Awesome List Updates on Nov 03, 2023

10 awesome lists updated today.

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1. Awesome Pentest

Collaboration Tools / Malware Analysis Books

• Hexway Hive - Commercial collaboration, data aggregation, and reporting framework for red teams with a limited free self-hostable option.

• Reconmap - Open-source collaboration platform for InfoSec professionals that streamlines the pentest process.

2. Awesome Zsh Plugins

Themes / superconsole - Windows-only

• magpie (⭐0) - Minimalist theme with custom logic to display paths relative to the root of the current git. Includes decorators for time, current directory, username@hostname and git status.

• princess (⭐3) - Modeled after abhiyan.zsh (⭐7) with perhaps a bit too much pink and arguably too few emojis. Includes decorators for current directory and git status.

3. Awesome Django

Python Packages / Views

• python-socketio (⭐4.2k) - Python implementation of the Socket.IO_ realtime client and server. (create Socket.io Django server instance)

4. Awesome Sysadmin

Software / Control Panels

• HestiaCP - Web server control panel (fork of VestaCP). (Demo, Source Code (⭐3.9k)) GPL-3.0 PHP/Shell/Other

5. Awesome Tmux

Plugins

• tmux-timetrap (⭐2) Keep your time tracked directly with TMUX (The plugin is just a wrapper for timetrap (⭐1.5k))

6. Awesome Generative Deep Art

Human-AI Interaction

• [🔥🔥🔥] [2310.07127] An HCI-Centric Survey and Taxonomy of Human-Generative-AI Interactions: "a survey of 154 papers, providing a novel taxonomy and analysis of Human-GenAI Interactions from both human and Gen-AI perspectives".

• Guidelines for Human-AI Interaction - Microsoft Research: a set of "18 generally applicable design guidelines for human-AI" interaction

Generative AI history, timelines, maps, and definitions

• [2309.07930] Generative AI: discusses a model-, system-, and application-level view on generative AI.

Ethics, Philosophical questions and Discussions about Generative AI

• New Training Method Helps AI Generalize like People Do - Scientific American

• [2310.01405] Representation Engineering: A Top-Down Approach to AI Transparency: "an approach to enhancing the transparency of AI systems that draws on insights from cognitive neuroscience"

• Generative AI Resources for Berkeley Law Faculty & Staff - Berkeley Law

• Licensing is neither feasible nor effective for addressing AI risks

• Generative AI companies must publish transparency reports

• Does ChatGPT have a liberal bias?

• More human than human: measuring ChatGPT political bias | Public Choice

• The Age of AI has begun | Bill Gates

Critical Views about Generative AI

• AI in Education Group Meeting Notes - Google Docs

• Syllabi Policies for AI Generative Tools - Google Docs

• Five takeaways from UK’s AI safety summit at Bletchley Park | Artificial intelligence (AI) | The Guardian

• Frontier AI: capabilities and risks – discussion paper - GOV.UK

• AI Safety Summit Policy Updates | AISS 2023

Courses and Educational Materials

• Animated AI: animations and instructional videos about neural networks

• Deep Learning AI - Learn the fundamentals of generative AI for real-world applications: created in partnership with AWS, this course presents the fundamentals of how generative AI works and how to deploy it in real-world applications.

• Google Cloud Skills Boost - Introduction to Generative AI: an introductory level microlearning course covering Google Tools aimed at explaining what Generative AI is, how it is used, and how it differs from traditional machine learning methods.

• Google Cloud Skills Boost: Generative AI learning path: curated content on Generative AI "from the fundamentals of Large Language Models to how to create and deploy generative AI solutions on Google Cloud"

• AI for Industrial Design: "students at the National University of Singapore explore AI’s capability for design in a semester course and share what they learned. Directed by Donn Koh at the Division of Industrial Design, NUS."

