Awesome List Updates on Mar 09 - Mar 15, 2020

47 awesome lists updated this week.

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1. Awesome Bigdata

Frameworks

• Bistro (⭐1k) - general-purpose data processing engine for both batch and stream analytics. It is based on a novel data model, which represents data via functions and processes data via column operations as opposed to having only set operations in conventional approaches like MapReduce or SQL.

NewSQL Databases

• BayesDB (⭐890) - statistic oriented SQL database.

Machine Learning

• Oryx (⭐1.8k) - Lambda architecture on Apache Spark, Apache Kafka for real-time large scale machine learning.

• Lambdo (⭐1) - Lambdo is a workflow engine which significantly simplifies the analysis process by unifying feature engineering and machine learning operations.

2001 - 2010

• 2009 - HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads.

• 2008 - AMPLab - Chukwa: A large-scale monitoring system.

2. Awesome Yew

Projects

• yew-styles-page (⭐158) - This is an initial project of a framework style for yew.

3. Awesome Mental Health

Talks

• The Mental Impact of Tech Interviews - Abstractions II (Slides) - By Zack Zlotnik.

4. Awesome Dotnet Core

Frameworks, Libraries and Tools / IOC

• Unity (⭐1.7k) - A lightweight, extensible dependency injection container.

5. Awesome Lockpicking

Books

• Locks, Safes and Security: An International Police Reference - Information on locks, safes and security by Marc Weber Tobias.

Hobby projects

• Lock Dice - In this dice-based locksport game, as a budding lock maker you have set out to test your designs against your peers.

Online resources

• Dark Sim 905's Lockpicking pages - Personal website of a knowledgable hobbyist discussing a variety of picking and bypass tools.

• Raking Techniques - Raking techniques illustrated with awesome animations.

6. Awesome Nlg

Videos

• Imitation Learning and its Application to Natural Language Generation

7. Awesome R

2019

• ggforce (⭐933) - ggplot2 extension framework

• rayshader (⭐2.1k) - 2D and 3D data visualizations via rgl

Integrated Development Environments

• RStudio - A powerful and productive user interface for R. Works great on Windows, Mac, and Linux.

• IRkernel (⭐1.7k) - R kernel for Jupyter.

• radian (⭐2.2k) (formerly rtichoke) - A modern R console with syntax highlighting.

Syntax

• magrittr (⭐962) - Let's pipe it.

Data Manipulation

• dplyr (⭐4.9k) - Fast data frames manipulation and database query.

• data.table (⭐3.8k) - Fast data manipulation in a short and flexible syntax.

• reshape2 (⭐211) - Flexible rearrange, reshape and aggregate data.

• broom (⭐23) - Convert statistical analysis objects into tidy data frames.

• stringi (⭐310) - ICU based string processing package.

• stringr (⭐639) - Consistent API for string processing, built on top of stringi.

Graphic Displays

• ggplot2 (⭐6.7k) - An implementation of the Grammar of Graphics.

• idendro (⭐9) - interactive exploration of dendrograms (trees of hierarchical clustering).

2017 / Book/monograph Lists and Reviews

• hrbrthemes (⭐1.3k) - 🔏 Opinionated, typographic-centric ggplot2 themes and theme components

• Patchwork (⭐2.6k) - Combine separate ggplots into the same graphic.

• utf8 (⭐112) - Manipulating and printing UTF-8 text that fixes multiple bugs in R's UTF-8 handling.

• covr (⭐341) - Test coverage reports for R

• lintr (⭐1.2k) - Static Code Analysis for R

• prophet (⭐19k) - Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.

• tidyverse (⭐1.7k) - Easily install and load packages from the tidyverse

• purrr (⭐1.3k) - A functional programming toolkit for R

• xaringan (⭐1.5k) - Create HTML5 slides with R Markdown and the JavaScript library

• blogdown (⭐1.8k) - Create Blogs and Websites with R Markdown

• glue (⭐736) - Glue strings to data in R. Small, fast, dependency free interpreted string literals.

• reprex (⭐746) - Render bits of R code for sharing, e.g., on GitHub or StackOverflow.

