Awesome List Updates on Oct 05 - Oct 11, 2020
94 awesome lists updated this week.
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1. Awesome Material Ui
Articles
- Let's Create a COVID-19 Tracker using React.js - A guide to develop covid 19 tracker application using Material-UI
- Serverless Material UI contact form - A guide to develop Material-UI contact form
- Embed Medium as a blog on your React Website — Part 2 - A guide to embed medium as a blog on your react website using Material-UI
Components
- Material-UI Medium Blog (⭐14) - Extended Material-UI Card component to show the Medium blogs.
- React Github Repo Cards (⭐22) - Extended Material-UI Card component to show the GitHub repositories.
2. Awesome Regression Testing
Tools and frameworks (a-z↓)
- Selenide (⭐1.9k) - Framework powered by Selenium WebDriver for writing easy-to-read and easy-to-maintain automated tests in Java.
3. Awesome Selfhosted
Software / File Transfer & Synchronization
- Seafile - File hosting and sharing solution primary for teams and organizations. (Source Code (⭐13k))
GPL-2.0/GPL-3.0/AGPL-3.0/Apache-2.0C
4. Awesome Actions on Google
Codelabs/Courses
5. Awesome Biological Visualizations
(Non-spatial) Transcriptomics
- TISCH - Tumor Immune Single-cell Hub (TISCH) is a scRNA-seq database focusing on tumor microenvironment.
6. Learn to Program
Advanced
HackerEarth
Free programming challenges, hackathons and contests
(dynamic programming, artificial intelligence, algorithms, functional programming, machine learning)
Contributing
CodeCrafters
Freemium recreate programming tools from scratch in any language
(Go, Rust, Python, JavaScript, C++, Ruby, Haskell, C#, C, Java, PHP, Elixir, Crystal, Clojure, Zig, Nim)
To the extent possible under law, Karl Horky has waived all copyright and related or neighboring rights to this work.
In lieu of a formal style guide, take care to maintain the existing style of this list.
7. Awesome Electronics
Learning / Courses
- NPTEL - Has all free engineering courses including electronics, electrical and communcation engineering.
- Udemy courses related to Electronics - Top paid courses available on Udemy.
- Coursera courses related to Electronics - Includes some free courses that provide e-certificates on completion.
Learning / Theory
- Electronics textbook - Text covers design and function of electronic circuits and components, DC analysis, and AC analysis.
- Student Handbook - Language used in this book easily understandable covers evolution, fundamentals, diode, rectifiers, transistors and its applications, SCR, DIAC and TRIAC.
- Electronics circuits and systems - Quality free e-book covering all topics under circuits and systems, highly recommended for conceptual understanding.
8. Awesome Icons
Generic
- Boxicons - Boxicons is a simple vector icons set carefully crafted for designers and developers to use in your next project.
- Remix Icon - Remix Icon is a set of open-source neutral-style system symbols elaborately crafted for designers and developers.
- Themify Icons - Themify Icons is a complete set of icons for use in web design and apps, consisting of 320+ pixel-perfect, hand-crafted icons that draw inspiration from Apple iOS 7.
Merchants
- Cryptocurrency Icons (⭐2.7k) - over 6000 crypto currencies icons in 4 styles and a range of sizes. Completely free.
9. Awesome Neuroscience
Resources / Blogs
- Neuroskeptic - Discover magazine's neuroscience blog which offers a look at the latest developments in neuroscience, psychiatry and psychology through a critical lens.
Resources / Miscellaneous
- neuroSummerSchools (⭐223) - List of summer (and seasonal) summer schools in neuroscience and related fields.
10. Awesome Python
Machine Learning
- gym (⭐36k) - A toolkit for developing and comparing reinforcement learning algorithms.
11. Awesome Fp Js
Libraries
- Rambdax (⭐221) - Extended version of Rambda
12. Awesome Iot
Software / Operating systems
- Snappy Ubuntu - Snappy Ubuntu Core is a new rendition of Ubuntu with transactional updates. It provides a minimal server image with the same libraries as today’s Ubuntu, but applications are provided through a simpler mechanism.
- Tiny OS (⭐1.5k) - TinyOS is an open source, BSD-licensed operating system designed for low-power wireless devices, such as those used in sensor networks, ubiquitous computing, personal area networks, smart buildings, and smart meters.
13. Awesome Deep Learning
Researchers / Tutorials
14. Awesome Pentest
Reverse Engineering / Reverse Engineering Tools
- angr - Platform-agnostic binary analysis framework.
- Detect It Easy(DiE) (⭐9k) - Program for determining types of files for Windows, Linux and MacOS.
Steganography Tools / Social Engineering Tools
- StegOnline - Web-based, enhanced, and open-source port of StegSolve.
15. Awesome Diversity
Organizations
- Brazilians in Tech- Brazilians in Tech is the first Brazilian platform to bring together the most relevant opportunities in the world of Science and Technology for women working or interested in digital technologies.
- Latinas in computing - A community created by and for the Latinas in Computing with a mission of promoting their representation and success in computing-related fields.
- Latinas in tech - a non-profit organization with the aim to connect, support, and empower Latina women working in tech. We work hand in hand with top technology companies to create safe spaces for learning, mentorship and recruitment.
16. Awesome Plotters
Inspiration, Instruction, and Research / Fonts
- The Best XY Plotters in 2020 - Good overview of the AxiDraw and its clones, plus some DIY options.
17. Awesome Design Systems
Design systems of some "known" companies
- Atlassian Design Guidelines - End-to-end design language to create straightforward and beautiful experiences.
- Firefox Photon Design System - Launch recognizable, enjoyable Firefox products and features faster.
- GitHub Primer - Open-source it to allow the community to design and build their own projects.
- GitLab Design System - Pajamas - Resources, components, and design guidelines behind GitLab.
- Google Material Design - Create intuitive and beautiful products with Material Design.
- IBM Carbon - Carbon is IBM's open-source design system for products and experiences.
- Shopify Polaris - Our design system helps us work together to build a great experience for all of Shopify's merchants.
Design systems articles
More resources
- Design system checklist - Build better design systems. An open-source checklist to help you plan, build and grow your design system.
- Design.system - Resources for the design systems community.
- Super friendly - We help in-house teams make better digital products with design systems.
Design tools
- Figma - Helps teams create, test, and ship better designs from start to finish (cross-platform).
- InVision - The digital product design platform powering the world's best user experiences.
- Sketch - A design toolkit built to help you create your best work from your earliest ideas, through to final artwork (for macOS).
Integrations
- Abstract - Design collaboration without the chaos (for Sketch and XD on macOS).
- Avocode - Helps you share design files, discuss changes, and code websites, mobile apps, & newsletters faster.
- InVision Design System Manager - Powers creative and consistent design at scale with a central place to manage design and coded components.
- Zeplin - The better way to share, organize and collaborate on designs—built with developers in mind.
Accessibility (a11y)
- The A11Y Project - A community-driven effort to make web accessibility easier. See resources section.
Design tokens
- Design Tokens W3C Community Group - View repository on GitHub here (⭐1.7k)!
- DesignTokens.dev - Ship your design tokens without managing infrastructure.
- Diez - Free & open-source developer toolkit for expressing visual styles that can be shared across codebases, native platforms, and teams.
