Awesome List Updates on Apr 27 - May 03, 2020

62 awesome lists updated this week.

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1. Awesome Electron

Open Source / Other

• LightProxy (⭐3.1k) - Web debugging proxy.

2. Awesome Crystal

Misc

• gphoto2-web.cr (⭐13) - 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 (⭐6.6k) - 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 (⭐199) - 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 (⭐61k)

• Machine Learning for Software Engineers (⭐29k)

• Dive into Machine Learning (⭐11k)

• A curated list of awesome Machine Learning frameworks, libraries and software (⭐69k)

• A curated list of awesome data visualization libraries and resources. (⭐4k)

• An awesome Data Science repository to learn and apply for real world problems (⭐27k)

• 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 (⭐5.1k)

• 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) (⭐12k)

• 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) (⭐1.7k)

  • Genetic Alogorithms vs Genetic Programming (Quora), StackOverflow

Statistics

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

• Learn Statistics Using Python (⭐906) - 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 (⭐3.3k) - 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 (⭐7.8k)

• 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 (⭐26k)

• Deep Learning Papers Reading Roadmap (⭐39k)

• 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) (⭐126), 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 (⭐2.4k)

  • 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 (⭐4.1k)

    • Deep Learning Implementation Tutorials - Keras and Lasagne (⭐424)

  • Torch

    • Torch ML Tutorial, Code (⭐623)

    • Intro to Torch

    • Learning Torch GitHub Repo (⭐26)

    • Awesome-Torch (Repository on GitHub) (⭐638)

    • Machine Learning using Torch Oxford Univ, Code

    • Torch Internals Overview

    • Torch Cheatsheet (⭐9.1k)

    • 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 (⭐44k)

    • Stanford Tensorflow for Deep Learning Research Course

      • GitHub Repo (⭐10k)

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

    • Learning TensorFlow GitHub Repo

    • 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 (⭐463)

• Feed Forward Networks

  • A Quick Introduction to Neural Networks

  • Implementing a Neural Network from scratch, Code (⭐2.1k)

  • Speeding up your Neural Network with Theano and the gpu, Code (⭐62)

  • 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) (⭐6.1k)

  • Recurrent Neural Net Tutorial Part 1, Part 2, Part 3, Code (⭐897)

  • NLP RNN Representations

  • The Unreasonable effectiveness of RNNs, Torch Code (⭐12k), 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) (⭐799)

  • 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 (⭐501)

    • Torch Code for character-level language models using LSTM (⭐12k)

    • LSTM for Kaggle EEG Detection competition (Torch Code) (⭐70)

    • LSTM for Sentiment Analysis in Theano

    • Deep Learning for Visual Q&A | LSTM | CNN, Code (⭐478)

    • 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 (⭐3.4k)

  • Gated Recurrent Units (GRU)

    • LSTM vs GRU

  • Time series forecasting with Sequence-to-Sequence (seq2seq) rnn models (⭐1.1k)

• 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) (⭐11k)

  • Intro to CNNs

  • Understanding CNN for NLP

  • Stanford Notes, Codes, GitHub (⭐11k)

  • 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 (⭐4.8k)

  • Awesome Network Embedding (⭐2.6k)

  • Network Representation Learning Papers

  • Knowledge Representation Learning Papers (⭐1.5k)

  • Graph Based Deep Learning Literature (⭐4.9k)

Natural Language Processing

• A curated list of speech and natural language processing resources (⭐2.2k)

• 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) (⭐85). (Tutorial here (⭐85))

  • Deep Belief Nets for Topic Modeling (⭐144)

  • Gaussian LDA for Topic Models with Word Embeddings

  • Python

    • Series of lecture notes for probabilistic topic models written in ipython notebook (⭐22)
    • Implementation of various topic models in Python (⭐371)

• 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) (⭐22k)

• Awesome deep vision (github) (⭐11k)

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) (⭐9.2k)

• 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)** (⭐1.2k)

• 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 (⭐1.1k)

  • 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) (⭐28k)

• 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 (⭐18k)

• Markov Chain Wikipedia Page

Other Tutorials

• For a collection of Data Science Tutorials using R, please refer to this list (⭐2.1k).

• For a collection of Data Science Tutorials using Python, please refer to this list (⭐5.5k).

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 (⭐732) - Add sibling elements after your app root element.

11. Awesome Ant Design

Tools

• Antd-Pro-Generator for VS Code (⭐12) Generate Service/Mock/Model from Swagger2.0 or OpenApi3.x docs for Ant Design Pro.

12. Awesome Flutter

Beginner

• Roadmap to Flutter Development (⭐5.7k) - Visual roadmap with principles, patterns, and frameworks for Flutter newbies by Olexandr Leuschenko.

