Awesome List Updates on Apr 27 - May 03, 2020

67 awesome lists updated this week.

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1. Awesome Electron

Open Source / Other

• LightProxy (⭐3k) - Web debugging proxy.

2. Awesome Crystal

Misc

• gphoto2-web.cr (⭐8) - Web API for libgphoto2

3. Awesome Research

Math and Programming Online / Enterprise Git Service

• NextJournal: the notebook for reproducible research.
  • Basically, NextJournal runs almost anything.
  • Focusing on reproducibility.

4. Awesome Esolangs

Languages

• ArnoldC - Based on the best one-liners of Arnold Schwarzenegger.

Others

• CSS-only-chat (⭐6.5k) - A truly monstrous async web chat using no JS whatsoever on the frontend.

Community

• Anarchy Golf - Informal golfing problems server.

5. Awesome Nlg

Libraries

• Number Words (⭐194) - Convert a number to an approximated text expression: from '0.23' to 'less than a quarter'.

6. Machine Learning Tutorials

Introduction

• Machine Learning Course by Andrew Ng (Stanford University)

• Curated List of Machine Learning Resources

• In-depth introduction to machine learning in 15 hours of expert videos

• An Introduction to Statistical Learning

• List of Machine Learning University Courses (⭐43k)

• Machine Learning for Software Engineers (⭐26k)

• Dive into Machine Learning (⭐11k)

• A curated list of awesome Machine Learning frameworks, libraries and software (⭐56k)

• A curated list of awesome data visualization libraries and resources. (⭐3.1k)

• An awesome Data Science repository to learn and apply for real world problems (⭐20k)

• The Open Source Data Science Masters

• Machine Learning FAQs on Cross Validated

• Machine Learning algorithms that you should always have a strong understanding of

• Difference between Linearly Independent, Orthogonal, and Uncorrelated Variables

• List of Machine Learning Concepts

• Slides on Several Machine Learning Topics

• MIT Machine Learning Lecture Slides

• Comparison Supervised Learning Algorithms

• Learning Data Science Fundamentals

• Machine Learning mistakes to avoid

• Statistical Machine Learning Course

• TheAnalyticsEdge edX Notes and Codes (⭐24)

• Have Fun With Machine Learning (⭐4.9k)

• Twitter's Most Shared #machineLearning Content From The Past 7 Days

Interview Resources

• 41 Essential Machine Learning Interview Questions (with answers)

• How can a computer science graduate student prepare himself for data scientist interviews?

• How do I learn Machine Learning?

• FAQs about Data Science Interviews

• What are the key skills of a data scientist?

• The Big List of DS/ML Interview Resources

Artificial Intelligence

• Awesome Artificial Intelligence (GitHub Repo) (⭐7.1k)

• UC Berkeley CS188 Intro to AI, Lecture Videos, 2

• Programming Community Curated Resources for learning Artificial Intelligence

• MIT 6.034 Artificial Intelligence Lecture Videos, Complete Course

• edX course | Klein & Abbeel

• Udacity Course | Norvig & Thrun

• TED talks on AI

Genetic Algorithms

• Genetic Algorithms Wikipedia Page

• Simple Implementation of Genetic Algorithms in Python (Part 1), Part 2

• Genetic Algorithms vs Artificial Neural Networks

• Genetic Algorithms Explained in Plain English

• Genetic Programming

  • Genetic Programming in Python (GitHub) (⭐1.2k)

  • Genetic Alogorithms vs Genetic Programming (Quora), StackOverflow

Statistics

• Stat Trek Website - A dedicated website to teach yourselves Statistics

• Learn Statistics Using Python (⭐854) - Learn Statistics using an application-centric programming approach

• Statistics for Hackers | Slides | @jakevdp - Slides by Jake VanderPlas

• Online Statistics Book - An Interactive Multimedia Course for Studying Statistics

• What is a Sampling Distribution?

• Tutorials

  • AP Statistics Tutorial

  • Statistics and Probability Tutorial

  • Matrix Algebra Tutorial

• What is an Unbiased Estimator?

• Goodness of Fit Explained

• What are QQ Plots?

• OpenIntro Statistics - Free PDF textbook

Useful Blogs

• Edwin Chen's Blog - A blog about Math, stats, ML, crowdsourcing, data science

• The Data School Blog - Data science for beginners!

• ML Wave - A blog for Learning Machine Learning

• Andrej Karpathy - A blog about Deep Learning and Data Science in general

• Colah's Blog - Awesome Neural Networks Blog

• Alex Minnaar's Blog - A blog about Machine Learning and Software Engineering

• Statistically Significant - Andrew Landgraf's Data Science Blog

• Simply Statistics - A blog by three biostatistics professors

• Yanir Seroussi's Blog - A blog about Data Science and beyond

• fastML - Machine learning made easy

• Trevor Stephens Blog - Trevor Stephens Personal Page

• no free hunch | kaggle - The Kaggle Blog about all things Data Science

• A Quantitative Journey | outlace - learning quantitative applications

• r4stats - analyze the world of data science, and to help people learn to use R

• Variance Explained - David Robinson's Blog

• AI Junkie - a blog about Artificial Intellingence

• Deep Learning Blog by Tim Dettmers - Making deep learning accessible

• J Alammar's Blog- Blog posts about Machine Learning and Neural Nets

• Adam Geitgey - Easiest Introduction to machine learning

• Ethen's Notebook Collection (⭐2.1k) - Continuously updated machine learning documentations (mainly in Python3). Contents include educational implementation of machine learning algorithms from scratch and open-source library usage

Resources on Quora

• Most Viewed Machine Learning writers

• Data Science Topic on Quora

• William Chen's Answers

• Michael Hochster's Answers

• Ricardo Vladimiro's Answers

• Storytelling with Statistics

• Data Science FAQs on Quora

• Machine Learning FAQs on Quora

Kaggle Competitions WriteUp

• How to almost win Kaggle Competitions

• Convolution Neural Networks for EEG detection

• Facebook Recruiting III Explained

• Predicting CTR with Online ML

• How to Rank 10% in Your First Kaggle Competition

Cheat Sheets

• Probability Cheat Sheet, Source

• Machine Learning Cheat Sheet (⭐5.5k)

• ML Compiled

Classification

• Does Balancing Classes Improve Classifier Performance?

• What is Deviance?

• When to choose which machine learning classifier?

• What are the advantages of different classification algorithms?

• ROC and AUC Explained (related video)

• An introduction to ROC analysis

• Simple guide to confusion matrix terminology

Logistic Regression

• Logistic Regression Wiki

• Geometric Intuition of Logistic Regression

• Obtaining predicted categories (choosing threshold)

• Residuals in logistic regression

• Difference between logit and probit models, Logistic Regression Wiki, Probit Model Wiki

• Pseudo R2 for Logistic Regression, How to calculate, Other Details

• Guide to an in-depth understanding of logistic regression

Model Validation using Resampling

• Resampling Explained

• Partioning data set in R

• Implementing hold-out Validaion in R, 2

• Cross Validation

  • How to use cross-validation in predictive modeling

  • Training with Full dataset after CV?