Plugins
- Abstract Connect (⭐7) - A Design tokens extractor for devs using Abstract & JavaScript.
Tools
- Figmagic (⭐835) - Generate design tokens, export graphics, and extract design token-driven React components from your Figma documents.
- Style Dictionary (⭐4.3k) - A Style Dictionary uses design tokens to define styles once and use those styles on any platform or language.
- Superposition - Extract design tokens from websites and use them in code and in your design tool. Use the design system you already have.
Articles
Styleguides and documentation
- Stencil - Toolchain for building reusable, scalable Design Systems.
- Zeroheight - Create beautiful living styleguides and document all your design system resources in one place. Learn about this.
Develop isolated components
- Pattern Lab - Pattern Lab helps you and your team build thoughtful, pattern-driven user interfaces using atomic design principles.
- React Styleguidist - Isolated React component development environment with a living style guide.
- Storybook - Build bulletproof UI components faster. Storybook is an open source tool for developing UI components in isolation for React, Vue, and Angular. It makes building stunning UIs organized and efficient.
- Styled System - Styled System is a collection of utility functions that add style props to your React components and allows you to control styles based on a global theme object.
Develop isolated components / Storybook addons
- Accessibility (⭐87k) - Test component compliance with web accessibility standards.
- Actions (⭐87k) - Get UI feedback when an action is performed on an interactive element.
- Backgrounds (⭐87k) - Switch backgrounds to view components in different settings.
- Console (⭐200) - Show console output like logs, errors, and warnings in the Storybook.
- Docs (⭐87k) - Document component usage and properties in Markdown.
- Knobs (⭐87k) - Interact with component inputs dynamically in the Storybook UI.
- Links (⭐87k) - Link stories together to build demos and prototypes with your UI components.
- Source (⭐87k) - View a story's source code to see how it works and paste into your app.
- Storyshots (⭐87k) - Take a code snapshot of every story automatically with Jest.
- Viewport (⭐87k) - Build responsive components by adjusting Storybook's viewport size and orientation.
Pattern libraries articles / Storybook addons
Unit & Regression test / Storybook addons
- Chromatic - Visual testing for React, Angular and Vue. Chromatic ensures consistency in UI components, down to the pixel. Every commit is automatically tested for visual changes in the cloud.
- Testing library - Simple and complete testing utilities that encourage good testing practices.
Books / Storybook addons
- Atomic Design - Atomic design methodology for creating design systems by Brad Frost.
- Building Design Systems - Unify user experiences through a shared design language by Sarrah Vesselov and Taurie Davis.
- Design systems - A practical guide to creating design languages for digital products by Alla Kholmatova (Smashing Magazine).
- Front-End Style Guides - Creating and maintaining style guides for websites by Anna Debenham.
- Frontend Architecture for Design Systems - A modern blueprint for scalable and sustainable websites by Micah Godbolt.
- Modular Web Design - Creating Reusable Components for user experience design and documentation by Nathan Curtis.
Talks / Storybook addons
- Building Accessible Interfaces: Patterns And Techniques - Will be building and refactoring common UI components, and share a couple of techniques she often uses to build with accessibility in mind by Sara Soueidan.
- Design Processes & Systems in Craft - Design shouldn't be a siloed practice, but a collaborative effort rooted in process. How do we get there? In this session, we'll look at how we can reframe our design approach to be more human-centric and systems-minded by Courtney Bradford.
- Design Systems - The State of the Web - Conversation about the role of design systems in modern web development and how they can change the dynamics between designer and developer by Adam Argyle (Design Advocate at Google).
- Design Systems - Women of React conf by Neha Sharma.
- How To Build a Design System | UXPin - Will teach you how to build a UX Design System using the UX Pin prototyping & design platform.
- Introducing Design Systems Into Chaos - Shares practical examples on where to begin to set up a design system, what to prioritize, and how to make a big impact to customers and colleagues, to help you introduce systems that bring order to chaos by Diana Mounter (Design Systems Lead at GitHub).
- Jina Anne - Designing a Design System - Will share strategies for how to approach, design and build an effective design system; how to successfully maintain the system to ensure ongoing usefulness by Jina (Lead Designer on the Design Systems team at Salesforce UX).
- Level up your Design System with styled-system - Women of React conf by Taley'a Mirza.
- Maintaining Design Systems - Helps you learn how to keep your system and the products it serves in sync and understand how to maintain and evolve your design system to give your users get the best possible experience by Brad Frost (Front-end designer).
18. Awesome Ansible
Official resources
- Ansible Galaxy Website - Official repository and community site for Ansible Roles.
- Ansible Blog - Official Ansible blog.
Videos
- Ansible 101 by Jeff Geerling - Great video series on Ansible, by Jeff Geerling.
- Ansible TopTechSkills.com Tutorial Series on YouTube - Video tutorials on Ansible.
Tools
- terraform.py (⭐452) - Ansible dynamic inventory script for parsing Terraform state files.
19. Awesome Bigdata
Key-value Data Model
- Graviton (⭐422) - a simple, fast, versioned, authenticated, embeddable key-value store database in pure Go(lang).
20. Awesome Phalcon
Magazines / Communities
- French magazine - Programmez n°239 - The 10 commandments of eco-design (article mentioning Phalcon as a light and ecological Framework)
- French magazine - Programmez n°241 - Phalcon : the new must-know PHP framework
21. Awesome Playcanvas
Product Configurators / YouTube Playables
- My Sliding Wardrobe - Closet configurator.
22. Awesome Indie
Communities / Other
- Sideprojectxyz (invite here) - Slack community for people working on their side-projects.
Podcasts / Other
-
Startup Interview podcast hosted by Andrew Warner, who made $1 million a month from an online greeting card business.
Talks / Other
Bootstrapping Side Projects To Profit by Pieter Levels by Pieter Levels
Probably one of the most known indie hackers of the last couple of years talks about how to turn our side-projects into profitable businesses. Very straight to the point, Pieter always provides a lot of insightful thoughts. By the way, don't get fooled by his lifestyle, his success is 500% work.
Marketing for Minorities by Patrick McKenzie
Lightning 7-minute talk by one of the most respected indie developers. The point Patrick is trying to make, is that solo developers can target way smaller and niche markets which might have low competition and be very profitable from a solo business point of view.
Events / Others
MicroConf [$]
"The world's biggest conference for the world's smallest self-funded software companies". It has two editions, one more focused to starters, and another one focused on growth. Both last two days. Las Vegas. Run by Rob Walling and Mike Taber.
23. Awesome Audiovisual
Lighting / Lighting Software
- Freestyler - Free lightning control software
24. Awesome Micro Npm Packages
Modules / Math
- my-prime (⭐2) - A good way to tell if a number is prime or not.
- fun-gcd (⭐1) - A tiny math library to get gcd of two numbers using Euclidean algorithm
Modules / Other
- mime-type-check (⭐5) - Get the MIME type of a file by its extension.
25. Awesome Spark
Packages / Language Bindings
- .NET for Apache Spark (⭐2.1k)
- .NET bindings.
26. Awesome Python Typing
Tools / Working with types
- typing-json - Lib for working with typed objects and JSON.
27. Awesome Github
Tips, tricks, tools, and add-ons for GitHub power users
- Zenhub - Project management inside of GitHub, including kanban boards and more.