• [🔥🔥🔥] DAIR.AI: Democratizing Artificial Intelligence Research, Education, and Technologies

• Welcome to the 🤗 Deep Reinforcement Learning Course: a Hugging Face Course on Deep Reinforcement Learning

• Crash course in AI art generation by PromptHero: paid ($99) course focused on prompt engineering

• Visual intuition for diffusion models and AI art. #stablediffusionart #aiart #aiartwork #aiartcommunity

• The Illustrated Stable Diffusion by Jay Alammar: "gentle introduction [on] how Stable Diffusion works"

• [🔥]johnowhitaker/tglcourse (⭐145): The Generative Landscape - a course on generative modelling (currently unfinished)

• Words are Images | BustBright - Machine Learning Art: 7-week Online class starting October 24th, 2022 by Derrick Schultz

• Grokking Stable Diffusion.ipynb - Colaboratory - Part 1: notebook by @johnowhitaker exploring Stable Diffusion details

• Grokking Stable Diffusion: Textual Inversion.ipynb - Colaboratory - Part 2: sequel to Grokking Stable Diffusion by @johnowhitaker that focus on Text Inversion

• GitHub - johnowhitaker/aiaiart (⭐570): Course content and resources for the AIAIART course

• Implementation/tutorial of stable diffusion with side-by-side notes by labml.ai | Twitter

• Practical Deep Learning for Coders 2023 - Part II: continuation of the course focusing on the implementation of Stable Diffusion from scratch.

• Practical Deep Learning for Coders 2022 - Part I: "free course designed for people with some coding experience who want to learn how to apply deep learning and machine learning to practical problems" by Jeremy Howard

Prompt Engineering

• [🔥🔥🔥] ChatGPT Prompt Engineering for Developers - DeepLearning.AI: short course taught by Isa Fulford (OpenAI) and Andrew Ng (DeepLearning.AI) that provide best practices for prompt engineering

• [🔥🔥🔥] Learn Prompting: series of lessons of prompt engineering

• [🔥🔥🔥] Prompt Engineering | Lil'Log: prompt engineering learning notes by Lilian Weng

• [🔥🔥🔥] Prompt Engineering Guide: a project by DAIR.AI that intends to educate researchers and practitioners about prompt engineering

• the Book: collection of prompts and hints of prompt engineering

• dair-ai/Prompt-Engineering-Guide (⭐59k): Guide and resources for prompt engineering

Papers Collection

• dair-ai/ML-Papers-Explained (⭐8k): Explanation to key concepts in ML

• AI Reading List - Google Docs: reading list organized by Jack Soslow (@JackSoslow)

• Aman's AI Journal • Papers List: set of seminal AI/ML papers curated by Aman Chadha

• Casual GAN Papers Reading Club: Community knowledge base for Casual GAN Papers

• Casual GAN Papers: Easy to read summaries of popular AI papers

• The Illustrated VQGAN: illustrated explanation on how VQGAN works

• CLIP: Connecting Text and Images: OpenAI's explanation on how CLIP works

• VQGAN+CLIP — How does it work?. The synthetic imagery (“GAN Art”) scene… | by Alexa Steinbrück | Medium

• The Methods Corpus | Papers With Code

• https://ieeexplore.ieee.org/abstract/document/9043519: A State-of-the-Art Review on Image Synthesis With Generative Adversarial Networks

• Utilizando redes adversárias generativas (GANs) como agente de apoio à inspiração para artistas: Trabalho de Graduação de Cláudio Carvalho no Centro de Informática - UFPE

• GAN Lab: Play with Generative Adversarial Networks in Your Browser!

• [PDF] Music2Video: Automatic Generation of Music Video with fusion of audio and text | Semantic Scholar

• [PDF] Active Divergence with Generative Deep Learning - A Survey and Taxonomy | Semantic Scholar

• [PDF] Automating Generative Deep Learning for Artistic Purposes: Challenges and Opportunities | Semantic Scholar

Online Tools and Applications

• Tailor: Get a daily podcast and newsletter, created for you by an AI

• Paint by Text: Edit your photos using written instructions, with the help of an AI.

• Scenario AI: AI-generated game assets

• AnimalAI: custom AI-generated animal portraits (profits are directed to various wildlife conservation organizations)

• starryai: AI Art Generator App - AI Art Maker

• ProsePainter: an interactive tool to "paint with words." It incorporates guidable text-to-image generation into a traditional digital painting interface

• ProsePainter: Image + Sketching Interface + CLIP! - YouTube

• Cocreator AI: creative computer agent (in wait list)

• Runway ML: AI video creation suite

• Hotpot.ai - Hotpot.ai: set of AI Tools to post-process images

• Toonify yourself by Justin Pinkney: turn a human face into a cartoon

• deepart.io: a online tool for applying style transfer

• Artbreeder: web-based tool to generate images by breeding existing images

• Ostagram.ru: image style transfer plataform

• cleanup.pictures: remove objects, people, text and defects from any picture for free