  • Which CV method is best?

  • Variance Estimates in k-fold CV

  • Is CV a subsitute for Validation Set?

  • Choice of k in k-fold CV

  • CV for ensemble learning

  • k-fold CV in R

  • Good Resources

  • Overfitting and Cross Validation

    • Preventing Overfitting the Cross Validation Data | Andrew Ng

    • Over-fitting in Model Selection and Subsequent Selection Bias in Performance Evaluation

    • CV for detecting and preventing Overfitting

    • How does CV overcome the Overfitting Problem

• Bootstrapping

  • Why Bootstrapping Works?

  • Good Animation

  • Example of Bootstapping

  • Understanding Bootstapping for Validation and Model Selection

  • Cross Validation vs Bootstrap to estimate prediction error, Cross-validation vs .632 bootstrapping to evaluate classification performance

Deep Learning

• fast.ai - Practical Deep Learning For Coders

• fast.ai - Cutting Edge Deep Learning For Coders

• A curated list of awesome Deep Learning tutorials, projects and communities (⭐20k)

• Deep Learning Papers Reading Roadmap (⭐34k)

• Lots of Deep Learning Resources

• Interesting Deep Learning and NLP Projects (Stanford), Website

• Core Concepts of Deep Learning

• Understanding Natural Language with Deep Neural Networks Using Torch

• Stanford Deep Learning Tutorial

• Deep Learning FAQs on Quora

• Google+ Deep Learning Page

• Recent Reddit AMAs related to Deep Learning, Another AMA

• Where to Learn Deep Learning?

• Deep Learning nvidia concepts

• Introduction to Deep Learning Using Python (GitHub) (⭐129), Good Introduction Slides

• Video Lectures Oxford 2015, Video Lectures Summer School Montreal

• Deep Learning Software List

• Hacker's guide to Neural Nets

• Top arxiv Deep Learning Papers explained

• Geoff Hinton Youtube Vidoes on Deep Learning

• Awesome Deep Learning Reading List

• Deep Learning Comprehensive Website, Software

• deeplearning Tutorials

• AWESOME! Deep Learning Tutorial

• Deep Learning Basics

• Intuition Behind Backpropagation

• Stanford Tutorials

• Train, Validation & Test in Artificial Neural Networks

• Artificial Neural Networks Tutorials

• Neural Networks FAQs on Stack Overflow

• Deep Learning Tutorials on deeplearning.net

• Neural Networks and Deep Learning Online Book

• Neural Machine Translation

  • Machine Translation Reading List (⭐2.3k)

  • Introduction to Neural Machine Translation with GPUs (part 1), Part 2, Part 3

  • Deep Speech: Accurate Speech Recognition with GPU-Accelerated Deep Learning

• Deep Learning Frameworks

  • Torch vs. Theano

  • dl4j vs. torch7 vs. theano

  • Deep Learning Libraries by Language

  • Theano

    • Website

    • Theano Introduction

    • Theano Tutorial

    • Good Theano Tutorial

    • Logistic Regression using Theano for classifying digits

    • MLP using Theano

    • CNN using Theano

    • RNNs using Theano

    • LSTM for Sentiment Analysis in Theano

    • RBM using Theano

    • DBNs using Theano

    • All Codes (⭐4k)

    • Deep Learning Implementation Tutorials - Keras and Lasagne (⭐423)

  • Torch

    • Torch ML Tutorial, Code (⭐627)

    • Intro to Torch

    • Learning Torch GitHub Repo (⭐26)

    • Awesome-Torch (Repository on GitHub) (⭐606)

    • Machine Learning using Torch Oxford Univ, Code

    • Torch Internals Overview

    • Torch Cheatsheet (⭐8.7k)

    • Understanding Natural Language with Deep Neural Networks Using Torch

  • Caffe

    • Deep Learning for Computer Vision with Caffe and cuDNN

  • TensorFlow

    • Website

    • TensorFlow Examples for Beginners (⭐42k)

    • Stanford Tensorflow for Deep Learning Research Course

      • GitHub Repo (⭐10k)

    • Simplified Scikit-learn Style Interface to TensorFlow (⭐3.2k)

    • Learning TensorFlow GitHub Repo (⭐8)

    • Benchmark TensorFlow GitHub (⭐2.7k)

    • Awesome TensorFlow List (⭐17k)

    • TensorFlow Book (⭐4.5k)

    • Android TensorFlow Machine Learning Example

      • GitHub Repo (⭐1.4k)

    • Creating Custom Model For Android Using TensorFlow

      • GitHub Repo (⭐456)

• Feed Forward Networks

  • A Quick Introduction to Neural Networks

  • Implementing a Neural Network from scratch, Code (⭐1.5k)

  • Speeding up your Neural Network with Theano and the gpu, Code (⭐60)

  • Basic ANN Theory

  • Role of Bias in Neural Networks

  • Choosing number of hidden layers and nodes,2,3

  • Backpropagation in Matrix Form

  • ANN implemented in C++ | AI Junkie

  • Simple Implementation

  • NN for Beginners

  • Regression and Classification with NNs (Slides)

  • Another Intro

• Recurrent and LSTM Networks

  • awesome-rnn: list of resources (GitHub Repo) (⭐5.9k)

  • Recurrent Neural Net Tutorial Part 1, Part 2, Part 3, Code (⭐863)

  • NLP RNN Representations

  • The Unreasonable effectiveness of RNNs, Torch Code (⭐11k), Python Code

  • Intro to RNN, LSTM

  • An application of RNN

  • Optimizing RNN Performance

  • Simple RNN

  • Auto-Generating Clickbait with RNN

  • Sequence Learning using RNN (Slides)

  • Machine Translation using RNN (Paper)

  • Music generation using RNNs (Keras) (⭐801)

  • Using RNN to create on-the-fly dialogue (Keras)

  • Long Short Term Memory (LSTM)

    • Understanding LSTM Networks

    • LSTM explained

    • Beginner’s Guide to LSTM

    • Implementing LSTM from scratch, Python/Theano code (⭐473)

    • Torch Code for character-level language models using LSTM (⭐11k)

    • LSTM for Kaggle EEG Detection competition (Torch Code) (⭐71)

    • LSTM for Sentiment Analysis in Theano

    • Deep Learning for Visual Q&A | LSTM | CNN, Code (⭐477)

    • Computer Responds to email using LSTM | Google

    • LSTM dramatically improves Google Voice Search, Another Article

    • Understanding Natural Language with LSTM Using Torch

    • Torch code for Visual Question Answering using a CNN+LSTM model (⭐488)