28. Awesome Ocaml
Code Analysis and Linters
- Camelot (⭐45) - Camelot is a modular and fully configurable OCaml linter and stylechecker.
29. Awesome Esolangs
Languages
- Technologic - Language in which programs look like the lyrics to the Daft Punk song Technologic.
30. Awesome Malware Analysis
Debugging and Reverse Engineering / Other Resources
- Qiling Framework - Cross platform emulation and sanboxing framework with instruments for binary analysis.
31. Awesome Math
Tools
32. Awesome V
Editors
- ved (⭐1.4k) - 1 MB text editor written in V with hardware accelerated text rendering. Compiles in <1s.
33. Awesome Flame
Examples
- Maze generator (⭐19) - List of algorithm examples to solve problems like Maze generation and more. By Dannark
Plugins & Libraries
- flame_texturepacker (⭐24) - Import spritesheets from TexturePacker. By Brixto
34. Awesome Cli Apps
Productivity / Calendars
- vdirsyncer (⭐1.7k) - CalDAV sync.
35. Awesome Board Games
Family
Sorry
Slide, collide and score to win the game of Sorry! Draw cards to see how far you get to move one of your pawns on the board. If you land on a Slide you can zip to the end and bump your opponents' pawns or your own!
![]()
| Players | Min. Age | Time |
|---|---|---|
| 2 - 4 | 6 | 30m |
Klask
Klask is a board game that has a ball field shape with two deep holes functioning as goals in each end of the field. The purpose of the game is to push the small ball around on the field with your magnet/gaming piece, shoot the ball past the obstacles and your opponent and into the goal hole.

| Players | Min. Age | Time |
|---|---|---|
| 2 | 8 | 10m |
Battleball
Battleball is a football board game but with teams made of players with physical and mechanical enhancements - which has made the sport more intense and more deadly. Plan a strategy and do your best to score two touchdowns without having all of your players be destroyed!
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| Players | Min. Age | Time |
|---|---|---|
| 2 | 8 | 45m |
Strategy
Connect Four
Connect Four is a two-player connection game in which the players first choose a color and then take turns dropping one colored disc from the top into a seven-column, six-row vertically suspended grid. The pieces fall straight down, occupying the lowest available space within the column. The objective of the game is to be the first to form a horizontal, vertical, or diagonal line of four of one's own discs. Connect Four is a solved game. The first player can always win by playing the right moves.

| Players | Min. Age | Time |
|---|---|---|
| 2 | 6 | 1-10m |
Shadow Hunters
Shadow Hunters is a survival board game set in a devil-filled forest in which three groups of characters—the Shadows, creatures of the night; the Hunters, humans who try to destroy supernatural creatures; and the Neutrals, civilians caught in the middle of this ancient battle—struggle against each other to survive. You belong to one of these groups and must conceal your identity from others since you don't know whom you can trust—at least not initially. Over time, though, someone might decipher who you are through your actions or through Hermit cards, or you might even reveal yourself to use your special ability.

| Players | Min. Age | Time |
|---|---|---|
| 4-8 | 13 | 45m |
Mastermind
Guess the color of hidden pegs. A deduction game where each player takes turn making a limited number of guesses, using logic to deduce what pegs the opponent has hidden.
![]()
| Players | Min. Age | Time |
|---|---|---|
| 2 | 8 | 30m |
Party
SuperFight
A game of absurd arguments
Superfight is a game where you argue with your friends over ridiculous fights. The game is very simple. Players use the cards to create ridiculous fighters, and argue about which character would win in a fight. Then everyone around the table votes on the winner. As you can imagine, the fights are epic and hilarious. It’s fun for all ages and works for all kinds of players.

| Players | Min. Age | Time |
|---|---|---|
| 2 - 8 | 8 | 15m |
Mind the Gap
Mind the Gap is a card game that replicates the iconic design of the London Underground map, and the game is licensed by Transport for London. Players have a hand of cards, each representing stations on the London Underground. Each player lays a card face up and players in turn play cards that are on a line that matches that of the previous card. If they cannot lay a card, they draw a card. The winner is the first player to exhaust their hand.

| Players | Min. Age | Time |
|---|---|---|
| 2 - 8 | 6 | 20m |
36. Awesome Swift
Logging / Barcode
- HeliumLogger (⭐176) 🐧 - IBM's lightweight logging framework.
Network / Barcode
- Netswift (⭐25) - A type-safe, high-level networking solution.
Socket / Barcode
- BlueSocket (⭐1.4k) - IBM's cross platform low level socket framework.
- BlueSSLService (⭐100) - SSL/TLS add-in for IBM's low level socket framework.
Webserver / Barcode
- Kitura (⭐7.6k) 🐧 - IBM's web framework and server for web services.
OCR / Barcode
- SwiftOCR (⭐4.6k) - Neural Network based OCR lib.
Cryptography / Barcode
- BlueCryptor (⭐192) - IBM's Cross Platform Crypto library.
- BlueRSA (⭐133) - IBM's Cross Platform RSA Crypto library.
System / Barcode
- BlueSignals (⭐96) - IBM's Cross Platform OS signal handling library.
37. Awesome Cpp
Game Engine
- nCine (⭐1.2k) - A cross-platform 2D game engine with an emphasis on performance, written in C++11 and optionally scriptable in Lua. [MIT] website
Robotics
- YARP (Yet Another Robot Platform) (⭐567) - Library and toolkit for communication and device interfaces. [BSD-3-Clause] website
38. Awesome Javascript
MVC Frameworks and Libraries / Runner
- Alpine.js (⭐30k) - offers you the reactive and declarative nature of big frameworks like Vue or React at a much lower cost.
- inferno (⭐16k) - 🔥 An extremely fast, React-like JavaScript library for building modern user interfaces.
Templating Engines / Runner
- swig (⭐3.1k) - (Archived) A simple, powerful, and extendable Node.js and browser-based JavaScript template engine.
Number / Runner
- Quaternion.js (⭐177) - A quaternion library for JavaScript
Scroll / Other
- rellax (⭐7.1k) - Buttery smooth, super lightweight, vanilla javascript parallax library.
39. Discount for Student Dev
SaaS
- Loom Pro[FREE] - Loom is a video recording tool that helps you get your message across through instantly shareable videos.
40. Webcomponents the Right Way
Components
<player-x>- Media player web component.
<vime-player>- Customizable, extensible, accessible and framework agnostic media player.
41. Awesome Keycloak
Talks
42. Awesome Cl
Iteration
- trivial-do (⭐19) - Additional dolist style macros for Common Lisp. MIT.
- picl (⭐17) - An (almost) complete port of Python's itertools package, complete with laziness where applicable, and not relying on cl-cont. MIT.
43. Awesome Bioinformatics
Package suites
- Rust-Bio (⭐1.7k) - Rust implementations of algorithms and data structures useful for bioinformatics. [ paper-2016 ]
- SeqAn (⭐431) - The modern C++ library for sequence analysis.