• reticulate (⭐1.7k) - R Interface to Python

• tensorflow (⭐1.3k) - TensorFlow for R

2018 / Book/monograph Lists and Reviews

• r2d3 - R Interface to D3 Visualizations

• promises - Abstractions for Promise-Based Asynchronous Programming

• Readings in Applied Data Science (⭐1.6k) - These readings reflect Hadley's personal thoughts about applied data science.

• fable (⭐571) - univariate and multivariate time series forecasting models

• rstats-ed (⭐453) - List of courses teaching R

• tinytex - A lightweight and easy-to-maintain LaTeX distribution

HTML Widgets

• DiagrammeR (⭐1.7k) - Create JS graph diagrams and flowcharts in R.

• formattable (⭐700) - Formattable Data Structures.

• ggvis (⭐715) - Interactive grammar of graphics for R.

• plotly (⭐2.6k) - Interactive ggplot2 and Shiny plotting with plot.ly.

• rCharts (⭐1.2k) - Interactive JS Charts from R.

• echarts4r (⭐609) - R wrapper to Echarts version 4

Reproducible Research

• knitr (⭐2.4k) - Easy dynamic report generation in R.

• rmarkdown - Dynamic documents for R.

• slidify (⭐845) - Generate reproducible html5 slides from R markdown.

• texreg (⭐114) - Formatting statistical models in LaTex and HTML.

• kable - Build fancy HTML or 'LaTeX' tables using 'kable()' from 'knitr'.

Web Technologies and Services

• shiny (⭐5.5k) - Easy interactive web applications with R. See also awesome-rshiny (⭐829)

• httr (⭐987) - User-friendly RCurl wrapper.

• XML - Tools for parsing and generating XML within R.

• xml2 - Optimized tools for parsing and generating XML within R.

• rvest (⭐1.5k) - Simple web scraping for R, using CSSSelect or XPath syntax.

• OpenCPU - HTTP API for R handling concurrent calls, based on the Apache2 web server, to expose R code as REST web services and create full-sized, multi-page web applications.

Parallel Computing

• foreach - Executing the loop in parallel.

• future - A minimal, efficient, cross-platform unified Future API for parallel and distributed processing in R; designed for beginners as well as advanced developers.

• SparkR (⭐641) - R frontend for Spark.

High Performance

• Rcpp - Rcpp provides a powerful API on top of R, make function in R extremely faster.

Machine Learning

• AnomalyDetection (⭐3.6k) - AnomalyDetection R package from Twitter.

• BreakoutDetection (⭐759) - Breakout Detection via Robust E-Statistics from Twitter.

• CausalImpact (⭐1.7k) - Causal inference using Bayesian structural time-series models.

• caret - Classification and Regression Training

• prophet (⭐19k) - Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.

• glmnet - Lasso and elastic-net regularized generalized linear models

• h2o - Deeplearning, Random forests, GBM, KMeans, PCA, GLM

• lme4 (⭐658) - Mixed-effects models

• Machine Learning For Hackers (⭐3.7k)

• MXNet (⭐21k) - MXNet brings flexible and efficient GPU computing and state-of-art deep learning to R.

• survminer (⭐547) - Survival Analysis & Visualization

• survival - Survival Analysis

• xgboost (⭐574) - eXtreme Gradient Boosting Tree model, well known for its speed and performance.

Bayesian

• rstan - R interface to the Stan MCMC software.

Finance

• quantmod - Quantitative Financial Modelling & Trading Framework for R.

• zoo - S3 Infrastructure for Regular and Irregular Time Series.

Bioinformatics and Biostatistics

• Bioconductor - Tools for the analysis and comprehension of high-throughput genomic data.

Network Analysis

• igraph - A collection of network analysis tools.

• tidygraph (⭐556) - A tidy API for graph manipulation

Spatial

• tmap (⭐14) - R package for thematic maps

R Development

• devtools (⭐2.5k) - Tools to make an R developer's life easier.

• testthat (⭐902) - An R package to make testing fun.

• R6 (⭐424) - simpler, faster, lighter-weight alternative to R's built-in classes.

• pryr (⭐203) - Make it easier to understand what's going on in R.

