Awesome List Updates on Feb 29, 2024

13 awesome lists updated today.

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1. Awesome Go

Financial

• swift - Offline validity check of IBAN (International Bank Account Number) and retrieval of BIC (for some countries).

2. Awesome Vite

Templates / Vanilla

• vite-alpine-template (⭐2) - Starter template for Alpine.

Framework-agnostic Plugins / Integrations

• @tomjs/vite-plugin-electron (⭐3) - Easily develop Electron applications.

Drupal / Community

• Vite module - Backend integration for Drupal.

• vite-plugin-twig-drupal (⭐16) - Support for Twig with includes/embeds and Drupal specific twig features.

3. Awesome Cryptography

Java / Git

• Google Tink (⭐95) - A small crypto library that provides a safe, simple, agile and fast way to accomplish some common crypto tasks.

4. Awesome Azure Openai Llm

Microsoft Azure OpenAI relevant LLM Framework / Lucene based search engine with OpenAI Embedding

• PromptBench (⭐2.3k): A unified evaluation framework for large language models [Jun 2023]

LangChain Agent & Memory / LangChain Agent

• self-ask-with-search: Measuring and Narrowing the Compositionality Gap in Language Models [7 Oct 2022]

• react-docstore: ReAct: Synergizing Reasoning and Acting in Language Models [6 Oct 2022]

• Agent Type

LangChain Agent & Memory / LangChain Memory

• ConversationBufferMemory: Stores the entire conversation history.

• ConversationBufferWindowMemory: Stores recent messages from the conversation history.

• Entity Memory: Stores and retrieves entity-related information.

• Conversation Knowledge Graph Memory: Stores entities and relationships between entities.

• ConversationSummaryMemory: Stores summarized information about the conversation.

• ConversationSummaryBufferMemory: Stores summarized information about the conversation with a token limit.

• ConversationTokenBufferMemory: Stores tokens from the conversation.

• VectorStore-Backed Memory: Leverages vector space models for storing and retrieving information.

Prompt Engineering / Prompt Template Language

• ChatGPT : “user”, “assistant”, and “system” messages.**

  To be specific, the ChatGPT API allows for differentiation between “user”, “assistant”, and “system” messages.

  1. always obey "system" messages.
  2. all end user input in the “user” messages.
  3. "assistant" messages as previous chat responses from the assistant.

  Presumably, the model is trained to treat the user messages as human messages, system messages as some system level configuration, and assistant messages as previous chat responses from the assistant. ref [2 Mar 2023]

Prompt Guide & Leaked prompts / Prompt Template Language

• Prompt Engineering Guide: 🏆Copyright © 2023 DAIR.AI

• LLM Prompt Engineering Simplified (⭐102) [Feb 2024]

OpenAI's Roadmap and Products / GPT series release date

• GPT 1: Decoder-only model. 117 million parameters. [Jun 2018] git (⭐2.1k)

• GPT 2: Increased model size and parameters. 1.5 billion. [14 Feb 2019] git (⭐22k)

• GPT 3: Introduced few-shot learning. 175B. [11 Jun 2020] git (⭐16k)

• ChtGPT: GPT-3 fine-tuned with RLHF. 20B or 175B. unverified ref [30 Nov 2022]

• GPT 4: Mixture of Experts (MoE). 8 models with 220 billion parameters each, for a total of about 1.76 trillion parameters. unverified ref [14 Mar 2023]

Survey on Large Language Models / GPT series release date

• A Survey of LLMs
  • Large Language Models: A Survey [9 Feb 2024]: 🏆Well organized visuals and contents
  • A Survey of Transformers:[cnt] [8 Jun 2021]
  • A Survey of Large Language Models:[cnt] [v1: 31 Mar 2023 - v13: 24 Nov 2023]
  • A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT:[cnt] [7 Mar 2023]
  • Summary of ChatGPT/GPT-4 Research and Perspective Towards the Future of Large Language Models:[cnt] [4 Apr 2023]
  • A Survey on Language Models for Code:[cnt] [14 Nov 2023]
  • ChatGPT’s One-year Anniversary: Are Open-Source Large Language Models Catching up? > Evaluation benchmark: Benchmarks and Performance of LLMs [28 Nov 2023]
  • From Google Gemini to OpenAI Q* (Q-Star): A Survey of Reshaping the Generative Artificial Intelligence (AI) Research Landscape:[cnt] [18 Dec 2023]
  • Towards Efficient Generative Large Language Model Serving: A Survey from Algorithms to Systems: The survey aims to provide a comprehensive understanding of the current state and future directions in efficient LLM serving [23 Dec 2023]
  • A Survey of NL2SQL with Large Language Models: Where are we, and where are we going?: [9 Aug 2024] git (⭐42)