Sequence Alignment / Pairwise
- WFA (⭐187) - the wavefront alignment algorithm (WFA) which expoit sequence similarity to speed up alignment [ paper-2020 ]
- Parasail (⭐259) - SIMD C library for global, semi-global, and local pairwise sequence alignments [ paper-2016 ]
- MUMmer (⭐518) - A system for rapidly aligning entire genomes, whether in complete or draft form. [ paper-1999 | paper-2002 | paper-2004 | web ]
Sequence Alignment / Multiple Sequence Alignment
- POA (⭐74) - Partial-Order Alignment for fast alignment and consensus of multiple homologous sequences. [ paper-2002 ]
44. Awesome Job Boards
Tech / Europe
- GermanTech Jobs - Dedicated Tech Job Board for Germany
45. Open Source Flutter Apps
Contents / Health and Fitness
- Covid19-Tracker (⭐30) - Tracking the impact of COVID-19 cases based on your location by Aditya Singh
46. Awesome Actions
Utility / Docker Container Actions
- Minisauras (⭐48) - Pulls all the JavaScript and CSS files from your base branch, minify them and creates a pull-request with a new branch.
47. Android Security Awesome
Tools / Vulnerable Applications for practice
48. Awesome Machine Learning
C / General-Purpose Machine Learning
- cONNXr (⭐210) - An
ONNXruntime written in pure C (99) with zero dependencies focused on small embedded devices. Run inference on your machine learning models no matter which framework you train it with. Easy to install and compiles everywhere, even in very old devices.
C / Computer Vision
- VLFeat - VLFeat is an open and portable library of computer vision algorithms, which has a Matlab toolbox.
C++ / Computer Vision
- VIGRA (⭐425) - VIGRA is a genertic cross-platform C++ computer vision and machine learning library for volumes of arbitrary dimensionality with Python bindings.
C++ / General-Purpose Machine Learning
- skynet (⭐62) - A library for learning neural networks, has C-interface, net set in JSON. Written in C++ with bindings in Python, C++ and C#.
- Hopsworks (⭐1.2k) - A data-intensive platform for AI with the industry's first open-source feature store. The Hopsworks Feature Store provides both a feature warehouse for training and batch based on Apache Hive and a feature serving database, based on MySQL Cluster, for online applications.
Python / Natural Language Processing
- colibri-core (⭐127) - Python binding to C++ library for extracting and working with basic linguistic constructions such as n-grams and skipgrams in a quick and memory-efficient way.
- genius (⭐233) - A Chinese segment based on Conditional Random Field.
- python-zpar (⭐49) - Python bindings for ZPar (⭐135), a statistical part-of-speech-tagger, constituency parser, and dependency parser for English.
- DeepPavlov (⭐6.9k) - conversational AI library with many pre-trained Russian NLP models.
C++ / Sequence Analysis
- ToPS (⭐37) - This is an object-oriented framework that facilitates the integration of probabilistic models for sequences over a user defined alphabet. [Deprecated]
Go / General-Purpose Machine Learning
- go-mxnet-predictor (⭐54) - Go binding for MXNet c_predict_api to do inference with a pre-trained model.
Java / Natural Language Processing
- Apache cTAKES - Apache Clinical Text Analysis and Knowledge Extraction System (cTAKES) is an open-source natural language processing system for information extraction from electronic medical record clinical free-text.
Julia / General-Purpose Machine Learning
- SVM (⭐40) - SVM for Julia. [Deprecated]
Matlab / Natural Language Processing
- NLP - A NLP library for Matlab.
.NET / General-Purpose Machine Learning
- Neural Network Designer - DBMS management system and designer for neural networks. The designer application is developed using WPF, and is a user interface which allows you to design your neural network, query the network, create and configure chat bots that are capable of asking questions and learning from your feedback. The chat bots can even scrape the internet for information to return in their output as well as to use for learning.
- Synapses (⭐71) - Neural network library in F#.
.NET / Data Analysis / Data Visualization
- Math.NET Numerics - Numerical foundation of the Math.NET project, aiming to provide methods and algorithms for numerical computations in science, engineering and everyday use. Supports .Net 4.0, .Net 3.5 and Mono on Windows, Linux and Mac; Silverlight 5, WindowsPhone/SL 8, WindowsPhone 8.1 and Windows 8 with PCL Portable Profiles 47 and 344; Android/iOS with Xamarin.
General-Purpose Machine Learning / Data Analysis / Data Visualization
- MLPNeuralNet (⭐901) - Fast multilayer perceptron neural network library for iOS and Mac OS X. MLPNeuralNet predicts new examples by trained neural networks. It is built on top of the Apple's Accelerate Framework, using vectorized operations and hardware acceleration if available. [Deprecated]
- BPN-NeuralNetwork (⭐33) - It implemented 3 layers of neural networks ( Input Layer, Hidden Layer and Output Layer ) and it was named Back Propagation Neural Networks (BPN). This network can be used in products recommendation, user behavior analysis, data mining and data analysis. [Deprecated]
- KRKmeans-Algorithm (⭐23) - It implemented K-Means clustering and classification algorithm. It could be used in data mining and image compression. [Deprecated]
Python / Computer Vision
- face_recognition (⭐55k) - Face recognition library that recognizes and manipulates faces from Python or from the command line.
- imutils (⭐4.6k) - A library containing Convenience functions to make basic image processing operations such as translation, rotation, resizing, skeletonization, and displaying Matplotlib images easier with OpenCV and Python.
Python / General-Purpose Machine Learning
- ML Model building (⭐29) -> A Repository Containing Classification, Clustering, Regression, Recommender Notebooks with illustration to make them.
- steppy (⭐136) -> Lightweight, Python library for fast and reproducible machine learning experimentation. Introduces a very simple interface that enables clean machine learning pipeline design.
- SimpleAI (⭐986) Python implementation of many of the artificial intelligence algorithms described in the book "Artificial Intelligence, a Modern Approach". It focuses on providing an easy to use, well documented and tested library.
- neuropredict (⭐101) - Aimed at novice machine learners and non-expert programmers, this package offers easy (no coding needed) and comprehensive machine learning (evaluation and full report of predictive performance WITHOUT requiring you to code) in Python for NeuroImaging and any other type of features. This is aimed at absorbing much of the ML workflow, unlike other packages like nilearn and pymvpa, which require you to learn their API and code to produce anything useful.
- imbalanced-learn - Python module to perform under sampling and oversampling with various techniques.
- stacked_generalization (⭐117) - Implementation of machine learning stacking technique as a handy library in Python.
- PyGrid (⭐616) - Peer-to-peer network of data owners and data scientists who can collectively train AI models using PySyft
Python / Data Analysis / Data Visualization
- Mars (⭐2.7k) - A tensor-based framework for large-scale data computation which is often regarded as a parallel and distributed version of NumPy.
- pastalog (⭐423) - Simple, realtime visualization of neural network training performance.
R / General-Purpose Machine Learning
- party - party: A Laboratory for Recursive Partitioning
- partykit - partykit: A Toolkit for Recursive Partitioning.
Tools / Misc
- Sacred (⭐4.3k) - Python tool to help you configure, organize, log and reproduce experiments. Like a notebook lab in the context of Chemistry/Biology. The community has built multiple add-ons leveraging the proposed standard.
- MLFlow - platform to manage the ML lifecycle, including experimentation, reproducibility and deployment. Framework and language agnostic, take a look at all the built-in integrations.