• roxygen (⭐615) - Describe your functions in comments next to their definitions.

• Rocker - R configurations for Docker.

Data Packages

• wbstats - Tools for searching and downloading data and statistics from the World Bank Data API and the World Bank Data Catalog API.

• ICON (⭐8) - complex systems & networks datasets from the Index of COmplex Networks (ICON) database webpage.

Learning R

• swirl - An interactive R tutorial directly in your R console.

• DataScienceR (⭐2.1k) - a list of R tutorials for Data Science, NLP and Machine Learning.

Websites / Manuals

• An Introduction to R - A very good introductory text on R, also covers some advanced topic. See also the Manuals section on CRAN

• CRAN Contributed Docs - CRAN Contributed Documentation in many languages.

• Quick-R - An excellent quick reference

Websites / Tools and References

• CRAN Task Views - Task Views for CRAN packages.

Websites / News and Info

• R Bloggers - There are people scattered across the Web who blog about R. This is simply an aggregator of many of those feeds.

• R-users - A job board for R users (and the people who are looking to hire them)

Books / Free and Online

• R for Data Science by Garrett Grolemund & Hadley Wickham - Free book from RStudio developers with emphasis on data science workflow.

• R Cookbook by Winston Chang - A problem-oriented online book that supports his R Graphics Cookbook, 2nd ed. (2018).

• Advanced R, 2nd ed. by Hadley Wickham (2019) - An online version of the Advanced R book.

• R Packages, 2nd ed. by Hadley Wickham & Jennifer Bryan - A book (in paper and website formats) on writing R packages.

• Books written as part of the Johns Hopkins Data Science Specialization:
  • Exploratory Data Analysis with R by Roger D. Peng (2016) - Basic analytical skills for all sorts of data in R.
  • R Programming for Data Science by Roger D. Peng (2019) - More advanced data analysis that relies on R programming.
  • Report Writing for Data Science in R by Roger D. Peng (2019) - R-based methods for reproducible research and report generation.

• R for SAS and SPSS users by Bob Muenchen (2012) - An excellent resource for users already familiar with SAS or SPSS.

• Introduction to Statistical Learning with Application in R by Gareth James et al. (2017) - A simplified and "operational" version of The Elements of Statistical Learning. Free softcopy provided by its authors.

• The R Inferno by Patrick Burns (2011) - Patrick Burns gives insight into R's ins and outs along with its quirks!

• Efficient R Programming by Colin Gillespie & Robin Lovelace (2017) - An online version of the O’Reilly book: Efficient R Programming.

• The R Programming Wikibook - A collaborative handbook for R.

Books / Paid

• The Art of R Programming - It's a good resource for systematically learning fundamentals such as types of objects, control statements, variable scope, classes and debugging in R.

• R Cookbook, 2nd ed. by JD Long & Paul Teetor (2019) - A quick and simple introduction to conducting many common statistical tasks with R.

• Use R! Series by Springer - This series of inexpensive and focused books from Springer publish shorter books aimed at practitioners. Books can discuss the use of R in a particular subject area, such as Bayesian networks, ggplot2 and Rcpp.

Books / Book/monograph Lists and Reviews

• R Books List (⭐256) - List of R Books.

8. Awesome Deep Learning Resources

Online Classes

• Deep Learning & Recurrent Neural Networks (DL&RNN) - The most richly dense, accelerated course on the topic of Deep Learning & Recurrent Neural Networks (scroll at the end).

Practical Resources / Librairies and Implementations

• Hyperopt for a Keras CNN on CIFAR-100 (⭐107) - Auto (meta) optimizing a neural net (and its architecture) on the CIFAR-100 dataset.

• Smoothly Blend Image Patches (⭐0) - Smooth patch merger for semantic segmentation with a U-Net.

9. Awesome Homematic

CCU Addons

• Patcher (⭐1) - CCU3 Addon zur komfortablen Anwendung von Patches.

Interfacing Software

• CCU-Jack (⭐129) - CCU-Jack bietet einen einfachen und sicheren REST-basierten Zugriff auf die CCU, auch als Addon verfügbar.

• homebridge-homematic (⭐180) - Homebridge (⭐25k) Plugin zur Einbindung von Homematic Geräten in HomeKit.

