A curated list of awesome resources, tools, and other shiny things for GPT prompt engineering.
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Table of Contents
- Prompt Engineering Roadmap: Step by step guide to learning Prompt Engineering.
- Learn Prompt Engineering: Introduction to Prompt Engineering and Prompt Engineering techniques.
- Prompt Engineering Guide: Guides, papers, lecture, notebooks and resources for prompt engineering.
- Prompt Engineering 101: Prompt Engineering guide by Xavi.
- Prompt Engineering 101: Prompt Engineering guide by Raza Habib & Sinan Ozdemir.
- Prompt Engineering Guide: Prompt Engineering guide by Sudalai Rajkumar.
- How to generate text: using different decoding methods for language generation with Transformers: A guide to decoding methods for language generation with Transformers.
- The Illustrated Transformer: A visual guide to transformers, the core model used in GPT.
- Reddit's r/aipromptprogramming Tutorials Collection: A collection of tutorials for prompt engineering.
- Prompt Engineering Guide: A comprehensive guide that contains all the latest papers, learning resources, and developments in the field of prompt engineering.
- dair-ai/Prompt-Engineering-Guide: A GitHub repository that provides a prompt engineering guide with the latest papers and learning guides.
- How to Communicate with ChatGPT – A Guide to Prompt Engineering: A guide that explains what prompt engineering is and how you can use it to improve your communication with AI tools.
- A Beginner's Guide to ChatGPT Prompt Engineering: A beginner-friendly guide that delves into the art and science of Prompt Engineering.
- A Complete Introduction to Prompt Engineering for Large Language Models
- Prompt Engineering Guide: How to Engineer the Perfect Prompts
- Best practices for prompt engineering with OpenAI API: A guide by OpenAI that provides best practices for prompt engineering.
- ChatGPT Prompt Engineering for Developers: A short course on prompt engineering by deeplearning.ai.
- Natural Language Processing: Coursera specialization focusing on NLP.
- Learn Prompting: A Free, Open Source Course on Communicating with AI.
- Deep Learning Specialization: Coursera specialization by Andrew Ng, which includes a course on Sequence Models.
- OpenAI Cookbook: OpenAI's cookbook includes examples of prompt engineering.
- Tokens and Tokenization: Understanding Cost, Speed, and Limits with OpenAI's APIs: Everything tokens and tokenization. How to control costs/performance, how to handle Max Token limits, and a real-world example on how you can make your prompts more efficient.
- How OpenAI Parameters Actuallly Work: How to use OpenAI's parameters to experiment with prompts and get better outputs.
- A Beginner's Guide on Embeddings and Their Impact on Prompts: A Beginner's Guide on Embeddings and Their Impact on Prompts.
- Prompt Engineering for Vision Models: A beginner's guide to prompting vision models from DeepLearningAI.
- Few Shot Learning: Everything you need to know about Few-Shot Learning.
- Zero Shot Learning: Large Language Models are Zero-Shot Reasoners.
- Chain of Thought: Encourages the LLM to explain its reasoning to improve its accuracy.
- Zero Shot Chain of Thought: Enable Chain of Thought with only a few words.
- Tree of Thoughts: Tree of Thoughts: Deliberate Problem Solving. with Large Language Models.
- Multi Persona Collaboration: Prompt the LLM to dynamically generate personas to collaborate to solve a task.
- Mastering ChatGPT Prompts: Mastering ChatGPT Prompts: Harnessing Zero, One, and Few-Shot Learning, Fine-Tuning, and Embeddings for Enhanced GPT Performance.
- Prompting GPT-3 To Be Reliable: Prompting GPT-3 To Be Reliable.
- Decomposed Prompting: A Modular Approach for Solving Complex Tasks.
- AutoPrompt: Eliciting Knowledge from Language Models with Automatically Generated Prompts.
- LangChain Github Repository: Building applications with LLMs through composability.