49. Awesome Raspberry Pi
OS Images
- RasComm RaspberryPi MorseCode Translator (⭐9) - RasComm is a communication device that translates plain text into Morse code (IMC) visually or audibly.
Useful Apps / Android
- RaspController - Manage your Raspberry Pi remotely, control the GPIO ports, send commands directly through the terminal, view images from a connected camera and obtain data from different sensors. Android
- Raspicast - Cast YouTube videos, media content from your android device, Play local media files, Play streams from playlists (m3u, pls) on your Raspberry Pi. Android
- TeamViewer - Remote into Raspberry Pi while you are on the road!. Android
Tutorials / iOS
- Use a Raspberry Pi with Netflix - Tutorial on watching Netflix on a Raspberry Pi.
50. Awesome Geek Podcasts
In Portuguese
- Acabou o café - Podcast sobre desenvolvimento de sistemas e tecnologia do ArchCode.
- Amarelo Criativo - Todos os podcasts da Amarelo criativo. Programas diferentes ao longo da semana para trazer informação sobre o mercado criativo, mundo geek e com o humor bem Amarelo.
- PodProgramar - Podcast sobre desenvolvimento técnologia comando pela Jessi Zanelato e Ana Eliza, abordam temas iniciantes e avançados.
- Start Coding - Start Coding é uma iniciativa online com o objetivo de inserir mulheres na tecnologia. O podcast apresenta temas da computação e a equidade de gênero na área.
In Russian
- UnderJS Podcast - Podcast about JS, React Native, Nodejs.
51. Awesome React Native
Utils & Infra / Navigation Demos
- react-native-native-log ★0 (⭐12) - A React Native log function that under the hood calls native logs.
System / Navigation Demos
- rn-in-app-review (⭐79) - Help you to integrate in-app review for android and iOS
Storage / Navigation Demos
- typed-async-storage (⭐9) - A wrapper for creating a schema for AsyncStorage and validation using React prop-types.
Integrations / Navigation Demos
- react-native-intercom-native ★7 (⭐24) - native based Intercom implementation for React Native
- react-native-onfido ★2 (⭐4) - A React Native wrapper for the Onfido Library.
Seeds / Navigation Demos
- react-native-typescript-boilerplate ★129 (⭐283) - An opinionated boilerplate built with React Native Navigation v3 + Redux + Thunk, in TypeScript. Follows industry best practices.
Libraries / Navigation Demos
- react-native-colibri ★5 (⭐10) - React Native Generic UI Components.
52. Awesome Social Enterprise
News 📰 / Finding Articles
- Pioneers Post - The Social Enterprise Magazine.
- Impact Boom - Social impact blog and podcast.
- Harvard Business Review - Articles tagged "social enterprise" are infrequent but high quality.
- Stanford Social Innovation Review - Great publication with many articles tagged social enterprise.
- The Schwab Foundation for Social Entrepreneurship - Content about the foundation's activities and opportunities.
- Medium - Content from all around about social enterprise and social entrepreneurship.
- Journal of Social Entrepreneurship - The academic journal for the topic.
Papers 📃 / Articles
- (1998) The Meaning of "Social Entrepreneurship" by J. Gregory Dees
- A short history of social entrepreneurship (and why the definition isn't agreed upon).
- (2004) The Legitimacy of Social Enterprise Raymond Dart
- A pragmatic discussion on why social enterprises, in relation to nonprofits, exist.
- (2008) Evolution of the social enterprise industry by the Institute for Social Entrepreneurs
- Less academic but a detailed history of events related to social enterprises.
- (2010) Conceptions of Social Enterprise and Social Entrepreneurship by Jacques Defourny
- Parallels between US and European Social Enterprises.
- (2014) Social Enterprise – A New Phenomenon in the Field of Economic and Social Welfare? by Leandro Sepulveda
- A history of social enterprises from a UK perspective.
Courses 🎓 / Articles
- Social Enterprise Program
- By Middlesex University Business School & Jindal Centre for Social Innovation + Entrepreneurship program.
- Free, three courses, nine weeks total.
- According to this paper, the courses were quite impactful and helped start many social enterprises.
- Several free courses such as: Introduction to Fundraising, Fundraising Strategies, and Setting Up a Nonprofit Board.
- Disciplined Approach to Social Entrepreneurship - By Curtin University.
- Social Entrepreneurship - By Wharton Business School. One course, approximately nine hours of work.
- Social Entrepreneurship Specialization - By Copenhagen Business School. Three courses to complete over four months.
- Offers free and paid courses to help individuals create social change.
Fellowships / Articles
- Year Here - One year social enterprise fellowship to build an organization based in London.
- Acumen Academy Fellowship - One year fellowship with the goal of equipping individuals with the tools to tackle issues in their communities.
Tools 🔨 / Articles
- GuideStar - Reporting on U.S. nonprofit companies.
- ProPublica Nonprofit Explorer - Easily access any U.S. nonprofit's tax documents.
- Social Bearing - Useful to determine how popular/active any Twitter account is.
Videos 📽 / Articles
- Social Entrepreneurs: Pioneering Social Change - Skoll Foundation video about social entrepreneurs.
- Muhammad Yunus's Nobel Prize Speech - Yunus built Grameen Bank, the poster child for social enterprises.
- Social Enterprise 101 - Quick and easy overview oof social enterprise.
- How social entrepreneurship will change the world - Inspiring TEDx talk by Erica Wenger about social enterprises.
Online / Articles
- Facebook
- Social Entrepreneurs - 2k members many posts each day.
- Quora
- Social Entrepreneurship - 375k followers, great for asking questions.
- United States Association for Small Business and Entrepreneurship (USASBE).
- Social Entrepreneurship - Focused on social entrepreneurship education.
Conferences / Articles
- Skoll World Forum - Large annual conference for Skull Foundation.
- Harvard Social Enterprise Conference - Student run annual social enterprise conference.
- Indiana University Social Entrepreneurship Conference - Two day conference focused on social entrepreneurship research.
Finding Local Communities / Articles
- SEA Chapters - Groups all over US focused on social enterprises.
- Meetup - Popular group meeting site.
- Eventbrite - Easy site for discovering events near you.
Networks / Articles
- senco (social enterprise network of central ontario) - Canada group promoting social enterprises.
- Social Enterprise Alliance - US social enterprise advocates.
- enactus - Worldwide organization fostering student social entrepreneurs.
- Buy Good. Feel Good. - North American expo dedicated to brands that are changing the world.
- SocialVentures - Ohio nonprofit to advocate for, develop, and fund businesses that solve social problems.
Foundations / Articles
- Skoll Foundation - Large foundation investing in social entrepreneurs.
- Schwab Foundation for Social Entrepreneurship - Advocates for social entrepreneurss on a global level.
- The Audacious Project - A TED project funding social entrepreneurs and nonprofits.
Consultants / Articles
- CSED - Canada based nonprofit helping develop, launch, and grow social enterprises.
- Common Good Solutions - Canada based B-corp helping governments, community organizations and entrepreneurs.
Authors / Articles
- Susan Davis - Co-authored books on on social enterprise and highly active in community.
- David Bornstein - Wrote several popular books on social entrepreneurship.
Social Entrepreneurs / Articles
- Muhammad Yunus - Nobel Prize winner, founder of Grameen Bank, considered father of social enterprise.