• remove.bg: remove background from images

• Quick, Draw!: can a neural network learn to recognize doodling? A game to help NL by adding users drawing

• Nekton.ai: automate your workflows with AI

Large Language Models (LLMs)

• cpacker/MemGPT (⭐17k): teaching LLMs memory management for unbounded context [demo page] [arxiv]

• [2307.10169] Challenges and Applications of Large Language Models: a systematic set of open problems and application successes of LLM area

• Related resources from around the web | OpenAI Cookbook: tools and papers for improving outputs from GPT

Prompt Engineering / Prompt Engineering for Text-to-text

• [🔥] [2307.11760] Large Language Models Understand and Can be Enhanced by Emotional Stimuli

• [🔥] [2305.13252] "According to ..." Prompting Language Models Improves Quoting from Pre-Training Data

• timqian/openprompt.co (⭐1.2k): Create. Use. Share. ChatGPT prompts

• 60 ChatGPT Prompts for Data Science (Tried, Tested, and Rated): post by Travis Tang from DataDrivenInvestor

• f/awesome-chatgpt-prompts (⭐130k): this repo includes ChatGPT prompt curation to use ChatGPT better

• brexhq/prompt-engineering (⭐9.2k): "Tips and tricks for working with Large Language Models like OpenAI's GPT-4"

• How to write an effective GPT-3 prompt | Zapier: a list of 6 GPT-3 tips for getting the desired output

• The Art of ChatGPT Prompting: A Guide to Crafting Clear and Effective Prompts: e-book by Fatih Kadir Akın (@fkadev)

Autonomous LLM Agents / Multi-agents

• [2307.05300] Unleashing Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration

• OpenBMB/ChatDev (⭐27k): create customized software using natural language idea (through llm-powered multi-agent collaboration)

• [2308.07201] ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate

• [2308.10848] AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors

Prompt Engineering / Prompt Engineering for Text-to-image

• USP AI Prompt Book: Stable Diffusion v2.1 Prompt Book

• daspartho/prompt-extend (⭐176): extending stable diffusion prompts with suitable style cues using text generation

• Prompt Box: "organize and save your AI prompts"

• Midjourney artist reference - Google Sheets

• Stable Diffusion Prompt Book — Stability.Ai: prompt book for Stable Diffusion v2.0 and v2.1 released by Stability.AI

• The Ultimate Stable Diffusion Prompt Guide by PromptHero

• CLIP Interrogator - a Hugging Face Space by pharma: image-to-text tool to figure out what a good prompt might be to create new images like an existing one

• [🔥🔥🔥] Prompt book for data lovers II - Google Slides: An open source exploration on text-to-image and data visualization

• some9000/StylePile (⭐580): A helper script for AUTOMATIC1111/stable-diffusion-webui. Basically a mix and match to quickly get different results without wasting a lot of time writing prompts.

• Artists To Study | All images generated with Google Colab TPUs + CompVis/stable-diffusion-v1-4 + Huggingface Diffusers: a systematic study of artists' styles made by @camenduru

• PromptDesign | Reddit: Reddit community for "the art of communicating with natural language models"

• Prompt Engineering and Zero-Shot/Few-Shot Learning [Guide] - inovex GmbH: prompt engineering for text generation

• clip-interrogator.ipynb - Colaboratory: a tool for image-to-prompt

• Useful Prompt Engineering tools and resources | Reddit

• PromptHero: Search the best prompts for Stable Diffusion, DALL-E and Midjourney

• promptoMANIA: AI art community with prompt generator

• Lexica: search over 10M+ Stable Diffusion images and prompts

• list of artists for SD v1.4 A-C / D-I / J-N / O-Z

• succinctly/text2image-prompt-generator · Hugging Face: a GPT-2 model fine-tuned on the succinctly/midjourney-prompts dataset, which contains 250k text prompts that users issued to the Midjourney text-to-image service over a month period

• The Prompter | vicc | Substack: a newsletter about news, tips and thoughts around prompt engineering

• (19) Nikhil Agrawal 📌 on Twitter: 11 AI Images Prompt websites to level up the image quality

• Phraser: a tool that support prompt creation

• PromptBase | Prompt Marketplace: PromptBase is a marketplace for DALL·E, Midjourney & GPT-3 prompts, where people can sell prompts and make money from their prompt crafting skills.

