Developer Meetup - IBM Developer 밋업은 한 달에 한 번씩, 개발자들이 모여 IBM Cloud 상에서 구동할 수 있는 여러 테마의 기술을 가지고 핸즈온/실습을 해보는 모임입니다. 주제와 일정은 본 밋업페이지에 업데이트됩니다.

• Shenzhen, China - IBM Developer (ShenZhen) - This is set for meeting ShenZhen developers whom are coding, have interests with technologies of AI, Blockchain, Cloud ,DataScience ... we regular meet-up for sharing code , helping developers to accelerate building applications.

• Singapore, Singapore - IBM Cloud Singapore - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Stockholm, Sweden - IBM Cloud & Cognitive - Stockholm - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Stockholm, Sweden - IBM TechTalks & Labs STHLM - Join us on a series of hands-on workshops (BYOD*) and tech talks on a variety of technologies!

• Stockholm, Sweden - Towards the Tech of Tomorrow - Have you ever questioned how your digital music service recommends a new song that perfectly fits your taste? Have you been baffled by the impact of cryptocurrencies and wanted to understand the underlying blockchain technology? Have you been intrigued by the concept of cloud; an abstract yet physical location(-s) for your most valuable data?

• Sydney, Australia - Sydney IBM Coders Meetup Group - The Sydney IBM Coders meetup group exists to help Sydney developers, engineers, architects and everyone in between to better understand IBM's public cloud offerings. We encourage all our members to present and aim to spread our sessions across the breadth of the IBM Cloud offerings talking on both developer-centric and infrastructure-centric topics.

• Taipei, Taiwan - IBM Cloud Taiwan - 這是一個為想學習為#IBMCloud 的任何人所建的群組。您可能是＃IBMCloud的既有用戶，或從未曾接觸過＃IBMCloud。Meetup的主題包羅萬象, 且主要對象可能包涵開發者、管理員或是業務領袖.

• Tel Aviv-Yafo, Israel - Statup & Developer - IBM Israel - At IBM Developer & Startup Meetup Group, we will share our passion for technology and entreprneursdhip. We are a team of advocates for developers and tech startups, who strive to solve today's problems, inspire innovation and create amazing things.

• Tokyo, Japan - IBM Cloud - 東京 (Tokyo) - このグループは、最新テクノロジーを活用して、ビジネスの拡大や、より良い世界を実現する事が目的です。このグループは、#IBMCloud　について学び、クラウドサービスをビジネスに活用したい全ての方が対象となります。　グループの参加者は新規、既存は問いません。　Meetupのトピックは、開発者や管理者、またはビジネスリーダー等の参加対象者によって異なり、様々なトピックについて活動します。このグループで想定しているテクノロジーのトピックとしては、クラウドプラットフォーム、Artificial Intelligence (AI/人工知能）、ブロクチェーン、分析、オートメーション、クラウドサービス/API、データサイエンス、イテグレーション、アプリケーション開発や、ガバナンス等です.

• Tokyo, Japan - IBM Developer Tokyo - “This is a group for anyone interested in development using technologies like AI, IoT, Blockchain, etc. All skill levels are welcome. Looking forward to learning and building new application with everybody.”

• Toronto, ON - IBM Cloud - Toronto - This is a group for anyone interested in learning about #IBMCloud, the cloud built for business. You can be an existing #IBMCloud user, or someone who has never touched the #IBMCloud before. Meetup topics will vary and could be of interest to developers, administrators, or business leaders.

• Wellington, New Zealand - IBM Cloud - Wellington - The Wellington 👁️🐝☁️meetup is the place for developers, engineers, architects, designers and everyone between to geek-out and talk all things tech. Covering topics such as Cloud, Application Modernisation, Internet of Things, Blockchain, Artificial Intelligence, Machine Learning, Data Analytics, Open Source and more.

• Zürich, Switzerland - Quantum Computing Switzerland - Qool Stuff - In Switzerland there many things to discover: Mountains, Chocolate, Cheese Fondue, Quantum Computers, Trains, ... Wait Quantum? Yes! Join this MeetUp Group to hear and exchange about the latest and greatest news regarding Quantum Computers, Developer Platforms, Qiskit, Quantum Use Cases and many more Qool Stuff.

39. Awesome Swift

Misc

• Fugen (⭐82) - A command line tool for exporting resources and generating code from your Figma files.

GraphQL

• SociableWeaver (⭐79) - Build declarative GraphQL queries and mutations.

Events

• Tokamak (⭐2.8k) - React-like declarative API for building native UI components with easy to use one-way data binding.

Fonts

• SwiftUI-FontIcon (⭐133) - Font icons for SwiftUI: font awesome, ionicons, material icons.

TextField / Barcode

• FloatingLabelTextFieldSwiftUI (⭐496) - FloatingLabelTextFieldSwiftUI is a small and lightweight SwiftUI framework written in completely SwiftUI (not using UIViewRepresentable) that allows to create beautiful and customisable floating label textfield!