- Embedchain Github Repository: Framework to create ChatGPT-like bots over your dataset.
- FlowGPT: FlowGPT is the largest open source prompt community.
- awesomegptprompts.com: Explore hundreds of the best ChatGPT Prompts.
- fka/awesome-chatgpt-prompts: Dataset of awesome chatgpt prompts.
- f/awesome-chatgpt-prompts: This repo includes ChatGPT prompt curation to use ChatGPT better. .
- Awesome ChatGPT Prompts
- PromptHub
- ShowGPT.co
- Best Data Science ChatGPT Prompts
- ChatGPT prompts uploaded by the FlowGPT community
- Ignacio Velásquez Prompt Templates: 500+ ChatGPT Prompt Templates.
- PromptPal: A collection of prompts for GPT-3 and other language models.
- Hero GPT: AI Prompt Library.
- Reddit's ChatGPT Prompts
- Snack Prompt: GPT prompts collection, has a a Chrome extension.
- ShareGPT: Share your prompts and your entire conversations.
- Prompt Search: a search engine for AI Prompts.
- PromptBase: The largest prompts marketplace on the web.
- The Ultimate 5 ChatGPT Prompts: Simplify Your AI Experience.
- The Prompt Index: A vast collection of carefully curated prompts, stimulating imagination and fueling creative endeavours.
- PromptDen: A growing list of thousands of prompts for both text and image generation. Free to explore, add your own, save your favorites and even create a profile page for prompt engineering.
- God Tier Prompts: Discover the best prompts. A community-driven leaderboard where the best prompts rise to the top.
- Attention Is All You Need: Transformer introduction paper.
- Language Models are Few-Shot Learners: GPT-3 introduction paper by OpenAI.
- Fine-Tuning Language Models from Human Preferences: Important paper on fine-tuning language models by OpenAI.
- The Prompt Report: A systematic survey of prompting techniques.
- The Power of Scale for Parameter-Efficient Prompt Tuning: Explores the benefits of "prompt tuning" for robust task performance.
- Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company Correlations: Introduces an architecture for accurate stock forecasting using financial data and social media signals.
- A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT
- Hard Prompts Made Easy: Gradient-Based Discrete Optimization for Prompt Tuning and Discovery.
- Synthetic Prompting: Generating Chain-of-Thought Demonstrations for Large Language Models.
- Progressive Prompts: Continual Learning for Language Models.
- Batch Prompting: Efficient Inference with LLM APIs.
- Successive Prompting for Decompleting Complex Questions
- Structured Prompting: Scaling In-Context Learning to 1,000 Examples.
- Large Language Models Are Human-Level Prompt Engineers
- Ask Me Anything: A simple strategy for prompting language models.
- PromptChainer: Chaining Large Language Model Prompts through Visual Programming.
- Reframing Instructional Prompts to GPTk's Language
- Prompt Programming for Large Language Models: Beyond the Few-Shot Paradigm.
- Prefix-Tuning: Optimizing Continuous Prompts for Generation
- Multimodal Chain-of-Thought Reasoning in Language Models
- On Second Thought, Let's Not Think Step by Step!: Bias and Toxicity in Zero-Shot Reasoning.
- ReAct: Synergizing Reasoning and Acting in Language Models
- Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought.
- On the Advance of Making Language Models Better Reasoners
- Large Language Models are Zero-Shot Reasoners
- Reasoning Like Program Executors
- Self-Consistency Improves Chain of Thought Reasoning in Language Models
- Chain of Thought Prompting Elicits Reasoning in Large Language Models
- Generated Knowledge Prompting for Commonsense Reasoning
- Large Language Models Can Be Easily Distracted by Irrelevant Context
- Constitutional AI: Harmlessness from AI Feedback
- The ChatGPT Prompt Book: A book dedicated to ChatGPT prompts.
- You Look Like a Thing and I Love You: A book about AI with a focus on language models.