• Professional AI whisperers have launched a marketplace for DALL-E prompts - The Verge

• Visual Prompt Builder: simple deck of illustrated card to combine modifiers for prompt building

• Prompt Engineering Template - Google Sheets: spreadsheet with lists of modifiers for prompt building and a lot of interesting links for reference

• Prompt Engineering: From Words to Art - Saxifrage Blog

• DALL·Ery GALL·Ery Resources: DALL·E 2 and AI art prompt resources & tools to inspire beautiful images

• [2204.13988] A Taxonomy of Prompt Modifiers for Text-To-Image Generation

• List of Aesthetics | Aesthetics Wiki | Fandom

• Artist Directory (Volcano Comparison) | AI Art Creation Wiki | Fandom

• The DALL·E 2 Prompt Book – DALL·Ery GALL·Ery

• DALL·Ery GALL·Ery: A guide to OpenAI's DALL·E – prompts, projects, examples, and tips

• (2) MASSIVE 💥 DALL-E 2 ANIME ⚡︎ KEYWORDS + MODIFIERS LIST ★ : haaaaven: image prompt modifier collection by haaaaven

• DrawBench: a list of prompts the Google Imagen is organizing as a benchmark

• CLIP Prompt Engineering for Generative Art - matthewmcateer.me: list of styles tested with Quick CLIP Guided Diffusion

• Adobe should make a boring app for prompt engineers (Interconnected)

• [2206.00169] Discovering the Hidden Vocabulary of DALLE-2

• When SD just doesn't understand the prompt no matter how hard I try | Reddit

• It's very interesting how some prompts have very defined output but other specific ones are not | Reddit

Multimodal Embedding Space / Deforum

• CLIP retrieval for laion5B: CLIP retrieval using Laion5B. "It works by converting the text query to a CLIP embedding , then using that embedding to query a knn index of clip image embedddings".

• rom1504/clip-retrieval (⭐2.6k): Easily compute CLIP embeddings and build a CLIP retrieval system with them

• Segment Anything | Meta AI: "a new AI model from Meta AI that can "cut out" any object, in any image, with a single click"

• Microsoft KOSMOS-2: new capabilities of perceiving object descriptions (e.g., bounding boxes) and grounding text to the visual world [HF demo] [arxiv]

• facebookresearch/ImageBind (⭐8.7k): ImageBind One Embedding Space to Bind Them All

• RedPajama-Data-v2 by Together AI: an open dataset with 30 trillion tokens for training Large Language Models

• Have I Been Trained?: tool for searching 5.8 billion images used to train popular AI art models

• laion-aesthetic-6pls: exploring 12 million of the 2.3 billion images used to train Stable Diffusion's image generator

• LAION: Large-scale Artificial Intelligence Open Network

Retrieval-Augmented Generation (RAG) / Prompt Engineering for Text-to-image

• Rerankers and Two-Stage Retrieval | Pinecone

• Retrieval Augmented Generation | Pinecone

• dssjon/biblos: biblos.app (⭐212): example of RAG architecture using semantic search and summarization for retrieving Bible passages

Embeddings and Semantic Search / Prompt Engineering for Text-to-image

• neuml/txtai (⭐11k): semantic search and workflows powered by language models

• facebookresearch/faiss (⭐36k): A library for efficient similarity search and clustering of dense vectors

• Optimize Your Chatbot’s Conversational Intelligence Using GPT-3 | by Amogh Agastya | Better Programming: tutorial presenting semantic search concepts

• What is Semantic Search?

• Learning Center | Pinecone: Pinecone's guides to vector embeddings

• BLIP+CLIP | CLIP Interrogator | Kaggle: a Kaggle notebook for image description and captioning (imate-to-text)

• jerryjliu/gpt_index: GPT Index (LlamaIndex) (⭐43k): a project to make it easier to use large external knowledge bases with LLMs

• Llama Hub: a repository of data loaders for LlamaIndex (GPT Index) and LangChain

• Chroma: an open-source AI-native database that makes it easy to use embeddings

Autonomous LLM Agents / Prompt Engineering for Text-to-image

• joonspk-research/generative_agents - Generative Agents (⭐19k): code for interactive simulacra of human behavior [arxiv]

LLM Evaluation / Multi-agents

• LLM Evaluation at Scale – Airtrain: no-code batch compute platform for LLM evaluation and tuning workloads

• How to evaluate a summarization task | OpenAI Cookbook

• openai/evals (⭐17k): Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.