40. Awesome Robotic Tooling

Development Environment / Template

• VS Code ROS2 Workspace Template (⭐929) - Template for using VSCode as an IDE for ROS2 development.

41. Awesome Cl

C, C++

• ecrepl - an interactive REPL for the C language. BSD_2Clause.

• cl-ssh-keys (⭐24) - Common Lisp system for generating and parsing of OpenSSH keys. BSD_3Clause.

• cl-bcrypt (⭐14) - Common Lisp system for parsing and generating bcrypt password hashes. BSD_3Clause.

Python

• burgled-batteries (⭐117) - A bridge between Python and Common Lisp. The goal is that Lisp programs can use Python libraries. Not available on Quicklisp. MIT.

Deployment / Isomorphic web frameworks

• cube (⭐36) - Kubernetes client library for Common LISP generated from the Swagger specification. MIT.

Utils / Third-party APIs

• Moira (⭐30) - Monitor and restart background threads. In-lisp process supervisor. MIT.

42. Awesome Algorithms

Cheat Sheets / Randomized Algorithms

• Rice university DS course in short

Github Libraries / Randomized Algorithms

• Python
  • by @nryoung (⭐2.9k)
  • by @prakhar1989 (⭐3.1k)
  • by @laurentluce (⭐279)
  • by @nbro (⭐61)
  • by @keon (⭐25k)
  • by @vinta (⭐715)

43. Awesome Firebase

CLI & Editor / iOS

• 🔧 Firecode (⭐39) - VS Code Firestore Rules Extension.

• 🔧 VSFire (⭐76) - Deprecated VSCode extension for syntax highlighting & code completions with Firestore security rules & indexes.

44. Awesome Crystal

Game Development

• crystal-chipmunk (⭐42) - Bindings to Chipmunk, a fast and lightweight 2D game physics library

• crystal-imgui-sfml (⭐18) - Bindings to integrate Dear ImGui (⭐67k) into an SFML project

GUI Development

• crystal-imgui (⭐78) - Bindings to Dear ImGui (⭐67k), an immediate-mode graphical UI library

45. Awesome Ruby

Debugging Tools

• tapping_device (⭐449) - A tool that allows you to inspect your program from an Object's perspective.

46. Awesome Healthcare

Contents / EHR

• Cottage Med - Electronic Medical Record software designed by physicians.

Contents / Nursing

• open-eObs - Observation and clinical assessment platform that offers a real-time view of all patients across a ward.

Contents / Data

• IHRIS - Health Information System for management of human resources for health.

47. Awesome R Learning Resources

Books / Uncategorized

• Supervised Machine Learning for Text Analysis in R - This book focuses on supervised or predictive modeling for text, using text data to make predictions about the world around us. Authors: Emil Hvitfeldt and Julia Silge.

48. Game Datasets

Artificial Intelligence / Mobile

• Habitica (⭐1.6k) - Gamify your life.

49. Awesome No Login Web Apps

Audio and Video

• AI Vocal Remover - Separate voice from music by artificial intelligence.

• Ambient Mixer - Listen to free audio atmospheres (e.g. Scottish Rain/Slytherin Common Room) or mix your own ambient sound online.

Communication

• A2fax - Send free faxes online. No ads on cover pages. Add your own logo to cover page.

Drawing / Others

• JSPaint - A replica of 1990's MS Paint in the browser. Open source.

• Piskel - Free online editor for animated sprites & pixel art

Games / Others

• skribbl.io - Several players connect to a lobby and one of them is given a word that they need to draw without saying what it is while the others have to identify it.

• surviv.io - Surviv.io is a 2D battle royale game. You only have one live per game, no respawn.

• nitrome - Collection of free pixelart games. New games doesn't require flash.

Graphics, Image and Design / Others

• CleanIcons - Download Font Awesome icon fonts as PNG's.

Internet Downloaders / Others

• dOnline - Download from YouTube, Instagram, Vimeo, SoundCloud, Facebook downloader.

Notepads and Notebooks / Others

• WriteXO - Online Notepad with rich-text support, password protection and custom URLs.

Study and Education / Others

• Directed Grap Editor (CS Academy) - Draw directed graph systems with and without edge values and physics.

Utilities (uncategorized) / Others

• Randommer - Random data generator and validator.

50. Static Analysis

Meaning of Symbols:

• ⚠️ means that this tool was not updated for more than 1 year, or the repo was archived.

51. Awesome React Components

Miscellaneous

• react-customizable-chat-bot (⭐18) - Demo - Build your own chatbot matching your brand needs in minutes.

UI Animation / Syntax Highlight

• gooey-react (⭐674) - demo/docs - The gooey effect for React, used for shape blobbing / metaballs.

52. Awesome Aws

Open Source Repos / Code Pipeline

• aws-codepipeline-s3-aws-codedeploy_linux 🔥 (⭐164) - Simple pipeline for Linux.

53. Awesome Homematic

Software Modules

• homematic-gqls (⭐1) - A GraphQL service to query Homematic IP components based on homematicip-rest-api (⭐1).

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