    • LSTM for Human Activity Recognition (⭐3.1k)

  • Gated Recurrent Units (GRU)

    • LSTM vs GRU

  • Time series forecasting with Sequence-to-Sequence (seq2seq) rnn models (⭐1k)

• Recursive Neural Network (not Recurrent)

  • Recursive Neural Tensor Network (RNTN)

  • word2vec, DBN, RNTN for Sentiment Analysis

• Restricted Boltzmann Machine

  • Beginner's Guide about RBMs

  • Another Good Tutorial

  • Introduction to RBMs

  • Hinton's Guide to Training RBMs

  • RBMs in R (⭐36)

  • Deep Belief Networks Tutorial

  • word2vec, DBN, RNTN for Sentiment Analysis

• Autoencoders: Unsupervised (applies BackProp after setting target = input)

  • Andrew Ng Sparse Autoencoders pdf

  • Deep Autoencoders Tutorial

  • Denoising Autoencoders, Theano Code

  • Stacked Denoising Autoencoders

• Convolutional Neural Networks

  • An Intuitive Explanation of Convolutional Neural Networks

  • Awesome Deep Vision: List of Resources (GitHub) (⭐10k)

  • Intro to CNNs

  • Understanding CNN for NLP

  • Stanford Notes, Codes, GitHub (⭐9.1k)

  • JavaScript Library (Browser Based) for CNNs

  • Using CNNs to detect facial keypoints

  • Deep learning to classify business photos at Yelp

  • Interview with Yann LeCun | Kaggle

  • Visualising and Understanding CNNs

• Network Representation Learning

  • Awesome Graph Embedding (⭐4.5k)

  • Awesome Network Embedding (⭐2.4k)

  • Network Representation Learning Papers

  • Knowledge Representation Learning Papers (⭐1.5k)

  • Graph Based Deep Learning Literature (⭐3.9k)

Natural Language Processing

• A curated list of speech and natural language processing resources (⭐2.1k)

• Understanding Natural Language with Deep Neural Networks Using Torch

• tf-idf explained

• Interesting Deep Learning NLP Projects Stanford, Website

• The Stanford NLP Group

• NLP from Scratch | Google Paper

• Bag of Words

  • Classification text with Bag of Words

• Topic Modeling

  • Topic Modeling Wikipedia

  • Probabilistic Topic Models Princeton PDF

  • LDA Wikipedia, LSA Wikipedia, Probabilistic LSA Wikipedia

  • What is a good explanation of Latent Dirichlet Allocation (LDA)?

  • Introduction to LDA, Another good explanation

  • The LDA Buffet - Intuitive Explanation

  • Your Guide to Latent Dirichlet Allocation (LDA)

  • Difference between LSI and LDA

  • Original LDA Paper

  • alpha and beta in LDA

  • Intuitive explanation of the Dirichlet distribution

  • topicmodels: An R Package for Fitting Topic Models

  • Topic modeling made just simple enough

  • Online LDA, Online LDA with Spark

  • LDA in Scala, Part 2

  • Segmentation of Twitter Timelines via Topic Modeling

  • Topic Modeling of Twitter Followers

  • Multilingual Latent Dirichlet Allocation (LDA) (⭐74). (Tutorial here (⭐74))

  • Deep Belief Nets for Topic Modeling (⭐143)

  • Gaussian LDA for Topic Models with Word Embeddings

  • Python

    • Series of lecture notes for probabilistic topic models written in ipython notebook (⭐23)
    • Implementation of various topic models in Python (⭐361)

• word2vec

  • Google word2vec

  • Bag of Words Model Wiki

  • word2vec Tutorial

  • A closer look at Skip Gram Modeling

  • Skip Gram Model Tutorial, CBoW Model

  • Word Vectors Kaggle Tutorial Python, Part 2

  • Making sense of word2vec

  • word2vec explained on deeplearning4j

  • Quora word2vec

  • Other Quora Resources, 2, 3

  • word2vec, DBN, RNTN for Sentiment Analysis

• Text Clustering

  • How string clustering works

  • Levenshtein distance for measuring the difference between two sequences

  • Text clustering with Levenshtein distances

• Text Classification

  • Classification Text with Bag of Words

• Named Entity Recognitation

  • Stanford Named Entity Recognizer (NER)

  • Named Entity Recognition: Applications and Use Cases- Towards Data Science

• Language learning with NLP and reinforcement learning

• Kaggle Tutorial Bag of Words and Word vectors, Part 2, Part 3

• What would Shakespeare say (NLP Tutorial)

• A closer look at Skip Gram Modeling

Semi Supervised Learning

• Graph Based Semi Supervised Learning for NLP

• Wikipedia article on Semi Supervised Learning

• Tutorial on Semi Supervised Learning

• Taxonomy

• Video Tutorial Weka

• Unsupervised, Supervised and Semi Supervised learning

• Research Papers 1, 2, 3

Computer Vision

• Awesome computer vision (github) (⭐17k)

• Awesome deep vision (github) (⭐10k)

Support Vector Machine

• Highest Voted Questions about SVMs on Cross Validated

• Help me Understand SVMs!

• SVM in Layman's terms

• How does SVM Work | Comparisons

• A tutorial on SVMs

• Practical Guide to SVC, Slides

• Introductory Overview of SVMs

• Comparisons

  • SVMs > ANNs, ANNs > SVMs, Another Comparison

  • Trees > SVMs

  • Kernel Logistic Regression vs SVM

  • Logistic Regression vs SVM, 2, 3

• Variable Importance from SVM

• Software

  • LIBSVM

  • Intro to SVM in R

• Kernels

  • What are Kernels in ML and SVM?

  • Intuition Behind Gaussian Kernel in SVMs?

• Probabilities post SVM

  • Platt's Probabilistic Outputs for SVM

  • Platt Calibration Wiki

  • Why use Platts Scaling

  • Classifier Classification with Platt's Scaling

Optimization

• Optimization Algorithms in Support Vector Machines

• Mean Variance Portfolio Optimization with R and Quadratic Programming

• Algorithms for Sparse Optimization and Machine Learning

• Optimization Algorithms in Machine Learning, Video Lecture

• Optimization Algorithms for Data Analysis

• Video Lectures on Optimization

• The Interplay of Optimization and Machine Learning Research

• Hyperopt tutorial for Optimizing Neural Networks’ Hyperparameters

Reinforcement Learning

• Awesome Reinforcement Learning (GitHub) (⭐7.9k)

• RL Tutorial Part 1, Part 2

Decision Trees

• Wikipedia Page - Lots of Good Info

• FAQs about Decision Trees

• Brief Tour of Trees and Forests

• Tree Based Models in R

• How Decision Trees work?

