Awesome List Updates on Mar 14, 2022

14 awesome lists updated today.

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1. Awesome Ai in Finance

Papers

• FinRL: A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative Finance, 2020 - Introduce a DRL library FinRL that facilitates beginners to expose themselves to quantitative finance and to develop their own stock trading strategies.

2. Awesome Java

Logging / Text-Based User Interfaces

• Echopraxia (⭐56) - API designed around structured logging, rich context, and conditional logging. There are Logback and Log4J2 implementations, but Echopraxia's API is completely dependency-free, meaning it can be implemented with any logging API.

3. Awesome Playwright

Integrations

• playwright-pytest (⭐492) - Official Pytest plugin for using Playwright pages with fixtures.

4. Awesome Jax

Libraries / New Libraries

• Einshape (⭐104) - DSL-based reshaping library for JAX and other frameworks.

• ALX (⭐36k) - Open-source library for distributed matrix factorization using Alternating Least Squares, more info in ALX: Large Scale Matrix Factorization on TPUs.

• Diffrax (⭐1.7k) - Numerical differential equation solvers in JAX.

Models and Projects / JAX

• Symbolic Functionals (⭐36k) - Demonstration from Evolving symbolic density functionals.

• TriMap (⭐36k) - Official JAX implementation of TriMap: Large-scale Dimensionality Reduction Using Triplets.

Models and Projects / Flax

• mip-NeRF (⭐931) - Official implementation of Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fields.

• RegNeRF (⭐36k) - Official implementation of RegNeRF: Regularizing Neural Radiance Fields for View Synthesis from Sparse Inputs.

• ARDM (⭐36k) - Official implementation of Autoregressive Diffusion Models.

• D3PM (⭐36k) - Official implementation of Structured Denoising Diffusion Models in Discrete State-Spaces.

• Gumbel-max Causal Mechanisms (⭐36k) - Code for Learning Generalized Gumbel-max Causal Mechanisms, with extra code in GuyLor/gumbel_max_causal_gadgets_part2 (⭐2).

• Latent Programmer (⭐36k) - Code for the ICML 2021 paper Latent Programmer: Discrete Latent Codes for Program Synthesis.

• SNeRG (⭐36k) - Official implementation of Baking Neural Radiance Fields for Real-Time View Synthesis.

• Spin-weighted Spherical CNNs (⭐36k) - Adaptation of Spin-Weighted Spherical CNNs.

• VDVAE (⭐36k) - Adaptation of Very Deep VAEs Generalize Autoregressive Models and Can Outperform Them on Images, original code at openai/vdvae (⭐446).

• MUSIQ (⭐36k) - Checkpoints and model inference code for the ICCV 2021 paper MUSIQ: Multi-scale Image Quality Transformer

• AQuaDem (⭐36k) - Official implementation of Continuous Control with Action Quantization from Demonstrations.

• Combiner (⭐36k) - Official implementation of Combiner: Full Attention Transformer with Sparse Computation Cost.

• Dreamfields (⭐36k) - Official implementation of the ICLR 2022 paper Progressive Distillation for Fast Sampling of Diffusion Models.

• GIFT (⭐36k) - Official implementation of Gradual Domain Adaptation in the Wild:When Intermediate Distributions are Absent.

• Light Field Neural Rendering (⭐36k) - Official implementation of Light Field Neural Rendering.

5. Awesome Asyncio

Database Drivers

• Prisma Client Python (⭐2k) - An auto-generated, fully type safe ORM powered by Pydantic and tailored specifically for your schema - supports SQLite, PostgreSQL, MySQL, MongoDB, MariaDB and more.

6. Awesome Go

Language Detection

• guesslanguage (⭐58) - Functions to determine the natural language of a unicode text.

• whatlanggo (⭐659) - Natural language detection package for Go. Supports 84 languages and 24 scripts (writing systems e.g. Latin, Cyrillic, etc).

Morphological Analyzers

• snowball (⭐38) - Snowball stemmer port (cgo wrapper) for Go. Provides word stem extraction functionality Snowball native.

• spaGO (⭐1.8k) - Self-contained Machine Learning and Natural Language Processing library in Go.

Slugifiers

• go-slugify (⭐95) - Make pretty slug with multiple languages support.

• slug (⭐1.3k) - URL-friendly slugify with multiple languages support.

• Slugify (⭐34) - Go slugify application that handles string.

Tokenizers

• gojieba (⭐2.5k) - This is a Go implementation of jieba (⭐34k) which a Chinese word splitting algorithm.