Twitter Accounts 🐦 / Articles
- Ken Banks - Founder of Kiwanja.
- Tech Jobs for Good - Posts about tech jobs with social impact.
- Centre for Social Innovation Toronto - A coworking space, community, and launchpad for people who are changing the world.
Miscellaneous / Articles
- WorldShapers - An abundance of resources related to social entrepreneurship education.
- Benefit Corporation - A type of for-profit corporate entity, authorized by 35 U.S. states.
- B Corp Certification - Certificate issued for existing for profit organizations demonstrating social responsibility.
53. Awesome Substrate
Social
- Twitter - Follow us to stay up-to-date.
54. Awesome Django
Third-Party Packages / APIs
- django-tastypie (⭐3.9k) - Creating delicious APIs for Django apps since 2010.
Third-Party Packages / General
- django-filter (⭐4.6k) - Powerful filters based on Django QuerySets.
- django-tables2 (⭐2k) - HTML tables with pagination/sorting.
Third-Party Packages / Views
- django-easy-audit (⭐809) - Keep track of user actions.
55. Awesome H2o
Research Papers
- Stock Market Analysis using Stacked Ensemble Learning Method (⭐1) Malkar Takle. (2020)
56. Awesome Interview Questions
Programming Languages/Frameworks/Platforms / Ionic
Programming Languages/Frameworks/Platforms / SharePoint
Programming Languages/Frameworks/Platforms / WordPress
Coding exercises / Windows
Design Patterns / Windows
57. Awesome Appimage
Resources / Articles
- The Background Story of AppImage - Interview with the creator of AppImage, explaining the key ideas and motivations behind the concept.
Resources / Videos
- AppImage: Portable applications for Linux - Official AppImage introduction video by its founder.
58. Awesome Dataviz
JavaScript tools / Charting libraries
- Google Charts - Interactive charts for browsers and mobile devices.
59. Awesome Mental Health
Articles
- How To Move Your Organization From Fear To Fearlessness - By Gustavo Razzetti.
60. Awesome Stock Resources
Photography / CC0-license
- Splashbase - Search & discover free, hi-resolution photos & videos.
- Streetwill - Free hi-resolution vintage photos to use any way you want.
61. Awesome Scala Native
Web Development
- snunit (⭐141) - Scala Native HTTP server based on NGINX Unit.
62. Awesome Sre
Culture
Service Level Agreement
Misc Articles
63. Awesome Hacking
Binary files examination and editing / Other
- Kaitai Struct (⭐4.2k) - a DSL for creating parsers in a variety of programming languages. The Web IDE is particularly useful for reverse-engineering.
Tools / Other
- Git-Scanner (⭐351) - A tool for bug hunting or pentesting for targeting websites that have open
.gitrepositories available in public
Competition / Other
- prompt(1) to win - XSS Challenges
64. Awesome Ruby
Social Networking
- Thredded (⭐1.6k) - Rails 4.2+ forums/messageboards engine. Its goal is to be as simple and feature rich as possible.
65. Awesome Static Website Services
Audio
- Spotify - You can embed any song, album, or playlist with a Spotify Play Button.
Video
- Vimeo - Paid - Embeddable videos with no ads.
66. Public Apis
Anime
API: MyAnimeList
Description: Anime and Manga Database and Community
Auth:
OAuthHTTPS: Yes
CORS: Unknown
Games & Comics
API: Hytale
Description: Hytale blog posts and jobs
Auth: No
HTTPS: Yes
CORS: Unknown
67. Awesome Devsecops
Wikis
- DevSecOps Hub - Snyk - Introduction to key DevSecOps concepts, processes and technologies.
Secrets Management / Ansible
- Gopass (⭐6.2k) - Gopass - Password manager for teams relying on Git and gpg. Manages secrets in encrypted files and repositories.
Static Analysis / Multi-Language Support
- Hawkeye (⭐360) - Hawkeyesec - Modularised CLI tool for project security, vulnerability and general risk highlighting.
68. Awesome Angular
Charts / Google Developer Experts
- ngx-charts (⭐4.3k) - Declarative Charting Framework for Angular2 and beyond!
Loaders / Google Developer Experts
- ngx-progressbar (⭐1k) - Nanoscopic progress bar, featuring realistic trickle animations.
Unspecified / Google Developer Experts
- ngx-ui (⭐723) - Style and Component Library for Angular2 and beyond!
69. Awesome Java
Science / Other
- BioJava - Facilitates processing biological data by providing algorithms, file format parsers, sequencing and 3D visualization commonly used in bioinformatics.
70. Awesome Osint
Pastebins
Code Search
- AnalyzeID - Find Other Websites Owned By The Same Person
News / GitHub
Threat Intelligence / GitHub
- OnionScan (⭐3k) - Free and open source tool for investigating the Dark Web. Its main goal is to help researchers and investigators monitor and track Dark Web sites.
71. Awesome Preact
Contents / Components
- Pant (⭐27) - Mobile UI Components built on Preact (docs and demos). Ported from awesome Vue components of Vant (⭐24k).
72. Awesome Software Architecture
Principles
- Flexibility - Able to adapt to changes in both environment and usability requirements without encompassing structural changes.
73. Awesome Qr Code
Apps / Readers
- Web App (⭐1.1k) - A progressive web application to scan QR codes.
Apps / File Transfer
- qrcp (⭐10k) - Transfer files over Wi-Fi from your computer to a mobile device by scanning a QR code without leaving the terminal.
- qr-filetransfer (⭐996) - Transfer files over Wi-Fi between your computer and your smartphone from the terminal.
CLI / File Transfer
- qrencode - Command line tool to generate QR codes.
Resources / PHP
- zxing (⭐33k) - QR code payload format catalog.
74. Awesome Security
Network / Fast Packet Processing
- PACKET_MMAP/TPACKET/AF_PACKET - It's fine to use PACKET_MMAP to improve the performance of the capture and transmission process in Linux.
Network / Anti-Spam
- Scammer-List - A free open source AI based Scam and Spam Finder with a free API
Web / Organization
- Portswigger - PortSwigger offers tools for web application security, testing & scanning. Choose from a wide range of security tools & identify the very latest vulnerabilities.
Exploits & Payloads / Development
- PayloadsAllTheThings (⭐68k) - A list of useful payloads and bypass for Web Application Security and Pentest/CTF
Operating Systems / Online resources
- Best Linux Penetration Testing Distributions @ CyberPunk - Description of main penetration testing distributions
EBooks / Online resources
- AWS Security - This early-access book covers commong AWS security issues and best practices for access policies, data protection, auditing, continuous monitoring, and incident response.
75. Awesome Home Assistant
Add-ons / Third Party Add-ons
- AppDaemon (⭐188) - Python Apps and HADashboard.
Uncategorized / Twitter
- AppDaemon (⭐903) - AppDaemon is a loosely coupled, multi-threaded, sandboxed Python execution environment for writing automation apps.
76. Awesome Elixir
Search
- elasticsearch_elixir_bulk_processor (⭐14) - An efficient and flexible way to insert into Elasticsearch.
Testing
- mox (⭐1.4k) - Mocks and explicit contracts for Elixir.
Editors
- Nova Elixir (⭐9) - Syntax highlighting and code completion for Elixir files (.ex, .exs, .eex) in Nova.