Awesome demo / OSS Alternatives for OpenAI Code Interpreter (aka. Advanced Data Analytics)

• groq: An LPU Inference Engine, the LPU is reported to be 10 times faster than NVIDIA’s GPU performance ref [Jan 2024]

• Sora: Introducing Sora — OpenAI’s text-to-video model [Feb 2024]

5. Awesome Ai Tools

Text / Chatbots

• Gemini - reviews - An experimental AI chatbot by Google, powered by the LaMDA model.

6. Awesome Audit Algorithms

Related Events / 2005

• Regulatable ML Workshop (RegML'23)

7. Awesome Cpp

XML

• Xalan C (⭐28) - A library and a command line program to transform XML documents using a stylesheet that conforms to XSLT 1.0 standards. [Apache-2.0] website

8. Awesome Integration

Projects / API Documentation

• SpectaQL (⭐1k) (⭐1.1k) - A Node.js library that generates static documentation for a GraphQL schema from various sources, including live endpoint, query result, and SDL files.

Resources / Certifications

• API Documentation Best Practices - The 2-hour course covers everything you need to know to create, automate, and publish API documentation your developers, partners and users will love. You wll also learn why API documentation is the foundation for strong governance, effective API security, and achieving your API business goals.

• API Penetration Testing - The API Penetration Testing course covers all the key topics to become an APIsec professional. This hands-on course includes over 12 hours of live instruction and provides detailed labs on API hacking techniques and how to uncover vulnerabilities.

• API Security for PCI Compliance - This 60-minute course examines the new PCI DSS 4.0 requirements and details the API security obligations for compliance. DSS 4.0 introduces API security concerns for the time ever - enroll to understand what the implications are for your organization.

• API Security Fundamentals - The 90-minute course covers the core threats to APIs and how to prevent breaches. Learn the OWASP API Security Top 10, examine real-world API attacks, and understand the 3 Pillars of API Security.

• Certified API Security Analyst - The CASA exam is designed to test your expertise in API security threats, risks, and best practices. Students are expected to have completed the OWASP API Security and Beyond! course before attempting to earn the CASA certification.

• OWASP API Security Top 10 - The 90-minute course provides a deep-dive into the 2023 edition of the OWASP API Security Top 10 - and covers key concepts that didn't make it into the Top 10.

• Securing API Servers - Learn key concepts for keeping API servers secure - from CORS to error handling to rate limiting and more.

9. Awesome Deno

Modules / Utils

• switcher4deno (⭐2) - Feature Flag Deno SDK client for Switcher-API.

Modules / Web framework

• alosaur (⭐808) - Alosaur - Deno web framework with many ES Decorators.

10. Awesome Connectivity Info

Connectivity Maps

• ITU Disaster Connectivity Map - a map to assist disaster first responders in determining the status of telecommunications network infrastructure, coverage, and performance.

Other sources

• ITU Data Hub - a revamp of the ITU World ICT/Telecommunication Indicators Database (WTID), now free for non-commercial use

11. Awesome Generative Deep Art

Small Language Models

• [2402.17764] The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits

• mbzuai-oryx/MobiLlama (⭐574): Small Language Model tailored for edge devices

12. Awesome Selfhosted

Software / Feed Readers

• FeedCord (⭐122) ⚠ - A simple, lightweight & customizable RSS News Feed for your Discord Server. MIT Docker

Software / URL Shorteners

• Chhoto URL (⭐95) - Simple, lightning-fast URL shortener with no bloat (fork of simply-shorten). MIT Rust/Docker

Software / Web Servers

• Jauth (⭐64) ⚠ - Lightweight SSL/TLS reverse proxy with authorization (via Telegram and SSH) for self-hosted apps. GPL-3.0 Go

13. Awesome Data Engineering

Workflow

• SuprSend - Create automated workflows and logic using API's for your notification service. Add templates, batching, preferences, inapp inbox with workflows to trigger notifications directly from your data warehouse.

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