• Weak side of Decision Trees

• Thorough Explanation and different algorithms

• What is entropy and information gain in the context of building decision trees?

• Slides Related to Decision Trees

• How do decision tree learning algorithms deal with missing values?

• Using Surrogates to Improve Datasets with Missing Values

• Good Article

• Are decision trees almost always binary trees?

• Pruning Decision Trees, Grafting of Decision Trees

• What is Deviance in context of Decision Trees?

• Discover structure behind data with decision trees - Grow and plot a decision tree to automatically figure out hidden rules in your data

• Comparison of Different Algorithms

  • CART vs CTREE

  • Comparison of complexity or performance

  • CHAID vs CART , CART vs CHAID

  • Good Article on comparison

• CART

  • Recursive Partitioning Wikipedia

  • CART Explained

  • How to measure/rank “variable importance” when using CART?

  • Pruning a Tree in R

  • Does rpart use multivariate splits by default?

  • FAQs about Recursive Partitioning

• CTREE

  • party package in R

  • Show volumne in each node using ctree in R

  • How to extract tree structure from ctree function?

• CHAID

  • Wikipedia Artice on CHAID

  • Basic Introduction to CHAID

  • Good Tutorial on CHAID

• MARS

  • Wikipedia Article on MARS

• Probabilistic Decision Trees

  • Bayesian Learning in Probabilistic Decision Trees

  • Probabilistic Trees Research Paper

Random Forest / Bagging

• Awesome Random Forest (GitHub)** (⭐1.1k)

• How to tune RF parameters in practice?

• Measures of variable importance in random forests

• Compare R-squared from two different Random Forest models

• OOB Estimate Explained | RF vs LDA

• Evaluating Random Forests for Survival Analysis Using Prediction Error Curve

• Why doesn't Random Forest handle missing values in predictors?

• How to build random forests in R with missing (NA) values?

• FAQs about Random Forest, More FAQs

• Obtaining knowledge from a random forest

• Some Questions for R implementation, 2, 3

Boosting

• Boosting for Better Predictions

• Boosting Wikipedia Page

• Introduction to Boosted Trees | Tianqi Chen

• Gradient Boosting Machine

  • Gradiet Boosting Wiki

  • Guidelines for GBM parameters in R, Strategy to set parameters

  • Meaning of Interaction Depth, 2

  • Role of n.minobsinnode parameter of GBM in R

  • GBM in R

  • FAQs about GBM

  • GBM vs xgboost

• xgboost

  • xgboost tuning kaggle

  • xgboost vs gbm

  • xgboost survey

  • Practical XGBoost in Python online course (free)

• AdaBoost

  • AdaBoost Wiki, Python Code

  • AdaBoost Sparse Input Support

  • adaBag R package

  • Tutorial

• CatBoost

  • CatBoost Documentation

  • Benchmarks

  • Tutorial (⭐830)

  • GitHub Project

  • CatBoost vs. Light GBM vs. XGBoost

Ensembles

• Wikipedia Article on Ensemble Learning

• Kaggle Ensembling Guide

• The Power of Simple Ensembles

• Ensemble Learning Intro

• Ensemble Learning Paper

• Ensembling models with R, Ensembling Regression Models in R, Intro to Ensembles in R

• Ensembling Models with caret

• Bagging vs Boosting vs Stacking

• Good Resources | Kaggle Africa Soil Property Prediction

• Boosting vs Bagging

• Resources for learning how to implement ensemble methods

• How are classifications merged in an ensemble classifier?

Stacking Models

• Stacking, Blending and Stacked Generalization

• Stacked Generalization (Stacking)

• Stacked Generalization: when does it work?

• Stacked Generalization Paper

Vapnik–Chervonenkis Dimension

• Wikipedia article on VC Dimension

• Intuitive Explanantion of VC Dimension

• Video explaining VC Dimension

• Introduction to VC Dimension

• FAQs about VC Dimension

• Do ensemble techniques increase VC-dimension?

Bayesian Machine Learning

• Bayesian Methods for Hackers (using pyMC) (⭐25k)

• Should all Machine Learning be Bayesian?

• Tutorial on Bayesian Optimisation for Machine Learning

• Bayesian Reasoning and Deep Learning, Slides

• Bayesian Statistics Made Simple

• Kalman & Bayesian Filters in Python (⭐13k)

• Markov Chain Wikipedia Page

Other Tutorials

• For a collection of Data Science Tutorials using R, please refer to this list (⭐1.8k).

• For a collection of Data Science Tutorials using Python, please refer to this list (⭐4.6k).

7. Awesome Piracy

Ebooks / Third Party Hosts

• PDFdrive PDF Drive is your search engine for PDF files. No annoying ads, no download limits.

• Memory of the world A new website containing a lot of books.

8. Awesome Jamstack

General

• Jamstack

• Jamstack resources - Videos and articles about Jamstack.

• the New Dynamic - Pick up tools in our Directory to work with the Jamstack. Browse our showcase and get inspired.

Chats

• Jamstack Gitter Chat

CMS

• HeadlessCMS - A List of Content Management Systems for Jamstack Sites.

API / E-commerce

• GoCommerce - A headless e-commerce for Jamstack sites.

• Trolley - A shopping cart designed for the Jamstack.

Serverless / Automation

• Cloudinary - Serverless media (images/videos) management platform. Provides SDKs in every popular language and media widgets for Jamstack to make it easy to manage media, CDN, storage, transformations, and more.

Videos / Automation

• Rise of the Jamstack - Mathias Biillman.

• Jamstack: Silly name, serious stuff - Phil Hawksworth.

• Jamstack Tutorial - Full site using Netlify & Hugo - freeCodeCamp.org.

• Talks from all the Jamstack Conferences - Jamstack Conf.

• How I Used React, Vue, & Node to Build a Single Jamstack App - Ahmad Awais.

Tutorials / Articles / Automation

• Ghost on the Jamstack

• Jamstack and Netlify: Do We really need another buzzword?

• The Jamstack Startup Landscape

• Jamstack for Clients: Benefits, Static Site CMS, & Limitations

• Jamstack PWA — Let’s Build a Polling App. with Gatsby.js, Firebase, and Styled-components Pt. 1

• Going Jamstack with Netlify and Nuxt

• A Broad Discussion on Jamstack & E-Commerce (Podcast & Transcript)

Podcasts / Automation

• Jamstack Radio

• That's my Jamstack

Books / Automation

• Modern Web Development on the Jamstack - By Mathias Biilmann & Phil Hawksworth (published by O'Reilly).

9. Awesome Software Patreons

Open Source Projects

• JHipster - Open Source application platform for creating Spring Boot + Angular/React/Vue projects in seconds.

10. Awesome React Native

UI

• react-native-root-siblings ★452 (⭐588) - Add sibling elements after your app root element.