77. Awesome Jamstack
Videos / Automation
- WTF is Jamstack? - Ondrej Polesny.
Tutorials / Articles / Automation
78. Awesome React Components
Editable data grid / spreadsheet
- ReactGrid (⭐1.5k) - demo/docs - Add spreadsheet-like behavior to your app
Miscellaneous
- react-advanced-news-ticker (⭐53) - demo - A flexible and animated vertical news ticker component
Miscellaneous / Lazy Load
- component-controls (⭐81) - demo - docs - A next-generation tool to create blazing-fast documentation sites.
79. Awesome Gpt3
Demos / Program generation and analysis
Products / Other
- Prompts AI: Advanced GPT-3 playground
80. Awesome Vue
Resources / External Resources
- Vue Mastery - The ultimate learning resource for Vue developers
Resources / Tutorials
Resources / Examples
- vue-stack-cesium (⭐20) - A minimal sample configuration project with CesiumJS and all the awesome vue features. The project contains many examples how to combine and use certain packages to get started.
Resources / Books
- Vue.js Component Patterns Course by Frederik Dietz (April 2019)
Projects Using Vue.js / Open Source
- Buefy Shop (⭐261) - Sample shop, open source, built with Nuxt, Stripe, Firebase, Bulma and Serverless Functions.
- Vuemmerce (⭐442) - Free ecommerce template built with Vue.js and Bulma framework 🆕
- Carpoolear (⭐98) - The open source Vue.js frontend (mobile and cordova app) for the argentinian carpooling application: Carpoolear
Projects Using Vue.js / Apps/Websites
- PingBreak - A free and simple website monitoring service using vuejs for real-time dashboard
Components & Libraries / UI Utilities
- vue-inline-svg (⭐183) - Vue component loads an SVG source dynamically and inline
<svg>so you can manipulate the style of it with CSS or JS. (vue 2.x, vue 3.x)
81. Awesome Tensorflow Lite
Past announcements:
- Hexagon delegate (⭐191k) - How to use the Hexagon Delegate to speed up model inference on mobile and edge devices. Also see blog post Accelerating TensorFlow Lite on Qualcomm Hexagon DSPs.
TensorFlow Lite models / Other
- TensorFlow Lite models
- TensorFlow Lite models - With official Android and iOS examples.
- Pretrained models - Quantized and floating point variants.
- TensorFlow Hub - Set "Model format = TFLite" to find TensorFlow Lite models.
Ideas and Inspiration / Other
- E2E TFLite Tutorials (⭐135) - Checkout this repo for sample app ideas and seeking help for your tutorial projects. Once a project gets completed, the links of the TensorFlow Lite model(s), sample code and tutorial will be added to this awesome list.
ML Kit examples / Other
- 2019-10-01 ML Kit Translate demo - A tutorial with material design Android (⭐185) (Kotlin) sample - recognize, identify Language and translate text from live camera with ML Kit for Firebase.
- 2019-03-13 Computer Vision with ML Kit - Flutter In Focus.
- 2019-02-09 Flutter + MLKit: Business Card Mail Extractor - A blog post with a Flutter (⭐52) sample code.
- 2019-02-08 From TensorFlow to ML Kit: Power your Android application with machine learning - A talk with Android (⭐9) (Kotlin) sample code.
- 2018-07-20 ML Kit and Face Detection in Flutter.
- 2018-07-27 ML Kit on Android 4: Landmark Detection.
- 2018-07-28 ML Kit on Android 3: Barcode Scanning.
- 2018-05-31 ML Kit on Android 2: Face Detection.
- 2018-05-22 ML Kit on Android 1: Intro.
Plugins and SDKs / Other
- Edge Impulse - Created by @EdgeImpulse to help you to train TensorFlow Lite models for embedded devices in the cloud.
- TensorFlow Lite Flutter Plugin (⭐532) - Provides a dart API similar to the TensorFlow Lite Java API for accessing TensorFlow Lite interpreter and performing inference in flutter apps. tflite_flutter on pub.dev.
Helpful links / Other
- Adventures in TensorFlow Lite (⭐171) - A repository showing non-trivial conversion processes and general explorations in TensorFlow Lite.
Blog posts / Other
- 2020-04-20 What is new in TensorFlow Lite - By Khanh LeViet.
- 2020-04-14 How TensorFlow Lite helps you from prototype to product - By Khanh LeViet.
- 2019-08-05 TensorFlow Model Optimization Toolkit — float16 quantization halves model size - By the TensorFlow team.
- 2018-07-13 Training and serving a real-time mobile object detector in 30 minutes with Cloud TPUs - By Sara Robinson, Aakanksha Chowdhery, and Jonathan Huang.
Books / Other
- 2020-03-01 Raspberry Pi for Computer Vision (Complete Bundle | TOC) - By the PyImageSearch Team: Adrian Rosebrock (@PyImageSearch), David Hoffman, Asbhishek Thanki, Sayak Paul (@RisingSayak), and David Mcduffee.
- 2019-10-01 Practical Deep Learning for Cloud, Mobile, and Edge - By Anirudh Koul (@AnirudhKoul), Siddha Ganju (@SiddhaGanju), and Meher Kasam (@MeherKasam).
Videos / Other
- 2020-07-25 Android ML by Hoi Lam (GDG Kolkata meetup).
- 2020-04-01 Easy on-device ML from prototype to production (TF Dev Summit 2020).
- 2020-03-11 TensorFlow Lite: ML for mobile and IoT devices (TF Dev Summit 2020).
- 2019-10-29 Inside TensorFlow: TensorFlow Lite.
- 2018-04-18 TensorFlow Lite for Android (Coding TensorFlow).
Podcasts / Other
- 2020-08-08 Talking Machine Learning with Hoi Lam.
82. Awesome Billing
Product Catalog / Market Research
- Akeneo PIM (⭐979) - The open-source variant of the commercial Akeneo products.
Invoice / Electronic invoices
- Factur-X (⭐245) - Python library to support the e-invoicing standard for France and Germany.
- Universal Business Language - Most invoicing software can read and write UBL documents (XML) for data transfer.
Payments / Bank Accounts
- A (shallow) dive into the American banking system - Collection of miscellaneous notes primarily focused on the common cases of routable accounts, i.e. checking and savings.
83. Awesome Engineering Team Management
Roles / Engineers
- The different engineering levels at Google - From L3 to L8: a quick description of what makes an engineer at each level.
Recruitment / Negotiation
- Salary Negotiation: Make More Money, Be More Valued - “Your salary negotiation — which routinely takes less than 5 minutes to conclude — has an outsized influence on what your compensation is.”
Cognitive Tools / Collections
- A Few Rules - A formalized list of some wisdom you probably encountered elsewhere.
Engineering / Systems Complexity
- I try to optimize my code around reducing state, coupling, complexity and code, in that order - An engineer's perspective on which priorities should be addressed first to increase robustness of systems.
Engineering / Technology
- LEGO blocks and organ transplants - “People have been comparing software components to LEGO blocks for a couple decades. (…) Integrating two software systems is usually more like performing a heart transplant than snapping together LEGO blocks.”
Health / Burnout
- How shitty job crush your soul, then lead to burnout - “Burnout is a very serious situation. If you burn yourself out hard, it will be difficult to be effective at any future job you go to, even if it is ostensibly a wonderful job. Treat burnout like a physical injury.”
