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awesome-gpt-prompt-engineering
A curated list of awesome resources, tools, and other shiny things for GPT prompt engineering.
https://github.com/snwfdhmp/awesome-gpt-prompt-engineering
Last synced: 3 days ago
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Guides
- Learn Prompt Engineering
- Prompt Engineering 101
- Prompt Engineering 101
- Prompt Engineering Guide
- How to generate text: using different decoding methods for language generation with Transformers
- The Illustrated Transformer
- Reddit's r/aipromptprogramming Tutorials Collection
- Prompt Engineering Guide
- ChatGPT Prompt Engineering for Developers
- Natural Language Processing
- Learn Prompting
- Deep Learning Specialization
- Tokens and Tokenization: Understanding Cost, Speed, and Limits with OpenAI's APIs - world example on how you can make your prompts more efficient.
- How OpenAI Parameters Actuallly Work
- A Beginner's Guide to ChatGPT Prompt Engineering - friendly guide that delves into the art and science of Prompt Engineering.
- How to Communicate with ChatGPT – A Guide to Prompt Engineering
- A Beginner's Guide on Embeddings and Their Impact on Prompts
- OpenAI Cookbook
- Best practices for prompt engineering with OpenAI API
- dair-ai/Prompt-Engineering-Guide
- Best practices for prompt engineering with OpenAI API
- Prompt Engineering for Vision Models
- Prompt Engineering Guide: How to Engineer the Perfect Prompts
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Prompt Collections
- ShowGPT.co
- FlowGPT
- awesomegptprompts.com
- fka/awesome-chatgpt-prompts
- PromptHub
- ShowGPT.co
- Ignacio Velásquez Prompt Templates
- PromptPal - 3 and other language models.
- Reddit's ChatGPT Prompts
- Snack Prompt
- Prompt Search
- PromptBase
- The Ultimate 5 ChatGPT Prompts
- The Prompt Index
- PromptDen
- Best Data Science ChatGPT Prompts
- ChatGPT prompts uploaded by the FlowGPT community
- Awesome ChatGPT Prompts
- ShowGPT.co
- ShowGPT.co
- ShowGPT.co
- ShowGPT.co
- ShowGPT.co
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Roadmaps
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Techniques
- Few Shot Learning - Shot Learning.
- Zero Shot Learning - Shot Reasoners.
- Chain of Thought
- Zero Shot Chain of Thought
- Tree of Thoughts
- Multi Persona Collaboration
- Mastering ChatGPT Prompts - Shot Learning, Fine-Tuning, and Embeddings for Enhanced GPT Performance.
- Prompting GPT-3 To Be Reliable - 3 To Be Reliable.
- Decomposed Prompting
- AutoPrompt
- LangChain Github Repository
- Embedchain Github Repository - like bots over your dataset.
- Zero Shot Learning - Shot Reasoners.
- Tree of Thoughts
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Papers
- Attention Is All You Need
- Language Models are Few-Shot Learners - 3 introduction paper by OpenAI.
- Fine-Tuning Language Models from Human Preferences - tuning language models by OpenAI.
- The Power of Scale for Parameter-Efficient Prompt Tuning
- Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company Correlations
- A Prompt Pattern Catalog to Enhance Prompt Engineering with ChatGPT
- Hard Prompts Made Easy - Based Discrete Optimization for Prompt Tuning and Discovery.
- Synthetic Prompting - of-Thought Demonstrations for Large Language Models.
- Progressive Prompts
- Batch Prompting
- Successive Prompting for Decompleting Complex Questions
- Structured Prompting - Context Learning to 1,000 Examples.
- Large Language Models Are Human-Level Prompt Engineers
- Ask Me Anything
- PromptChainer
- Reframing Instructional Prompts to GPTk's Language
- Prompt Programming for Large Language Models - 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! - Shot Reasoning.
- ReAct: Synergizing Reasoning and Acting in Language Models
- Language Models Are Greedy Reasoners - 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
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Books
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Communities
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Playgrounds and Alternative UIs
- Official OpenAI Playground
- Nat.Dev
- Ora.sh GPT-4 Chatbots
- Better ChatGPT
- LMQL.AI
- Vercel Ai Playground - 4).
- Conju.ai
- CometLLM - to-use, convenient UI.
- Conju.ai
- Voiceflow - chaining tool.
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Prompt Generators
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Auto-GPT Related
- Auto-GPT God Mode
- DemoGPT
- Auto-GPT Official Repo
- OpenAIMaster's Guide to Auto-GPT - GPT work, an AI tool to create full projects.
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Prompt Injection
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ChatGPT Plug-ins
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Prompt Engineering Jobs Offers
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AI Links Directories
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Keywords
chatgpt
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openai
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ai
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gpt-4
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llm
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awesome-list
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gpt
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python
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