11. Awesome Talks

Test-Driven Development

• TDD and Software Design by JB Rainsberger and Sandro Mancuso [01:28:50]

• Integrated Tests Are a Scam by JB Rainsberger [01:04:35]

• Structure and Interpretation of Test Cases by Kevlin Henney [01:04:23]

12. Awesome Ant Design

Tools

• Antd-Pro-Generator for VS Code (⭐11) Generate Service/Mock/Model from Swagger2.0 or OpenApi3.x docs for Ant Design Pro.

13. Awesome Flutter

Beginner

• Roadmap to Flutter Development (⭐4.7k) - Visual roadmap with principles, patterns, and frameworks for Flutter newbies by Olexandr Leuschenko.

14. Awesome Sre

SRE Tools

• Awesome SRE Tools (⭐617) - A curated list of Site Reliability and Production Engineering tools

15. Awesome Postgres

Contents / Backups

• wal-g (⭐2.9k) - The successor of WAL-E rewritten in Go. Currently supports cloud object storage services by AWS (S3), Google Cloud (GCS), Azure, as well as OpenStack Swift, MinIO, and file system storages. Supports block-level incremental backups, offloading backup tasks to a standby server, provides parallelization and throttling options. In addition to Postgres, WAL-G can be used for MySQL and MongoDB databases.

Contents / CLI

• pgsh (⭐543) - Branch your PostgreSQL Database like Git

• schemaspy (⭐2.9k) - SchemaSpy is a JAVA JDBC-compliant tool for generating your database to HTML documentation, including Entity Relationship diagrams

Contents / Monitoring

• PMM (⭐511) - Percona Monitoring and Management (PMM) is a Free and Open Source platform for monitoring and managing PostgreSQL, MySQL, and MongoDB.

• pgmetrics - pgmetrics is an open-source, zero-dependency, single-binary tool that can collect a lot of information and statistics from a running PostgreSQL server and display it in easy-to-read text format or export it as JSON and CSV for scripting.

• okmeter.io - Commercial SaaS agent-based monitoring with a very detailed PostgreSQL plugin. It automatically gathers 100s of stats, displays dashboards on every aspect and sends alerts when something goes wrong (Commercial Software).

Contents / Extensions

• PipelineDB - A PostgreSQL extension that runs SQL queries continuously on streams, incrementally storing results in tables.

Contents / Optimization

• pg_flame (⭐1.5k) - A flamegraph generator for query plans.

• TimescaleDB Tune (⭐394) - a program for tuning a TimescaleDB database to perform its best based on the host's resources such as memory and number of CPUs.

Contents / Utilities

• Hasura GraphQL Engine (⭐31k) - Blazing fast, instant realtime GraphQL APIs on Postgres with fine grained access control, also trigger webhooks on database events.

• pg_activity (⭐2.3k) - top like application for PostgreSQL server activity monitoring.

• PgBouncer - Lightweight connection pooler for PostgreSQL.

• pgpool-II - Middleware that provides connection pooling, replication, load balancing and limiting exceeding connections.

Contents / Language bindings

• Go: pq (⭐8.6k), pgx (⭐9.1k)

• Node: node-postgres (⭐12k), pg-promise (⭐3.4k), pogi (⭐138), slonik (⭐4.3k), postgres (⭐6.5k)

• Python: psycopg2, asyncpg

• Ruby: pg (⭐742)

Resources / Articles

• What PostgreSQL has over other open source SQL databases: Part II

• the ultimate postgres vs mysql blog post

• Superfast CSV imports using PostgreSQL's COPY command

Resources / Videos

• Postgres Conference Youtube channel - Conference videos

Resources / Community

• Mailing lists - Official mailing lists for Postgres for support, outreach, and more. One of the primary channels of communication in the Postgres community.

• Reddit - A reddit community for PostgreSQL users with over 12000 users

• Slack - Slack channel for Postgres with over 7000 users

• Telegram - Several groups for PostgreSQL in different languages: Russian >4200 people, Brazilian Portuguese >2300 people, Indonesian ~1000 people, English >750 people

• #postgresql on Freenode - The most popular IRC channel about Postgres on Freenode with over 1000 users

16. Awesome Javascript

Frameworks / Other

• EHTML (⭐216) - HTML Framework that allows you not to write JavaScript code.

17. Awesome Django

Third-Party Packages / Logging

• django-guid (⭐402) - Inject a GUID (Correlation-ID) into every log message in a Django request.

18. PlacesToPostYourStartup

Websites

• Postmake - https://postmake.io/submit

19. Awesome Amazon Seller

Other

• r/FulfillmentByAmazon - Subreddit for FBA sellers.

20. Awesome Machine Learning

Python / General-Purpose Machine Learning

• bayeso (⭐84) - A simple, but essential Bayesian optimization package, written in Python.

21. Awesome Nodejs

Resources / Videos

• Mastering REST APIs in Node.js: Zero-To-Hero - Video course on how to make REST APIs using Node.js.

22. Awesome Yew

Projects

• Minesweeper (⭐32) - Minesweeper built with Rust, Yew and WebAssembly.

23. Awesome Cybersecurity Blueteam

Windows-based defenses / Overlay and Virtual Private Networks (VPNs)

• Sandboxie - Free and open source general purpose Windows application sandboxing utility.

24. Awesome Bioie

Annotated Text Data / Other models

• BioScope - paper - a corpus of sentences from medical and biological documents, annotated for negation, speculation, and linguistic scope.

25. Awesome Actions

GitHub Tools and Management / Docker Container Actions

• Auto Label Issue Based on Issue Description (⭐32)

Utility / Docker Container Actions

• GitHub Actions for Lazarus/FPC (⭐23)

Pull Requests / Code Coverage

• Get generated static site screenshots updated by Pull Request (⭐19)

Notifications and Messages / Code Coverage

• Send an SMS using MessageBird (⭐3)

26. Awesome Ios

Linter

• AnyLint (⭐119) - Lint anything by combining the power of Swift & regular expressions.

Database

• QuickDB (⭐17) - Save and Retrieve any Codable in JUST ONE line of code + more easy usecases.

27. Awesome Android Ui

Layout

• Name: TagSphereView (⭐123)

  License: Apache License V2

  Demo:

28. Awesome Selfhosted

Software / Communication - SIP

• SIP3 - VoIP troubleshooting and monitoring platform. (Demo, Source Code) Apache-2.0 Java

Software / Feed Readers

• Newspipe - Newspipe is a web news reader. (Demo) AGPL-3.0 Python

Software / Media Streaming - Video Streaming

• Streama (⭐9.5k) - Self hosted streaming media server. MIT Java

29. Awesome Naming

Data Structures and Algorithms

• Israeli Queue - A type of priority queue and a reference to the infamously unorganized queues in Israel. Here items can cut in line when they have already waiting friends.