• gotokenizer (⭐21) - A tokenizer based on the dictionary and Bigram language models for Golang. (Now only support chinese segmentation)

• gse (⭐2.7k) - Go efficient text segmentation; support english, chinese, japanese and other.

• MMSEGO (⭐62) - This is a GO implementation of MMSEG which a Chinese word splitting algorithm.

• prose (⭐3.1k) - Library for text processing that supports tokenization, part-of-speech tagging, named-entity extraction, and more. English only.

Translation

• go-i18n (⭐3.3k) - Package and an accompanying tool to work with localized text.

• go-mystem (⭐34) - CGo bindings to Yandex.Mystem - russian morphology analyzer.

• go-pinyin (⭐1.7k) - CN Hanzi to Hanyu Pinyin converter.

• gotext (⭐473) - GNU gettext utilities for Go.

• iuliia-go (⭐53) - Transliterate Cyrillic → Latin in every possible way.

• t (⭐20) - Another i18n pkg for golang, which follows GNU gettext style and supports .po/.mo files: t.T (gettext), t.N (ngettext), etc. And it contains a cmd tool xtemplate (⭐20), which can extract messages as a pot file from text/html template.

Transliteration

• enca (⭐18) - Minimal cgo bindings for libenca, which detects character encodings.

• go-unidecode (⭐141) - ASCII transliterations of Unicode text.

• gounidecode (⭐80) - Unicode transliterator (also known as unidecode) for Go.

Formatters

• address (⭐77) - Handles address representation, validation and formatting.

• align (⭐84) - A general purpose application that aligns text.

• bytes (⭐553) - Formats and parses numeric byte values (10K, 2M, 3G, etc.).

• go-fixedwidth (⭐86) - Fixed-width text formatting (encoder/decoder with reflection).

• go-humanize (⭐4.6k) - Formatters for time, numbers, and memory size to human readable format.

• gotabulate (⭐337) - Easily pretty-print your tabular data with Go.

• textwrap (⭐5) - Wraps text at end of lines. Implementation of textwrap module from Python.

Markup Languages

• bafi (⭐107) - Universal JSON, BSON, YAML, XML translator to ANY format using templates.

• bbConvert (⭐12) - Converts bbCode to HTML that allows you to add support for custom bbCode tags.

• blackfriday (⭐5.6k) - Markdown processor in Go.

• go-output-format (⭐18) - Output go structures into multiple formats (YAML/JSON/etc) in your command line app.

• go-toml (⭐1.8k) - Go library for the TOML format with query support and handy cli tools.

• html-to-markdown (⭐2.9k) - Convert HTML to Markdown. Even works with entire websites and can be extended through rules.

• htmlquery (⭐769) - An XPath query package for HTML, lets you extract data or evaluate from HTML documents by an XPath expression.

• mxj (⭐627) - Encode / decode XML as JSON or map[string]interface{}; extract values with dot-notation paths and wildcards. Replaces x2j and j2x packages.

• toml (⭐4.8k) - TOML configuration format (encoder/decoder with reflection).

Parsers/Encoders/Decoders

• allot (⭐59) - Placeholder and wildcard text parsing for CLI tools and bots.

• codetree (⭐25) - Parses indented code (python, pixy, scarlet, etc.) and returns a tree structure.

• commonregex (⭐900) - A collection of common regular expressions for Go.

• did (⭐93) - DID (Decentralized Identifiers) Parser and Stringer in Go.

• doi (⭐11) - Document object identifier (doi) parser in Go.

• editorconfig-core-go (⭐147) - Editorconfig file parser and manipulator for Go.

• go-nmea (⭐244) - NMEA parser library for the Go language.

• go-vcard (⭐118) - Parse and format vCard.

• gofeed (⭐2.7k) - Parse RSS and Atom feeds in Go.

• gographviz (⭐564) - Parses the Graphviz DOT language.

• gonameparts (⭐43) - Parses human names into individual name parts.

• ltsv (⭐9) - High performance LTSV (Labeled Tab Separated Value) reader for Go.

• normalize (⭐52) - Sanitize, normalize and compare fuzzy text.

• parseargs-go (⭐10) - string argument parser that understands quotes and backslashes.

• parth (⭐0) - URL path segmentation parsing.

• sdp (⭐113) - SDP: Session Description Protocol [RFC 4566].

• sh (⭐7.8k) - Shell parser and formatter.

• when (⭐1.4k) - Natural EN and RU language date/time parser with pluggable rules.

