Awesome List Updates on Jan 28, 2020

13 awesome lists updated today.

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1. Awesome Seml

Data Management

• The ultimate guide to data labeling for ML

Model Training

• 10 Best Practices for Deep Learning

• Testing and Debugging in Machine Learning

Deployment and Operation

• Best Practices in Machine Learning Infrastructure

• Machine Learning Logistics

• Machine learning: Moving from experiments to production

• ML Ops: Machine Learning as an engineered disciplined

• ModelOps: Cloud-based lifecycle management for reliable and trusted AI

• Operational Machine Learning

Social Aspects

• Managing Machine Learning Projects

• Principled Machine Learning: Practices and Tools for Efficient Collaboration

2. Awesome React Native

Open Source Apps / Navigation Demos

• Art Museum (⭐47) - Browse through the endless Harvard's Art Museum collection.

3. Awesome Django

Resources / Conferences

• PyCon US (YouTube Channel)

4. Awesome Wp Cli

Official links

• wp-cli.org - Homepage of the WP-CLI project.

• WP-CLI handbook - Guides on how to use or extend WP-CLI.

• WP-CLI command reference - Reference documentation for all the official WP-CLI commands.

• Make WordPress.org - CLI - Main entry point for contributing to WP-CLI.
  • Contributing guide - Everything you need to know to contribute to the tool or its infrastructure.
  • Official MakeWP Slack - Official Slack team where all international contributions to WordPress and its teams are discussed.
    • #cli channel - The official support channel for WP-CLI and the WordPress CLI team.
  • Good first issues - List of issues on that are limited in scope and complexity.

• WP-CLI GitHub organization - Canonical home of the WP-CLI source code.
  • WP-CLI framework repository (⭐4.7k) - The source code for the WP-CLI framework that powers all of the commands.
  • WP-CLI bundle repository (⭐74) - The source for the WP-CLI "binary" and how it is assembled.
  • WP-CLI tests repository (⭐30) - The testing framework used throughout all WP-CLI repositories.

Third-party packages / Notable packages

• Yoast/wp-cli-faker (⭐59) - Generate fake WordPress and WooCommerce content for testing purposes.

• aaemnnosttv/wp-cli-login-command (⭐269) - Login to WordPress with secure passwordless magic links.

Tutorials & guides / Notable packages

• An Introduction to WP-CLI - Introductory article that introduces the main concepts and some popular use cases of WP-CLI.

• Controlling WordPress through the Command Line - Introductory talk that covers the very basics of the command line for people who never used the console before.

• WP Bullet WP-CLI Guides - Snippet-based guides that solve specific use cases.

5. Awesome Machine Learning

Python / General-Purpose Machine Learning

• neon (⭐3.9k) - Nervana's high-performance (⭐2.7k) Python-based Deep Learning framework [DEEP LEARNING]. [Deprecated]

6. Awesome Cheminformatics

Libraries / Molecular Descriptors

• Rcpi - R/Bioconductor package to generate various descriptors of proteins, compounds and their interactions.

7. Awesome Cakephp

Auditing / Logging

• 🍰 Muffin/Footprint plugin (⭐94) - Plugin to allow passing currently logged in user to model layer.

Authentication and Authorization

• 🍰 CakeDC/Users plugin (⭐519) - Complete user management (admin panel, remember me, etc), Social login (FB, Twitter, LinkedIn, Google, Instagram), RBAC, API and more.

• Muffin/Tokenize plugin (⭐12) - Event driven behavior for easily generating single-use security tokens.

Migration

• 🍰 Migrations plugin (⭐134) - (DB) Migration plugin.

ORM / Database / Datamapping

• 🍰 Muffin/Trash plugin (⭐84) - Soft-delete behavior for CakePHP.

REST and API

• 🍰 CakeDC/Api plugin (⭐61) - All-in-one solution to provide a complete API. It includes versioning, renderers, CRUD, authentication, extensions (paginate, filter, HATEOAS), and much more.

8. Awesome Opensource Apps

VueJS

• Name: vue-music163 (⭐92)

  Description: A Vue.js app for music

  Link:

9. Awesome Diversity

Organizations

• Out In Tech - Non-profit organization that unites the LGBTQ+ tech community.

10. Awesome Digital History

Archives and primary sources / Germany

• Projekt Gutenberg - Contains 10'000 works by over 2'000 authors in German.

11. Awesome Ios

Tab Bar

• BEKCurveTabbar (⭐181) - compatible with XCode +10 and fully customizable via Interface_Builder panel. BEKCurveTabBar derived UITabBar class and compatible with every iOS devices.

12. Awesome Deep Learning

Table of Contents / Courses

• Machine Learning for Mere Mortals video course by Nick Chase

• Machine Learning Crash Course with TensorFlow APIs -Google AI

• Deep Learning from the Foundations Jeremy Howard - Fast.ai

• Deep Reinforcement Learning (nanodegree) - Udacity a 3-6 month Udacity nanodegree, spanning multiple courses (2018)

Researchers / Frameworks

• Catalyst: High-level utils for PyTorch DL & RL research. It was developed with a focus on reproducibility, fast experimentation and code/ideas reusing (⭐3k)

• garage - A toolkit for reproducible reinforcement learning research (⭐1.6k)

• Detecto - Train and run object detection models with 5-10 lines of code (⭐566)

• Karate Club - An unsupervised machine learning library for graph structured data (⭐1.8k)

Researchers / Tools

• ML Workspace (⭐2.8k) - All-in-one web-based IDE for machine learning and data science.

• dowel (⭐26) - A little logger for machine learning research. Log any object to the console, CSVs, TensorBoard, text log files, and more with just one call to logger.log()

Researchers / Miscellaneous

• Microsoft Recommenders (⭐14k) contains examples, utilities and best practices for building recommendation systems. Implementations of several state-of-the-art algorithms are provided for self-study and customization in your own applications.

13. Awesome Fuzzing

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

• DELTA: A Security Assessment Framework for Software-Defined Networks, 2017

• Automated Whitebox Fuzz Testing, 2008

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• Next: Jan 27, 2020