30. Awesome Mongodb

Resources / Articles

• Building with Patterns - Series of articles regarding MongoDB Design Patterns and common use case of each Design Pattern with real world examples.

Tools / Data

• mongo-connector (⭐1.9k) - Streaming replication to Elasticsearch, Solr, or MongoDB

31. Awesome Embedded Rust

Driver crates / Other

• MAX6955 - I2C - Driver for Alphanumeric LED display driver - Intro blog post -

Driver crates / WIP

• LSM9DS1 - I2C/SPI - 9-axis motion sensor module

32. Awesome Java

PDF / Text-Based User Interfaces

• Eclipse BIRT - Report engine for creating PDF and other formats (DOCX, XLSX, HTML, etc) using Eclipse-based visual editor.

Template Engine / Other

• Freemarker - Library to generate text output (HTML web pages, e-mails, configuration files, source code, etc.) based on templates and changing data.

33. Awesome Quantum Computing

Development Tools

• Orquestra - Zapata Computing's unified quantum operating environment, allowing for quantum-enabled workflows.

• pytket - Python module for interfacing with Cambridge Quantum Computing's t|ket>; a tool for circuit optimising and qubit allocation.

• Strangeworks Platform - A hardware agnostic platform and interface allowing for focus on development rather than specific hardware solution building.

Blogs

• Quantum Zeitgeist - Covers the latest news in quantum computing as well as QC companies and careers.

• The Quantum Daily - Outlet for the latest news in quantum computing, presenting articles for both research scientists and the curious Sunday newspaper reader.

Videos

• Circuit Sessions - Qiskit series exploring the value and use of quantum circuits through a lecture series by academics and industry researchers.

• Quantum Computing Seminar Series - Qiskit series discussing recent research.

Community

• Quantum Computing Subreddit - Community for discussion of many quantum computing topics.

• Quantum Inferiority - Quantum Programming Chat on matrix, language agnostic, expertise not required.

Podcasts

• Quantum Computing Now - Podcast by Ethan Hansen covering three main topics: the basics of quantum computing, interviews and the latest news.

34. Awesome Charting

Framework-Specific Libraries / React

• nivo (⭐11k) - React components to easily build dataviz apps, built on top of D3.

35. Awesome H2o

Research Papers

• Innovative deep learning artificial intelligence applications for predicting relationships between individual tree height and diameter at breast height İlker Ercanlı. (2020)

36. Awesome Social Enterprise

Wikipedia Links 🔗

• Social enterprise

• Social entrepreneurship

• List of social entrepreneurs

• Category:Social enterprises

• Category:Social entrepreneurs

• Category:Social entrepreneurship

Institutions 🏫 / Articles

• Middlesex University Business School

• Jindal Centre for Social Innovation + Entrepreneurship program

• Wharton Social Entrepreneurship

• Copenhagen Business School Social Entrepreneurship

• USC Marshall Masters in Social Entrepreneurship

Twitter Accounts 🐦 / Articles

• Ashoka

• Echoing Green

• Social Good News

• HBS SocialEnterprise

• Social Enterprise Alliance

• senco

• Pioneers Post

• Year Here

37. Awesome Ffmpeg

JavaScript

• editly (⭐3.7k) - Declarative video editing tool and library with slick animations and transitions.

38. Awesome Blazor

E-Books / Others

• Blazor Succinctly - April 16, 2020 - A free e-book for starting with the Blazor framework.

39. Awesome Microservices

Platforms

• Jolie - Open source microservice-oriented programming language.

40. Awesome Interview Questions

Programming Languages/Frameworks/Platforms / JavaScript

• The MEGA Interview Guide (⭐941)

41. Awesome Tmux

Plugins

• tmux-tilish (⭐337) Turn tmux into a dynamic window manager with intuitive keybindings (inspired by i3wm/sway)

42. Awesome Deno

Modules / Database

• nessie (⭐523) - Create, migrate and rollback migrations for PostgreSQL, MySQL and SQLite.

Modules / Utils

• evt (⭐444) - Type safe replacement for EventEmitter.

Tools / XML

• denoify (⭐916) - For NPM module authors that would like to support Deno but do not want to write and maintain a port.

43. Game Datasets

Books / Web

• Drachen, A. Mirza-Babaei, P. Nacke, L. (2018). Games user research. Oxford.

• El-Nasr, S. Drachen, A. Canossa, A. (2013). Game analytics: maximizing the value of player data. Sprigner.

• Han, J., Pei, J., Kamber, M. (2011). Data mining: concepts and techniques. Elsevier.

• Hennig-Thurau, T. Houston, M. (2018). Entertainment science: data analytics and practical theory for movies, games, music and books. Springer.

• Loh, A. Sheng, Y. Ifenthaler, D. (2015). Serious games analytics: methodologies for performance measurement, assessment, and improvement. Springer.

• Russell, S. J., Norvig, P. (2016). Artificial intelligence: a modern approach. Malaysia; Pearson Education Limited.

• Yannakakis, G. N., Togelius, J. (2018). Artificial intelligence and games. Springer.

Dataset / Web

• 380,000 Guesses Dataset - Higher or Lower? - Real-world game data of guessing a number.

• League of Legends Diamond Ranked Games (10 min) - Classify ranked games.

Market Research / Related

• Euro-Monitor, Video Games - Strategic Market Researcher.

• Grand View Research, Digital Media - Syndicated market research studies.

44. Awesome List

Decentralized Systems

• Waves (⭐75) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions.

45. Awesome Composer

Scripts / IRC

• PhantomJS-Installer (⭐148) - A Composer Package which installs the PhantomJS binary (Linux, Windows, Mac) into /bin of your project.

• Composer-Vendor-Cleanup (⭐1) - A script which removes whitelisted unnecessary files (like tests/docs etc.) from the vendor directory.

Repman / IRC

• repman.io & repman-io/repman (⭐428) - A Private PHP Package Repository Manager & Packagist Proxy.

46. Awesome Playwright

Integrations

• playwright-github-action (⭐302) - GitHub Action to install all the required dependencies.

47. Awesome Hacking

Awesome Repositories

• Repository: Mainframe Hacking (⭐374)

  Description: List of Awesome Mainframe Hacking/Pentesting Resources

48. Awesome Rust

Applications / Blockchain

• Joystream (⭐1.4k) — A user governed video platform

Development tools / Web Servers

• Rust Search Extension (⭐1.2k) — A handy browser extension to search crates and docs in address bar (omnibox).

49. Free for Dev

APIs, Data, and ML

• ScrapingAnt — Headless Chrome scraping API and free checked proxies service. Javascript rendering, premium rotating proxies, CAPTCHAs avoiding. Free plans are available.

