Awesome List Updates on Nov 08, 2023

18 awesome lists updated today.

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1. Awesome Azure Openai Llm

RAG Pipeline & Advanced RAG

• Advanced RAG Patterns: How to improve RAG peformance ref / ref [17 Oct 2023]
  1. Data quality: Clean, standardize, deduplicate, segment, annotate, augment, and update data to make it clear, consistent, and context-rich.
  2. Embeddings fine-tuning: Fine-tune embeddings to domain specifics, adjust them according to context, and refresh them periodically to capture evolving semantics.
  3. Retrieval optimization: Refine chunking, embed metadata, use query routing, multi-vector retrieval, re-ranking, hybrid search, recursive retrieval, query engine, HyDE [20 Dec 2022], and vector search algorithms to improve retrieval efficiency and relevance.
  4. Synthesis techniques: Query transformations, prompt templating, prompt conditioning, function calling, and fine-tuning the generator to refine the generation step.
  • HyDE: Implemented in LangChain: HypotheticalDocumentEmbedder (⭐91k). A query generates hypothetical documents, which are then embedded and retrieved to provide the most relevant results. query -> generate n hypothetical documents -> documents embedding - (avg of embeddings) -> retrieve -> final result. ref

Finetuning / Llama Finetuning

• Llama 2 ONNX git (⭐1k) [Jul 2023]

  • ONNX, or Open Neural Network Exchange, is an open standard for machine learning interoperability. It allows AI developers to use models across various frameworks, tools, runtimes, and compilers.

2. Awesome Ai Tools

Image / Image libraries

• Canva - Generating AI Images.

3. Awesome Polars

Resources / Blog posts

• Pandas2 and Polars for Feature Engineering - A blog post that A blog post that compares Pandas2 and Polars for Feature Engineering tasks with Python by @hopswork (⭐1.1k).

4. Awesome Executable Packing

📑 Datasets / Scientific Research

• The Malware Museum - The Malware Museum is a collection of malware programs, usually viruses, that were distributed in the 1980s and 1990s on home computers.

📦 Packers / After 2010

• Squishy - Modern packer developed for 64kb demoscene productions, targets 32bit and 64bit executables.

📦 Packers / Between 2000 and 2010

• CryptExec - Next-generation runtime binary encryption using on-demand function extraction.

📦 Packers / Before 2000

• Fire-Pack

• Pack-Ice

5. Awesome Java

Geospatial / Text-Based User Interfaces

• ArcGIS Maps SDK for Java (⭐111) - JavaFX library for adding mapping and GIS functionality to desktop apps.

Machine Learning / Text-Based User Interfaces

• Neureka (⭐68) - A lightweight, platform independent, OpenCL accelerated nd-array/tensor library.

6. Awesome Go

Meetups / Libraries for creating HTTP middlewares

• Bärner Go Meetup - Berne, Switzerland

• Zürich Gophers - Zurich, Switzerland

7. Awesome Integration

Projects / ESB

• NServiceBus (⭐2k) (⭐2.1k) - A .NET-based service bus that offers an intuitive developer-friendly environment.

8. Awesome Nix

Development / Discovery

• Snowfall Lib (⭐365) - A library that makes it easy to manage your Nix flake by imposing an opinionated file structure.

9. Awesome Generative Deep Art

Large Language Models (LLMs)

• The architecture of today's LLM applications - The GitHub Blog

• Demystifying LLMs: How they can do things they weren't trained to do - The GitHub Blog

Ethics, Philosophical questions and Discussions about Generative AI

• We must stop AI replicating the problems of surveillance capitalism

• Artificial Intelligence at the Service of Collective Intelligence

LLM Evaluation / Multi-agents

• LLM Comparison/Test: 39 models tested (7B-70B + ChatGPT/GPT-4)

10. Awesome Qubes OS

Exploitation Tools / Unikernel-like

• Hyperdbg (⭐2.7k) - HyperDbg Debugger is an open-source, community-driven, hypervisor-assisted, user-mode, and kernel-mode Windows debugger with a focus on using modern hardware technologies. It is a debugger designed for analyzing, fuzzing, and reversing.

Optics and Extra Info / Unikernel-like

• Hipervisor From Scratch (⭐2.1k)- Source code of a multiple series of tutorials about the hypervisor.

11. Urban and Regional Planning Resources

Vendor Data Resources / Travel Behavior

• AirSage - AirSage is a well-known provider of location based services and GPS data from cell phones operating in the space since 2000.

12. Awesome Selfhosted

Software / Document Management

• DocKing - Document management service/microservice that handles templates and renders them in PDF format, all in one place. (Demo, Source Code (⭐194)) MIT PHP/Nodejs/Docker

Software / Groupware

• Digistorm - Create collaborative surveys, quizzes, brainstorms, and word clouds (documentation in French). (Demo, Source Code) AGPL-3.0 Nodejs

Software / Miscellaneous

• Flyimg - Resize and crop images on the fly. Get optimised images with MozJPEG, WebP or PNG using ImageMagick, with an efficient caching system. (Demo, Source Code (⭐1k)) MIT Docker

13. Free for Dev

Design and UI

• Iconoir – An open-source icons library with thousands of icons, supporting React, React Native, Flutter, Vue, Figma, and Framer.

14. Awesome Vite

Templates / React

• vite-express-ssr-ts (⭐28) - React + Typescript + ExpressJS + Vite SSR template with inbuild api feature.

15. Awesome Neovim

Project / Diagnostics

• SalOrak/whaler.nvim (⭐57) - Telescope extension to move between directories blazingly fast.

16. Awesome Zsh Plugins

Plugins / superconsole - Windows-only

• delete-prompt (⭐4) - ZSH widget to delete the prompt texts within the current line. It is useful when executing pasted commands from the web or a README. A leading non-alphanumeric character + space is detected as a prompt.

Completions / superconsole - Windows-only

• inshellisense (⭐8.3k) - Provides IDE style autocomplete for shells. It's a terminal native runtime for autocomplete which has support for 600+ command line tools. inshellisense supports bash, fish, zsh and pwsh on the Windows, Linux, & MacOS operating systems.

Themes / superconsole - Windows-only

• ludvig (⭐0) - Minimalist. Includes decorators for git status, current directory, current time and the last command's exit status.

17. Awesome Db Tools

IDE

• WebDB - Free Efficient Database IDE. Featuring Server Discovery, ERD, Data Generator, AI, NoSQL Structure Manager, Database Versioning and many more.

18. Awesome Wagtail

Open-source sites / Lists

• Penticon Public Library (⭐3) - An example public library website, originally created for the Penticton Public Library in Penticton, British Columbia, Canada.

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