- OpenAI Discord Server: The official OpenAI Discord server.
- Attention Architects: Prompt Engineering expert & open source community.
- ChatGPT Prompt Engineering Discord Server: A Discord server dedicated to prompt engineering.
- Attention Architects: Prompt Engineering open source community.
- r/MachineLearning: The Machine Learning subreddit often has discussions on GPT and other language models.
- Hugging Face Forum: A forum for discussing Hugging Face's transformer models, including GPT.
- ChatGPT Community Discord Server: A Discord server dedicated to ChatGPT.
- Reddit's ChatGPT Discord Server: r/chatgpt Discord server.
- PromptsLab Discord: Knowledge sharing community for Generative Models, Prompt Engineering, LLMs.
- Learn Prompting: A Discord server dedicated to learning about prompts.
- Artificial Intelligence Discord: Discord server for AI enthusiasts and prompt engineers.
- Official OpenAI Playground
- llm: Use any LLM from the command line, easily.
- Nat.Dev: Multiple Chat AI Playground & Comparer.
- Poe.com: All in one playground: GPT4, Sage, Claude+, Dragonfly, and more...
- Ora.sh GPT-4 Chatbots
- Better ChatGPT: A web app with a better UI for exploring OpenAI's ChatGPT API.
- LMQL.AI: A programming language and platform for language models.
- Vercel Ai Playground: One prompt, multiple Models (including GPT-4).
- Conju.ai: A visual prompt chaining app.
- Voiceflow: Professional collaborative visual prompt-chaining tool.
- Opik: Evaluate, test, and ship LLM applications across your dev and production lifecycles.
- Rhesis AI: OSS Platform & SDK. Collaborative agent testing for teams.
- Rival: AI model comparison and multi-model Prompt Lab. Test prompts across 200+ models side-by-side with blind preference voting and open datasets.
- Promptify: Automatically improve your prompt.
- Fusion: Elevate your output with Fusion's smart prompts.
- Bumble-Prompts: Let AI Write your bumble prompt.
- ChatGPT Prompt Generator: Generates ChatGPT prompts based on a BART model.
- PromptPerfect: Prompt optimizer.
- Hero GPT: AI Prompt Generator.
- TubePrompter: Converts YouTube, TikTok, and Instagram videos into AI-ready prompts for Sora, Midjourney, and Runway using computer vision analysis.
- LMQL: Query language for programming large language models.
- OpenPromptStudio
- BossGPT
- Auto-GPT Official Repo
- Auto-GPT God Mode
- OpenAIMaster's Guide to Auto-GPT: How does Auto-GPT work, an AI tool to create full projects.
- AgentGPT: GPT agents in browser.
- DemoGPT: 🧩 DemoGPT enables you to create quick demos by just using prompts.
- Understanding Prompt Injections and What You Can Do About Them: An introduction to prompt injections with examples and tactics you can use to mitigate potential risks in your application.
- Learn Prompting's Prompt Injection guide: A guide to prompt injections with examples.
- Prompt injection: What's the worst that can happen?
- Prompt injections are bad, mkay?
- ChatGPT plugins: OpenAI Official Page.
- Plug-in example code in Python: Example code for creating a ChatGPT plug-in in Python.
- Surfer Plug-in source code
- Security: (PAID) Create, deploy, monitor and secure LLM Plugins.
- Prompt-Talent: Prompt Engineering job offers.
- llm: Use any LLM from the command line.
- FuturePedia: The Largest AI Tools Directory Updated Daily.
- Theresanaiforthat: The biggest AI aggregator.
- Awesome-Prompt-Engineering
- AiTreasureBox
- EwingYangs Awesome-open-gpt
- KennethanCeyer Awesome-llmops
- KennethanCeyer awesome-llm
- tensorchord Awesome-LLMOps
- Price Per Token: Compare LLM API pricing across 300+ models with benchmarks and cost calculators.
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