• Red teaming and model evaluations | Anthropic

• Challenges in evaluating AI systems | Anthropic

• Evaluating LLMs is a minefield: talk by Princeton professor Arvind Narayanan

AI Engineering / Multi-agents

• Marvin: AI engineering framework for building natural language interfaces

• Instructor: library for structured LLM extraction in Python

Image Segmentation / Deforum

• Transforming 2D Images into 3D with the AdaMPI AI Model: guide on how to use the AdaMPI AI model for creating 3D photos from 2D images

• Ssemble: collaborative video editor with a collection of AI plugins

• Nathan Lands on Twitter: "AI video has started to produce mindblowing results and could eventually disrupt Hollywood / Twitter: Twitter thread with examples of Generative AI tools for video

• Stable Animation SDK: a text-to-animation tool for developers by Stability AI [dev platform]

• Twelve Labs: multimodal, contextual understanding for video search

• Align your Latents: high-resolution video synthesis with latent diffusion models [arxiv]

• Gen-2 by Runway: "a multi-modal AI system that can generate novel videos with text, images, or video clips" [arxiv]

• CiaraRowles/TemporalNet · Hugging Face: a ControlNet model designed to enhance the temporal consistency of generated outputs [tweet]

• Video-P2P UI - a Hugging Face Space by video-p2p-library: video editing with cross-attention control [tweet]

• Text2Video-Zero - a Hugging Face Space by PAIR: zero-shot text-to-video synthesis diffusion framework [tweet] [arxiv]

• ModelScope - a Hugging Face Space by damo-vilab: text-to-video synthesis [page]

• neural frames: tools for animation creation inspired on deforum

• [🔥] dmarx/video-killed-the-radio-star (⭐210): Notebook and tools for end-to-end automation of music video production with generative AI

• [🔥🔥🔥] Phenaki – Google Research: realistic video generation from open-domain textual descriptions

• THUDM/CogVideo (⭐12k): text-to-video generation

• baowenbo/DAIN (⭐8.3k): Depth-Aware Video Frame Interpolation (CVPR 2019)

• Dain-App 1.0 [Nvidia Only] by GRisk: Depth-Aware Video Frame Interpolation (CVPR 2019)

Speech-to-text (STT) and spoken content analysis / Deforum

• facebookresearch/seamless_communication (⭐12k): Foundational Models for State-of-the-Art Speech and Text Translation

• LeMUR: a single API, enabling developers to reason over their spoken data with a few lines of code

Interesting Twitter Accounts / Deforum

• Hassan El Mghari (@nutlope) / X: the creator of roomgpt

7. Awesome Naming

Programming Languages and Programming Language Theory

• Choreographic programming - A programming paradigm where programs are compositions of interactions among multiple concurrent participants.

• Garbage Collector - Part of a program that attempts to find and reclaim garbage pieces of memory not used anymore.

• Syntactic sugar - Syntax that makes the language "sweeter" for human use. Usually a shorthand for common operations that can also be expressed in a more verbose form.

8. Awesome Datascience

Datasets / Book Deals (Affiliated)

• The Humanitarian Data Exchange

9. Awesome Go

Forms

• checker (⭐43) - Checker helps validating user input through rules defined in struct tags or directly through functions.

Server Applications

• etcd (⭐50k) - Highly-available key value store for shared configuration and service discovery.

10. Awesome Cpp

Compression

• zlib-ng (⭐1.8k) - zlib for the "next generation" systems. Drop-In replacement with some serious optimizations. [zlib]

Articles

• CppCon 2023 Presentation Materials (⭐317) - CppCon 2023 Presentation Materials.

• CppCon 2022 Presentation Materials (⭐543) - CppCon 2022 Presentation Materials.

• CppCon 2021 Presentation Materials (⭐108) - CppCon 2021 Presentation Materials.

• C++Now 2023 Presentations (⭐87) - Presentation materials presented at C++Now 2023.

• C++Now 2022 Presentations (⭐1) - Presentation materials presented at C++Now 2022.

• C++Now 2021 Presentations (⭐4) - Presentation materials presented at C++Now 2021.

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