Security and PKI

• Virushee — Privacy-oriented file/data scanning powered by hybrid heuristic and AI-assisted engine. It is possible to use internal dynamic sandbox analysis. Limited to 50MB per file upload

DNS

• zilore.com — Free DNS hosting for 5 domains.

Issue Tracking and Project Management

• Instabug — A comprehensive bug reporting and in-app feedback SDK for mobile apps. Free plan up to 1 app and one member.

• Kumu.io — Relationship maps with animation, decorations, filters, clustering, spreadsheet imports, etc. The free tier allows unlimited public projects. Graph size unlimited. Free private projects for students. Sandbox mode is available if you prefer not to leave your file publicly online (upload, edit, download, discard).

Data Visualization on Maps

• geocodify.com — Geocoding and Geoparsing via API or CSV Upload. 10k free queries/month.

50. Awesome Cl

Job processing / Third-party APIs

• SBCL's timers, system-wide event schedulers.

51. Awesome Vue

Resources / Community

• VueJS Indonesia - Facebook Group [Indonesian]

• VueJS Indonesia - Meetup Page [Indonesian]

Projects Using Vue.js / Open Source

• Veniqa (⭐1.1k) - An E-commerce solution with a shopping client and admin panel written in Vue.

• tato music player (⭐68) - A mobile first, handwritten, responsive web app for music fans written in Vue and Vuetify.

Components & Libraries / Utilities

• vue-timed-content (⭐7) - Shows or hides content based on a given time range and timezone.

• vue-live (⭐234) - A component to demo components, inspired by react-live.

52. Awesome Flame

App Releases / Casual

• KINGA - Android, iOS - Protect the cookie from the pesky flies. By Kevin Omyonga

53. Awesome Dotnet

Functional programming

• JFlepp.Maybe (⭐4) - A Maybe type for C#, aimed as an idiomatic port of the option type in F# to C#

Game

• Stride Game Engine - Stride Game Engine is a 2D/3D cross-platform game engine featuring a scene editor, particles, physically based rendering (PBR), scripting, and much more

Install tools

• Wix Toolset - The most powerful set of tools available to create your Windows installation experience

Misc

• CSScript - CS-Script is a CLR based scripting system which uses C# as a programming language. CS-Script currently targets Microsoft implementation of CLR (.NET 2.0/3.0/3.5/4.0/4.5) with full support on Mono. Comes with many additional features, such as script hosting.

MVVM

• UpdateControls - Update Controls does not require that you implement INotifyPropertyChanged or declare a DependencyProperty. It connects controls directly to CLR properties. This makes it perfect for the Model/View/ViewModel pattern.

• Toms Toolbox (⭐95) - Visual Composition framework to easily build modularized MVVM applications based on the Managed Extensibility Framework (MEF).

ORM

• EntityFramework.Exceptions (⭐1.1k) - Use typed Exceptions for Entity Framework Core when your SQL query violates database constraints in SqlServer, MySql, PostgreSQL or SQLite

• SmartSql (⭐1k) - SmartSql = MyBatis + Cache（Memory | Redis）+ ZooKeeper + R / W Splitting + Dynamic Repository ....

PDF

• Pdfium.Net SDK - Advanced C# PDF library for render, create, edit, merge, split, print, and view PDFs. Open source PDF Viewer is available on GitHub. A NuGet package is also available for easy inclusion into your projects.[$]

Protocols

• DnsClient.NET (⭐736) - A simple yet very powerful and high performant open source library for the .NET Framework to do DNS lookups.

Serialization

• Ceras (⭐472) - Ceras is a binary serializer. It converts any object into a byte[] and back. It goes above and beyond in terms of features, speed, and comfort. Supports reference loops, large/complicated inheritance chains, splitting objects into parts and more.

• Protobuf.NET (⭐4.4k) - Protocol buffers is the name of the binary serialization format used by Google for much of their data communications

Testing

• SpecFlow (⭐2.2k) - Binding business requirements to .Net code

• xUnit.net (⭐3.9k) - A free, open source, community-focused unit testing tool for the .NET Framework.

• ReportPortal - AI-powered Test Automation Dashboard. Acquire, aggregate and analyze test reports to ascertain release health.

Visual Studio Plugins

• Web Essentials (⭐51) - Web Essentials extends Visual Studio with lots of new features that web developers have been missing for many years

• SideWaffle (⭐656) - A collection of Item Templates for Visual Studio 2012/2013/2015 that makes any web developer's life much easier

54. Awesome React Components

Carousel

• react-instagram-zoom-slider (⭐75) - demo - A slider component with pinch to zoom capabilities inspired by Instagram.

Photo / Image

• react-imgix (⭐351) - Add fast, responsive images as an image, picture, or background!

55. Awesome Design Systems

Design systems articles

• A design system governance process

• A guide to collaborating on design systems

Design tools articles

• Adobe XD vs Sketch vs Figma vs InVision - How to Pick the Best Design Software in 2020

Articles

• Building a Visual Studio Code Theme with Style Dictionary

• Design tokens with Figma

• Documenting Design Tokens

• Tokens in Design Systems

Pattern libraries articles / Storybook addons

• How packaging makes it dead simple to share UI components

• Storybook design system (⭐1.8k)

• Storybook Docs sneak peek

56. Awesome Lidar

Datasets

• KITTI - Widespread public dataset, pirmarily focusing on computer vision applications, but also contains LIDAR point cloud.

57. Awesome Pentest

Side-channel Tools / Reverse Engineering Tools

• TRRespass (⭐113) - Many-sided rowhammer tool suite able to reverse engineer the contents of DDR3 and DDR4 memory chips protected by Target Row Refresh mitigations.

58. Awesome Ruby

Automation

• ActiveWorkflow (⭐785) - An intelligent process and workflow automation platform based on software agents.

Captchas and anti-spam

• ActsAsTextcaptcha (⭐56) - Protection for Rails models with text-based logic question captchas (from Rob Tuley's textcaptcha.com)

Data Processing and ETL

• ruby-stemmer (⭐252) - It Provides Snowball algorithm for stemming purposes.

Git Tools

• git_curate (⭐420) - Peruse and delete git branches ergonomically.

Optimizations

• fast_underscore (⭐33) - Provides a C-optimized method for transforming a string from any capitalization into underscore-separated

Profiler and Optimization

• stackprof (⭐2k) - A sampling call-stack profiler for ruby 2.1+.