• hvl - Homematic Virtual Interface (⭐55) - Bindet Fremdgeräte (z.B. Hue, Harmony, Netatmo, Sonos) über Plugins ein, auch als Addon verfügbar.

10. Awesome Mqtt

Broker

• Aedes (⭐1.9k) - Barebone MQTT broker that can run on any stream server, the node way.

Visualization, Dashboards / Firmwares for ESP based Devices

• MQTT-Hyperdash (⭐9) - A universal independent MQTT Dashboard for linux/Raspberry Pi.

11. Awesome Software Patreons

Open Source Projects / Operating Systems

• LineageOS, #2 - Fork of CyanogenMod.

• Qubes OS - A reasonably secure operating system.

Open Source Projects / Games

• Battle for Wesnoth - Turn-based strategy game.

12. Awesome Transit

Blog posts / General GIS Applications for making transit visualizations

• "Visualizing Better Transportation: Data & Tools" by Steve Pepple - A collection of transportation-related data and tools for the San Francisco Bay Area and other cities in North America, originally collected and discussed at a 2018 Transit Week Event at ARUP in San Francisco.

13. Awesome Quant

Python / Data Sources

• yahooquery (⭐845) - Python interface for retrieving data through unofficial Yahoo Finance API.

14. Awesome Shell

Shells

• ion (⭐1.5k) - A modern system shell that features a simple, yet powerful, syntax. It is written entirely in Rust.

15. Awesome Cl

Deployment / Isomorphic web frameworks

• s2i-lisp (⭐31) - Source-to-Image builder image based on CentOS or alternatively RHEL7 for building Common LISP images for OpenShift (and also Docker). It features an up-to-date SBCL with Quicklisp installation, SLIME or SLY integration and allows customization via environment variables. Apache2

Others / Third-party APIs

• Petalisp (⭐501) - an attempt to generate high performance code for parallel computers by JIT-compiling array definitions. It works on a more fundamental level than NumPy, by providing even more powerful N-dimensional arrays, but just a few building blocks for working on them. AGPL-3.0.

Matrix libraries / Third-party APIs

• clem (⭐38) - a matrix library. BSD_2Clause.

REPLs / Third-party APIs

• magic-ed (⭐26) - a tiny editing facility, where you can directly load, edit, manipulate and evaluate file or file content from the REPL, when going to a full IDE is too much. MIT.

Developer utilities / Third-party APIs

• supertrace (⭐32) - Superior Common Lisp trace functionality for debugging/profiling. Trace many functions at once, use before and after hooks. BSD_2Clause.

Security / Third-party APIs

• cl-isolated (⭐41) - A restricted environment for Common Lisp code evaluation AGPL-3.0.

16. Awesome Engineering Team Management

Roles / CTO & VP of Engineering

• The different skills needed to be a successful CTO - The premise is a little misleading, as what is detailed there is the journey, in a startup, of the technical founder growing with the company to become a CTO. At which point the position described in the article is not CTO, but VP of Engineering.

17. Awesome Gatling

Related / Awesome Lists

• Awesome Tsung (⭐22) - Open-source multi-protocol distributed load testing tool, developed in Erlang.

• Awesome JMeter (⭐749) - Open-source load testing and performance measurement tool, written in Java.

18. Awesome Ddd

Libraries and Frameworks / .NET

• Core.EventStore (⭐5) - A library to facilitate communication between CommandService and QueryService. The Idea is when any event occures in commandService, it should be persisted in QueryService in MongoDb.

19. Awesome Blazor

General

• Workshop (⭐3.6k) - Build a complete Blazor app and learn about the various Blazor framework features along the way.

Tutorials

• Blazor workshop (⭐3.6k) - Blazor app building workshop by .NET Foundation, Blazzing Pizza.

Tools & Utilities / Others

• Blazored.LocalStorage (⭐1.3k) - A library to provide access to local storage in Blazor applications.

• Blazor-State (⭐597) - Manage client side state in Blazor using MediatR pipeline.

• CssBuilder (⭐221) - CssBuilder is a Builder pattern for CSS classes to be used with Razor Components.