13. Awesome Sre

SRE Tools

• Awesome SRE Tools (⭐1.3k) - A curated list of Site Reliability and Production Engineering tools

14. Awesome Postgres

Contents / Backups

• wal-g (⭐3.6k) - 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 (⭐590) - Branch your PostgreSQL Database like Git

• schemaspy (⭐3.4k) - SchemaSpy is a JAVA JDBC-compliant tool for generating your database to HTML documentation, including Entity Relationship diagrams

Contents / Monitoring

• PMM (⭐797) - 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 (⭐1.6k) - A flamegraph generator for query plans.

• TimescaleDB Tune (⭐472) - 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 (⭐32k) - Blazing fast, instant realtime GraphQL APIs on Postgres with fine grained access control, also trigger webhooks on database events.

• pg_activity (⭐2.6k) - 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

• Node: node-postgres (⭐13k), pg-promise (⭐3.5k), pogi (⭐140), slonik (⭐4.8k), postgres (⭐8.1k)

• Ruby: pg (⭐822)

Resources / Articles

• 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

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

15. Awesome Javascript

Frameworks / Other

• EHTML (⭐248) - HTML Framework that allows you not to write JavaScript code.

16. PlacesToPostYourStartup

Websites

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

17. Awesome Amazon Seller

Other

• r/FulfillmentByAmazon - Subreddit for FBA sellers.

18. Awesome Machine Learning

Python / General-Purpose Machine Learning

• bayeso (⭐94) - A simple, but essential Bayesian optimization package, written in Python.

19. Awesome Nodejs

Resources / Videos

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

20. Awesome Yew

Projects

• Minesweeper (⭐37) - Minesweeper built with Rust, Yew and WebAssembly.

21. Awesome Bioie

Datasets / Annotated Text Data

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

22. Awesome Actions

GitHub Tools and Management / Docker Container Actions

• Auto Label Issue Based on Issue Description (⭐51)

Utility / Docker Container Actions

• GitHub Actions for Lazarus/FPC (⭐53)

Pull Requests / Code Coverage

• Get generated static site screenshots updated by Pull Request (⭐21)

Notifications and Messages / Code Coverage

• Send an SMS using MessageBird (⭐4)

23. Awesome Ios

Database

• QuickDB (⭐18) - Save and Retrieve any Codable in JUST ONE line of code + more easy usecases.

24. Awesome Android Ui

Layout

• Name: TagSphereView (⭐196)

  License: Apache License V2

  Demo:

25. 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.

26. 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

27. 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.

28. 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.

29. Awesome Charting

Framework-Specific Libraries / React

• nivo (⭐14k) - React components to easily build dataviz apps, built on top of D3.

30. 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)

31. Awesome Social Enterprise

Wikipedia Links 🔗

• Social enterprise

• Social entrepreneurship

• List of social entrepreneurs

• Category:Social enterprises

• Category:Social entrepreneurs

• Category:Social entrepreneurship

Twitter Accounts 🐦 / Articles

• Ashoka

• Echoing Green

• Social Good News

• HBS SocialEnterprise

• Social Enterprise Alliance

• senco

32. Awesome Ffmpeg

JavaScript

• editly (⭐5k) - Declarative video editing tool and library with slick animations and transitions.

33. Awesome Blazor

E-Books / Others

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

34. Awesome Microservices

Platforms

• Jolie - Open source microservice-oriented programming language.

35. Awesome Interview Questions

Programming Languages/Frameworks/Platforms / JavaScript

• The MEGA Interview Guide (⭐1.1k)

36. Awesome Tmux

Plugins

• tmux-tilish (⭐459) Turn tmux into a dynamic window manager with intuitive keybindings (inspired by i3wm/sway)

37. Awesome Deno

Modules / Utils

• evt (⭐466) - Type safe replacement for EventEmitter.

Tools / XML

• denoify (⭐946) - For NPM module authors that would like to support Deno but do not want to write and maintain a port.

38. 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.

39. Awesome List

Decentralized Systems

• Waves (⭐86) - Open source blockchain platform and development toolset for Web 3.0 apps and decentralized solutions.

40. Awesome Composer

Scripts / IRC

• PhantomJS-Installer (⭐152) - A Composer Package which installs the PhantomJS binary (Linux, Windows, Mac) into /bin of your project.

• Composer-Vendor-Cleanup (⭐3) - A script which removes whitelisted unnecessary files (like tests/docs etc.) from the vendor directory.

Repman / IRC

• repman.io & repman-io/repman (⭐550) - A Private PHP Package Repository Manager & Packagist Proxy.

41. Awesome Playwright

Integrations

• playwright-github-action (⭐351) - GitHub Action to install all the required dependencies.