• xj2go (⭐36) - Convert xml or json to go struct.

Regular Expressions

• genex (⭐76) - Count and expand Regular Expressions into all matching Strings.

• go-wildcard (⭐87) - Simple and lightweight wildcard pattern matching.

• goregen (⭐92) - Library for generating random strings from regular expressions.

• regroup (⭐147) - Match regex expression named groups into go struct using struct tags and automatic parsing.

Sanitation

• bluemonday (⭐3.4k) - HTML Sanitizer.

• gofuckyourself (⭐69) - A sanitization-based swear filter for Go.

Scrapers

• colly (⭐24k) - Fast and Elegant Scraping Framework for Gophers.

• dataflowkit (⭐688) - Web scraping Framework to turn websites into structured data.

• GoQuery (⭐15k) - GoQuery brings a syntax and a set of features similar to jQuery to the Go language.

• pagser (⭐108) - Pagser is a simple, extensible, configurable parse and deserialize html page to struct based on goquery and struct tags for golang crawler.

• Tagify (⭐39) - Produces a set of tags from given source.

• xurls (⭐1.2k) - Extract urls from text.

RSS

• podcast (⭐136) - iTunes Compliant and RSS 2.0 Podcast Generator in Golang

Utility/Miscellaneous

• go-runewidth (⭐643) - Functions to get fixed width of the character or string.

• go-zero-width (⭐110) - Zero-width character detection and removal for Go.

• kace (⭐20) - Common case conversions covering common initialisms.

• petrovich (⭐50) - Petrovich is the library which inflects Russian names to given grammatical case.

• radix (⭐193) - Fast string sorting algorithm.

• TySug (⭐19) - Alternative suggestions with respect to keyboard layouts.

7. Awesome Slim

Miscellaneous

• IntelliJ Slim - Provides boilerplate codes for easier new project creation using skeleton.

8. Awesome Zsh Plugins

Themes / superconsole - Windows-only

• gerry (⭐0) - Based on bureau (⭐180k), includes decorations for git status, current time, username, hostname and current directory.

• temeraf (⭐1) - Minimalist theme with decorations for git status, timestamps and last exit status.

9. Awesome Healthcare

Contents / EHR

• Ripple - NHS-funded, community led initiative working towards an integrated Digital Care Record Platform.

Contents / Imaging

• Dicoogle (⭐483) - Dicoogle is an extensible, platform-independent and open-source PACS

10. Awesome Theoretical Computer Science

Introductory / Lecture Videos Playlists

• O'Donnell. Undergrad Complexity Theory. Fall 2019 (15-455) (Homework) - Undergraduate course on computational complexity theory; It follows the same spirit of Sipser's part III.

Selected Posts and Essays / Lecture Videos Playlist

• Lipton & Regan - A list of theory blogs for computer science.

11. Awesome Terraform

Official Resources

• Hashicorp Terraform Blog

Tutorials and Blog Posts / How-To

• Deploying Discourse with Terraform - Shows how Terraform can create a running instance of Discourse on DigitalOcean in one command.

• Terraform for a Highly Available VPN between AWS and Azure - Terraform code to deploy a highly available VPN between AWS and Azure.

Tutorials and Blog Posts / Azure

• Learning HashiCorp Terraform - Guide for Azure.

12. Dive Into Machine Learning

More ways to "Dive into Machine Learning" / Aside: Bayesian Statistics and Machine Learning

• Courses by cloud vendors. These are usually high quality content but steer you heavily to use vendor-specific tools/services. To avoid getting locked into vendor specifics, you can make sure you're learning from other resources as well.
  • microsoft/ML-For-Beginners, microsoft/Data-Science-For-Beginners
  • Machine Learning Crash Course from Google (more of their options)
  • Amazon AWS (more of their options)

• ujjwalkarn/Machine-Learning-Tutorials

• Machine Learning for Software Engineers, by Nam Vu (⭐29k). In their words, it's a "top-down and results-first approach designed for software engineers." Definitely bookmark and use it. It can answer many questions and connect you with great resources.

• josephmisiti/awesome-machine-learning

13. Awesome Agi Cocosci

Methodologies for Experiments / Human-Machine Comparison

• Shared computational principles for language processing in humans and deep language models - Nature Neuroscience, 2022. [All Versions].

14. Awesome Yew

Projects

• Rquote (⭐3) - Rquote is a web application built using Rust and WebAssembly. It fetches Anime quotes from the Animechan API. Live Demo.

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