Others / Others

• Bolero (⭐1.1k) - Blazor for F# with hot reloaded templates, type-safe endpoints and routing, remoting, and much more.

• BlazorFabric (⭐819) - Blazor port of Microsoft UI Fabric with fluent design. (Demo).

20. Awesome Jmeter

Related / Awesome Lists

• Awesome Gatling (⭐72) - Open-source load and performance testing framework based on Scala, Akka and Netty.

21. Awesome Tikz

Tools / PGFPlots

• sane_tikz (⭐415) - Create TikZ figures with Python.

22. Awesome Seed Rs

Examples

• Template for GUIs with seed+gotham - Electron like template for local/desktop GUIs with Gotham, rust-embed, web-view and Seed.

23. Awesome List

Related

• StumbleUponAwesome (⭐419) - Discover random pages from the Awesome dataset using a browser extension.

24. Awesome Ios

Bluetooth

• BerkananSDK (⭐212) - Mesh messaging SDK with the goal to create a decentralized mesh network for the people, powered by their device's Bluetooth antenna.

25. Awesome Cli Apps

Files and Directories / Directory Listing

• alder (⭐236) - Minimal tree with colors.

• tre (⭐1k) - tree with git awareness, editor aliasing, and more.

• ll (⭐48) - ls with git status.

26. Awesome Mobile Web Development

Articles and Documentation

• Current Web on Galaxy Fold - An advices on web development for Galaxy Fold.

Other Useful Tools and Libraries

• Screen Sizes - A list of screen sizes of all popular smartphones.

• Shiny (⭐2.8k) - Shiny reflections for mobile websites.

27. Awesome No Login Web Apps

Communication

• Whereby - Video conference online. Create any room like whereby.com/some-room and starting chatting.

28. Awesome Arch

Other projects / Other

• archlinux/base - A docker image based on Arch Linux.

29. Awesome Quantum Computing

Videos

• Quantum Impact - Understand how quantum computing can help scientists solve some of the world's most challenging problems such as land optimisation.

30. Awesome Fuzzing

Papers / The Network and Distributed System Security Symposium (NDSS)

• HFL: Hybrid Fuzzing on the Linux Kernel, 2020

• HotFuzz: Discovering Algorithmic Denial-of-Service Vulnerabilities Through Guided Micro-Fuzzing, 2020

• HYPER-CUBE: High-Dimensional Hypervisor Fuzzing, 2020

• Not All Coverage Measurements Are Equal: Fuzzing by Coverage Accounting for Input Prioritization, 2020

Papers / ArXiv (Fuzzing with Artificial Intelligence & Machine Learning)

• MEUZZ: Smart Seed Scheduling for Hybrid Fuzzing, 2020

31. Awesome Mac

Utilities / To-Do Lists

• Todoist - Cross-platform todo list app.

32. Awesome Cpp

Asynchronous Event Loop

• libhv (⭐7.2k) - Cross-platform event loop library. [BSD]

Concurrency

• HPX (⭐2.7k) - A general purpose C++ runtime system for parallel and distributed applications of any scale. [Boost]

• Kokkos (⭐2.2k) - A performance portable programming model for parallel execution and memory abstraction. [BSD]

Game Engine

• crown (⭐6) - Crown is a general purpose data-driven game engine, written from scratch in orthodox C++ with a minimalistic and data-oriented design philosophy in mind. [MIT]

Logging

• Quill (⭐2.4k) - Asynchronous cross platform low latency logging library. [MIT]

Math

• Klein (⭐776) - A fast, SIMD-optimized C++17 Geometric Algebra library for point, line, and plane projections, intersections, joins, rigid-body motion, and more. [MIT] website

33. Awesome Dotnet

WebSocket / GUI - other

• Websocket.Client (⭐733) - A multiplatform wrapper over native C# class ClientWebSocket with built-in reconnection and error handling.

34. Awesome React Components

UI Layout / Syntax Highlight

• muuri-react (⭐368) - demo - docs - Responsive, sortable, filterable and draggable grid layouts.

Miscellaneous / Lazy Load

• DataFormsJS JSX Loader (⭐195) - Small JavaScript Compiler for quickly converting JSX to JS directly on a web page.