42. Awesome Hacking

Awesome Repositories

• Repository: Mainframe Hacking (⭐450)

  Description: List of Awesome Mainframe Hacking/Pentesting Resources

43. Awesome Cl

Job processing / Third-party APIs

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

44. Awesome Vue

Resources / Community

• VueJS Indonesia - Facebook Group [Indonesian]

Components & Libraries / Utilities

• vue-live (⭐265) - A component to demo components, inspired by react-live.

45. Awesome Flame

App Releases / Casual

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

46. Awesome Dotnet

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

Misc / GUI - other

• 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 / GUI - other

• Toms Toolbox (⭐116) - Visual Composition framework to easily build modularized MVVM applications based on the Managed Extensibility Framework (MEF).

ORM / GUI - other

• EntityFramework.Exceptions (⭐1.6k) - Use typed Exceptions for Entity Framework Core when your SQL query violates database constraints in SqlServer, MySql, PostgreSQL or SQLite

PDF / GUI - other

• 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 / GUI - other

• DnsClient.NET (⭐840) - A simple yet very powerful and high performant open source library for the .NET Framework to do DNS lookups.

Serialization / GUI - other

• Protobuf.NET (⭐4.8k) - Protocol buffers is the name of the binary serialization format used by Google for much of their data communications

Testing / GUI - other

• xUnit.net (⭐4.4k) - 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.

47. Awesome React Components

Carousel

• react-instagram-zoom-slider (⭐77) - demo - A slider component with pinch to zoom capabilities inspired by Instagram.

Photo / Image

• react-imgix (⭐376) - Add fast, responsive images as an image, picture, or background!

48. 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 (⭐2k)

• Storybook Docs sneak peek

49. Awesome Pentest

Side-channel Tools / Reverse Engineering Tools

• TRRespass (⭐124) - Many-sided rowhammer tool suite able to reverse engineer the contents of DDR3 and DDR4 memory chips protected by Target Row Refresh mitigations.

50. Awesome Ruby

Automation

• ActiveWorkflow (⭐859) - 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 (⭐250) - It Provides Snowball algorithm for stemming purposes.

Git Tools

• git_curate (⭐430) - Peruse and delete git branches ergonomically.

Optimizations

• fast_underscore (⭐34) - Provides a C-optimized method for transforming a string from any capitalization into underscore-separated

Profiler and Optimization

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

• test-prof (⭐1.9k) - Ruby Tests Profiling Toolbox

51. 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.

52. Awesome Jupyter

Runtimes/Frontends

• Visual Studio Code - Native desktop notebook frontend.

Collaboration/Education

• IllumiDesk (⭐44) - Docker-based JupyterHub + LTI + nbgrader distribution for education.

53. Awesome Remote Job

Job boards

• Authentic Jobs

• remote-es/remotes (⭐2.6k) - 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.

54. 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

55. 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 (⭐5) ⁵⁴⁴

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

• Newsboat ³⁷⁴

• GORSS - Go RSS Reader (⭐445) ⁵³³

💖 Acknowledgement / Crypto or Blockchain relevant

• The Top 125 RSS Open Source Projects

• Icons: SOFTICONS & Icons8

Telegram / Telegram RSS bots

• AximoBot

• FeedManBot

universally from / multiple sources

• RSS-Bridge (⭐8.1k) ^{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

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

56. Awesome Lit

Design Systems

• Brightspace UI core (⭐72) - Collection of web components for building Brightspace applications.

Component Libraries

• Wokwi Elements (⭐208) - 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.

57. Awesome Design Patterns

Programming Language Design Patterns

• Vue.js
  • Vue Patterns - Useful Vue patterns, techniques, tips and tricks and curated helpful links.

58. Awesome Cheminformatics

Libraries / Others

• Cookiecutter for Computational Molecular Sciences (⭐427) - Python-centric Cookiecutter for Molecular Computational Chemistry Packages by MolSSL

Resources / Courses

• Python for chemoinformatics (⭐230)

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

59. 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: #general, #ruby-steep, #ruby-help, #rails-help, #challenges, #ruby-arcana, #hiring, #seeking
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

60. 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

• API: Graph Countries (⭐82)

  Description: Country-related data like currencies, languages, flags, regions+subregions and bordering countries

  Auth: No

  HTTPS: Yes

  CORS: Unknown

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

61. Awesome Keycloak

Integrations

• SSO for Keycloak and Nextcloud with SAML

Tools

• tool to autogenerate an OpenAPI Specification for Keycloak's Admin API (⭐177)

62. Awesome Cybersecurity Blueteam

DevSecOps / Service meshes

• DefectDojo - Application vulnerability management tool built for DevOps and continuous security integration.

DevSecOps / Fuzzing

• FuzzBench - Free service that evaluates fuzzers on a wide variety of real-world benchmarks, at Google scale.

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

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

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