• test-prof (⭐1.8k) - Ruby Tests Profiling Toolbox

59. Public Apis

Anime

• API: Studio Ghibli

  Description: Resources from Studio Ghibli films

  Auth: No

  HTTPS: Yes

  CORS: Yes

Calendar

• API: UK Bank Holidays

  Description: Bank holidays in England and Wales, Scotland and Northern Ireland

  Auth: No

  HTTPS: Yes

  CORS: Unknown

Cryptocurrency

• API: Bitfinex

  Description: Cryptocurrency Trading Platform

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

Development

• API: Bitbucket

  Description: Bitbucket API

  Auth: OAuth

  HTTPS: Yes

  CORS: Unknown

• API: Gitter

  Description: Chat for Developers

  Auth: OAuth

  HTTPS: Yes

  CORS: Unknown

Games & Comics

• API: Brawl Stars

  Description: Brawl Stars Game Information

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

• API: PandaScore

  Description: E-sports games and results

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

Geocoding

• API: Geocodify.com

  Description: Worldwide geocoding, geoparsing and autocomplete for addresses

  Auth: apiKey

  HTTPS: Yes

  CORS: Yes

Health

• API: Quarantine

  Description: Coronavirus API with free COVID-19 live updates

  Auth: No

  HTTPS: Yes

  CORS: Yes

Machine Learning

• API: Cloudmersive

  Description: Image captioning, face recognition, NSFW classification

  Auth: apiKey

  HTTPS: Yes

  CORS: Yes

• API: Deepcode

  Description: AI for code review

  Auth: No

  HTTPS: Yes

  CORS: Unknown

Security

• API: FilterLists

  Description: Lists of filters for adblockers and firewalls

  Auth: No

  HTTPS: Yes

  CORS: Unknown

• API: FraudLabs Pro

  Description: Screen order information using AI to detect frauds

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

• API: LoginRadius

  Description: Managed User Authentication Service

  Auth: apiKey

  HTTPS: Yes

  CORS: Yes

• API: Virushee

  Description: Virushee file/data scanning

  Auth: No

  HTTPS: Yes

  CORS: Yes

Video

• API: Game of Thrones Quotes

  Description: Some Game of Thrones quotes

  Auth: No

  HTTPS: Yes

  CORS: Unknown

60. Awesome Creative Coding

Articles • Tutorials / Other

• Tips to Improve Your Generative Artwork - Tips to make your art look better.

• Working With Color in Generative Art - Tips on how to get color right.

61. Awesome Jupyter

Runtimes/Frontends

• Visual Studio Code - Native desktop notebook frontend.

Collaboration/Education

• IllumiDesk (⭐41) - Docker-based JupyterHub + LTI + nbgrader distribution for education.

62. Awesome Remote Job

Job boards

• Authentic Jobs

• remote-es/remotes (⭐621) - Repository listing companies which offer full-time remote jobs with Spanish contracts

Companies with "remote DNA"

• Ergeon - Home Services and construction company. An all-remote company with HQ in Palo Alto, California, but hiring worldwide.

63. Webcomponents the Right Way

Case Studies

• Shipping Web Components in 2020

History / 2016

• The Case for Custom Elements: Part 1

• The Case for Custom Elements: Part 2

64. ALL About RSS

Apps / Outline Processor Markup Language

• AnotherRSS ²⁴²

• QuiteRSS ^{340, 535}

Hosted Readers / Outline Processor Markup Language

• 深蓝阅读 bluereader

• BazQux ³⁸¹

• FeedHQ

• Simple RSS Reader

• Nooshub ³⁹⁶

Self Hosted Readers / Outline Processor Markup Language

• CommaFeed

• Feedval ⁵³²

• Grapevine (⭐4) ⁵⁴⁴

Terminal-based / programmable RSS readers / Outline Processor Markup Language

• Newsboat ³⁷⁴

• GORSS - Go RSS Reader (⭐428) ⁵³³

💖 Acknowledgement / Crypto or Blockchain relevant

• The Top 125 RSS Open Source Projects

• , , , and others who are also focusing on RSS ecosystem.

• Icons: SOFTICONS & Icons8

Telegram / Telegram RSS bots

• AximoBot

• FeedManBot

universally from / multiple sources

• RSS-Bridge (⭐6.7k) ^{257, 469, 478}

universally from / newsletter/mail

• Kill the Newsletter! ⁴²⁵

Browser Booklet / Webpage Monitor Services with capability of monitoring RSS Feed 1264

• Subscribe ZhihuZhuanlan

• Subscribe V2EX post comments

🧩 API / Webpage Monitor Services with capability of monitoring RSS Feed 1264

• Open Reader API: a common feed-syncing API protocol

• FetchRSS API

⛓ OPML management / Webpage Monitor Services with capability of monitoring RSS Feed 1264

• RSS-OPML-to-Markdown (⭐10) ⁵⁴²
  • RSS-OPML-to-Markdown enhancement (⭐18) ¹³⁸⁷

Telegram Groups / Channels / Crypto or Blockchain relevant

• iOS RSS Reader: Prime (Group)

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

• Pocket Casts ⁴⁷³

Aggregators of Podcasts / Podcast Navigation / Crypto or Blockchain relevant

• Han-language Podcast on Twitter

Podcast Hosting / Crypto or Blockchain relevant

• JustCast: Create a Podcast RSS feed from a Dropbox folder

65. Awesome Lit

Design Systems

• Brightspace UI core (⭐48) - Collection of web components for building Brightspace applications.

Component Libraries

• Wokwi Elements (⭐150) - Web Components for Arduino and various electronic parts.

Standalone Components

• <burgton-button> - Simple to use, customizable and accessible burger-button element.

• <code-block> - Web component that displays colorfully formatted code with Prism.js and LitElement.

• <stl-part-viewer> - LitElement web component that utilizes Three.js to display an STL model file.

66. Awesome Cheminformatics

Libraries / Others

• Cookiecutter for Computational Molecular Sciences (⭐283) - Python-centric Cookiecutter for Molecular Computational Chemistry Packages by MolSSL

Resources / Courses

• Python for chemoinformatics (⭐193)

• Simulation in Chemistry and Biochemistry - by Dr. Jay Ponder, a professor from WashU St.Louis.

67. Awesome Discord Communities

Go

Discord Gophers
Notable Channels: #golang, #job-market-only, #go-art-only, #go-news-only, #discordgo, #disgord, #dca, #arikawa
Language: English

Lisp

Lisp
Notable Channels: #clojure, #common-lisp, #emacs-lisp, #racket, #scheme, #lisp-gamedev, #beginner-questions, #algorithms, #compiler-theory
Language: English

Ruby

Ruby
Notable Channels: #beginners-chat, #project-ideas, #help, #devops, #code-review, #frontend, #backend, #rails, #sinatra
Language: English

Swift

Swift
Notable Channels: #wwdc, #general, #swift, #swiftui, #firebase, #xcode, #general-ios, #general-macos, #general-watchos, #interview
Language: English

TypeScript

JavaScript↰

TypeScript Community
Notable Channels: #ts-discussion, #help, #vue, #angular, #react, #language-design, #compiler, #architecture, #tooling, #devops, #site-localization, #deno, #meetups, #projects
Language: English

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