35. Awesome Web Archiving

Community Resources / Blogs and Scholarship

• Web Archiving Roundtable - Unofficial blog of the Web Archiving Roundtable of the Society of American Archivists maintained by the members of the Web Archiving Roundtable.

36. Awesome Flutter

UI

• Credit Card Form (⭐492) - Animated credit card input form Origogi.

Auth / Image Picker

• Firebase Auth (⭐9k) - Firebase OAuth

Analytics / Image Picker

• Firebase Analytics (⭐9k) - Connect to Firebase Analytics API

Storage / Voice

• Firebase Storage (⭐9k) - Firebase as data storage

Monetization / Preferences

• Firebase AdMob (⭐9k) - Ad integration using Firebase

Game / Redux / ELM / Dependency Injection

• Flame (⭐10k) - Minimalist game engine by Luan Nico

Game / Open source games

• Flip (⭐267) - Reversi game by Andrew Brogdon

• 2048 (⭐357) - 2048 game by Anuran Barman

• TRex (⭐7) - Port of the famous Chrome's Trex game by Renan C. Araújo

• Crush (⭐603) - How to build a Math-3 game, like Candy Crush, Bejeweled by Didier Boelens

• Slide Puzzle (⭐179) - Classic slide (15) puzzle by Kevin Moore

• Tetris (⭐1.6k) - Tetris game by YangBin

• Party Charades (⭐208) - Party charades by Kamil Rykowski

37. Awesome Preact

Contents / Components

• MU Forms (⭐59) - Dead simple form library for (P)React.

38. Awesome Keycloak

Articles

• Building an Event Listener SPI (Plugin) for Keycloak

Community Extensions

• Keycloak Discord Support (⭐145)

39. Awesome Electron

Open Source / Other

• Gitify (⭐5k) - GitHub notifications in your menubar.

Closed Source / Other

• Taskade - Realtime organization and collaboration tool for distributed teams with tasks, notes, and chat.

For Electron / Other

• electronegativity (⭐1k) - Identify misconfigurations and security anti-patterns.

40. Awesome Python Scientific Audio

Audio Related Packages / Web Audio

• TimeSide (Beta) (⭐387) 🐙 (⭐387) - high level audio analysis, imaging, transcoding, streaming and labelling.

41. Awesome Javascript

Frameworks / Other

• DataFormsJS (⭐195) - A minimal JavaScript Framework and standalone components for rapid development of sites and SPA's.

42. Awesome Interview Questions

Data Science / Windows

• 160+ Data Science Interview Questions

43. Awesome Sass

Libraries and Mixins / Miscellaneous

• Buttono (⭐90) - A flexible Sass mixin for creating BEM-style buttons.

44. Awesome Elm

Learning Guides

• Learn Elm (⭐487) - Discover the beautiful programming language that makes front-end web apps a joy to build and maintain!

Conference Videos / Playlists

• Elm Conf 2018 - All talks from elm-conf 2018

• Elm Europe 2018 - A playlist of all talks from Elm Europe 2018

• Elm Europe 2017 - A playlist of all talks from Elm Europe 2017

• Elm Conf 2016 - All talks from elm-conf 2016

Community and Support / Games

• Companies using Elm (⭐480) - A list of companies using Elm in production.

45. Awesome Deep Learning

Table of Contents / Tutorials

• The Illustrated Self-Supervised Learning

• Visual Paper Summary: ALBERT (A Lite BERT)

Researchers / Websites

• amitness.com

Researchers / Datasets

• Biometric Systems Lab - University of Bologna

46. Alternative Internet

Dead

• Fermat.org is an framework for developing Internet of People apps.

47. Awesome Actions

GitHub Tools and Management / Docker Container Actions

• Get Commit Difference Count Between Two Branches (⭐8)

Utility / Docker Container Actions

• Has Changes (⭐34) - Check if there are code changes from previous steps.

• Mind Your Language Action (⭐18) - Detect offensive comments in issues and pull requests, and warn senders.

Static Analysis / Semantic Versioning

• Run tfsec, with reviewdog output on the PR (⭐76)

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