Exits / Burnout
- “People do get pissed off in clusters is the best description of a team/company meltdown that I've ever seen.” (source)
84. Awesome Credit Modeling
Credit Scoring
- Financial credit risk assessment: a recent review - Summarizes the traditional statistical models and state-of-the-art intelligent methods for financial distress forecasting, with emphasis on the most recent achievements.
- A literature review on the application of evolutionary computing to credit scoring - The aim of this paper is to summarize the most recent developments in the application of evolutionary algorithms to credit scoring by means of a thorough review of scientific articles published during the period 2000–2012.
- Consumer credit-risk models via machine-learning algorithms - The authors apply machine-learning techniques to construct nonlinear nonparametric forecasting models of consumer credit risk. They are able to construct out-of-sample forecasts that significantly improve the classification rates of credit-card-holder delinquencies and defaults.
- Example-Dependent Cost-Sensitive Logistic Regression for Credit Scoring - Several real-world classification problems are example-dependent cost-sensitive in nature, where the costs due to misclassification vary between examples. Credit scoring is a typical example of cost-sensitive classification. However, it is usually treated using methods that do not take into account the real financial costs associated with the lending business.
- A comparative study on base classifiers in ensemble methods for credit scoring - In the last years, the application of artificial intelligence methods on credit risk assessment has meant an improvement over classic methods. Recent works show that ensembles of classifiers achieve the better results for this kind of tasks.
- A survey of credit and behavioural scoring: forecasting financial risk of lending to consumers - Surveys the techniques used — both statistical and operational research based — to help organisations decide whether or not to grant credit to consumers. It also discusses the need to incorporate economic conditions into the scoring systems and the way the systems could change from estimating the probability of a consumer defaulting to estimating the profit a consumer will bring to the lending organisation.
- The comparisons of data mining techniques for the predictive accuracy of probability of default of credit card clients - This research compares the predictive accuracy of probability of default among six data mining methods. From the perspective of risk management, the result of predictive accuracy of the estimated probability of default will be more valuable than the binary result of classification.
- Super-App Behavioral Patterns in Credit Risk Models: Financial, Statistical and Regulatory Implications - Presents the impact of alternative data that originates from an app-based marketplace, in contrast to traditional bureau data, upon credit scoring models. These alternative data sources have shown themselves to be immensely powerful in predicting borrower behavior in segments traditionally underserved by banks and financial institutions. At the same time alternative data must be carefully validated to overcome regulatory hurdles across diverse jurisdictions.
Institutional Credit Risk
- Random Survival Forests Models for SME Credit Risk Measurement - Extends the existing literature on empirical research in the field of credit risk default for Small Medium Enterprizes (SMEs), proposing a non-parametric approach based on Random Survival Forests (RSF) and comparing its performance with a standard logit model.
- Modeling Institutional Credit Risk with Financial News - Current work in downgrade risk modeling depends on multiple variations of quantitative measures provided by third-party rating agencies and risk management consultancy companies. There has been a wide push into using alternative sources of data, such as financial news, earnings call transcripts, or social media content, to possibly gain a competitive edge in the industry. This paper proposes a predictive downgrade model using solely news data represented by neural network embeddings.
- Bankruptcy prediction for credit risk using neural networks: A survey and new results - The prediction of corporate bankruptcies is an important and widely studied topic since it can have significant impact on bank lending decisions and profitability. This work reviews the topic of bankruptcy prediction, with emphasis on neural-network (NN) models and develops an NN bankruptcy prediction model, proposing novel indicators for the NN system.
Model Explainability
- Machine learning explainability in finance: an application to default risk analysis - This Staff Working Paper from the Bank of England proposes a framework for addressing the ‘black box’ problem present in some Machine Learning (ML) applications.
85. Awesome Developer First
Authentication & Identity
- Firebase Auth - Google Firebase's take on authentication.
Discussions
- Yotpo - Reviews ratings and Q&A as a service.
Localization
- Localazy - App translation built for developers.
Repo
- Artifactory - Create your own package repository.
Testing
- Applitools - Automated visual testing.
86. Awesome Piracy
Streaming Sites / HD Streaming
- Best-movies.watch Unique design, more than 19000 available
Academic Papers and Material / Third Party Hosts
- Sci-Hub the first pirate website in the world to provide mass and public access to tens of millions of research papers
87. Awesome Ada
Build and Package / Apache License
- ada4cmake (⭐5) - CMake macros for simple gnat project inclusion.
88. Awesome Gatling
Tools / Plugins
- gatling-sbt-plugin (⭐107) - Gatling SBT plugin to integrate Gatling with SBT, allowing to use Gatling as a testing framework.
89. Awesome Quant
Python / Financial Instruments and Pricing
- FinancePy (⭐2.5k) - A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives.
90. Awesome Chip 8
Documentation
- Chip-8 on the COSMAC VIP - An in-depth disassembly and analysis of the original CHIP-8 interpreter on the COSMAC VIP.
Emulator/interpreter development
- High-level guide to making a CHIP-8 emulator - A guide for developing a CHIP-8 interpreter, without code.
Emulator/interpreter development / Testing
- Delay timer test (⭐333) - Test program that checks the delay timer's behavior.
- Random number test (⭐333) - Test program that checks the spread and mask for random number generation.
Software development / Tools
- Octo (⭐727) - A high-level assembler for CHIP-8, Super-CHIP and XO-CHIP, complete with an environment for testing programs, and tools for sharing your creations.
Software development / Guides and snippets
- chip8-multiply (⭐2) - Multiplication routines for CHIP-8, written in Octo.
91. Awesome Firebase
Web
- 🔌 SvelteFire (⭐1.7k) - Cybernetically enhanced Firebase apps.
- 🔧 Remote Styles with Remote Config (⭐65) - Dynamic/Conditional loading of CSS stored in Remote Config. (Launch post).
Other / iOS
- 📹 Firebase Live 2020 - Firebase Live is a web series for app developers consisting of talks, tips, and technical tutorials aimed at increasing their productivity, knowledge, and collaboration.
92. FOSS for Dev
Feature management
- Unleash (⭐12k) - Free open-source feature flag & toggle service. SDKs for all major languages.
93. Awesome Competitive Programming
Tutorial Websites
☆: ★★☆
Name: 演算法筆記 (Algorithm Notes) (Chinese)
Description: One of the most popular tutorial websites among the Taiwanese competitive programming community. The maintainer for this website spends immense efforts on researching algorithms.
Books / Books for Algorithms
☆: ★★★
Name: Algorithms, by Jeff Erickson
Description: A free electronic version of a self-published textbook licensed under CC by 4.0. This is a well written book from lecture notes of theoretical computer science courses at the University of Illinois. Covers the main paradigms of backtracking, dynamic programming, greedy, and particularly graphs in depth.
Tools / Contest Preparation
☆: ★★☆
Name: tcframe (⭐160)
Description: A C++ framework for generating test cases of competitive programming problems.
94. Awesome Flutter
Top / Game Engine resources
- Fwitter (⭐4.1k) - Full Twitter clone using Firebase solution by Sonu Sharma
English / Game Engine resources
Portuguese / Game Engine resources
Spanish / Game Engine resources
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