"What is prompt engineering ?" |ramdas Khillare|
Prompt engineering is the process of writing, refining, and optimizing inputs to encourage generative AI systems to create specific, high-quality outputs. It plays a pivotal role in shaping the responses generated by AI models, ensuring meaningful and coherent content.
Nowadays, English has become the programming language
because prompting has happened in English we can build the things that we want with the references of AI tools with convinced English language and all AI tools are working on LLM - that is Large language models and Natural language processing that help to give proper solutions to the user that the findings prompt engineering role is to how efficiently use AI tools over complex problem solving and building and maintaining software and technology
In 2024 requirements of Prompt engineering in increase day by day there are lots of jobs started in the US and other countries now those models of job
India going to start because there is a market need and requirement
Importance of prompt engineering
1. It uses fewer resources with less time to build complex applications
2. Faster and more accurate results
3. saves manpower resulted in financial savings for the company
4. Prompt engineers are masters of all trades
there are Lots of techniques in prompting to become a master and you need to understand all of those
1. zero shot, 1 shot, multi-shot
2. Chain of Thought Prompting
3. Tree of Thought Prompting
Here, prompt engineering work starts with
and all other different sources provide prompting on different topics and work-related stuff
Basics
🟢 Introduction to AI
🟢 Prompting With ChatGPT
🟢 Prompt Engineering
🟢 Learn Prompting Embeds
🟢 Giving Instructions
🟢 Assigning Roles
🟢 Showing Examples
🟢 Combining Techniques
🟢 Formalizing Prompts
🟢 Chatbots
🟢 Priming Chatbots
🟢 OpenAI Playground
🟢 LLM Settings
🟢 Pitfalls of LLMs
🟢 Understanding AI Minds
🟢 The Learn Prompting Method
🟢 Starting Your Journey
💼 Basic Applications
🟢 Introduction
🟢 Structuring Data
🟢 Writing An Email
🟢 Blogs
🟢 Study Buddy
🟡 Coding Assistance
🟡 Digital Marketing
🟢 Finding Emojis
🟢 Contracts
🟢 Different Writing Styles
🟢 Summarizing Text
🟢 Zapier for Emails
🧙♂️ Intermediate
🟢 Chain of Thought Prompting
🟢 Zero Shot Chain of Thought
🟡 Self-Consistency
🟡 Generated Knowledge
🟡 Least to Most Prompting
🟡 Dealing With Long Form Content
🟡 Revisiting Roles
🟢 What's in a Prompt?
🧪 Applied Prompting
🟢 Introduction
🟢 Multiple Choice Questions
🟢 Solve Discussion Questions
🟢 Build ChatGPT from GPT-3
🟢 Chatbot + Knowledge Base
🚀 Advanced Applications
Here are key points about prompt engineering:
1. Purpose of Prompt Engineering:
- Generative AI models, such as language models, rely on prompts to understand user intent.
- Well-crafted prompts lead to better results by guiding the model's behavior.
2. Techniques in Prompt Engineering:
- Tokenization: Breaking down input into tokens for processing.
- Model Parameter Tuning: Adjusting model parameters to influence responses.
- Top-k Sampling: Selecting the top-k most likely tokens during generation.
3. Benefits of Effective Prompt Engineering:
- Optimized outputs with minimal post-generation effort.
- Bridging the gap between raw queries and meaningful AI-generated responses.
- Reducing the need for manual review and editing.
In summary, prompt engineering empowers AI models to understand user intent and produce relevant content. By fine-tuning prompts, engineers can significantly optimize the quality and relevance of outputs, solving for both specific and general tasks.
[Learn more about prompt engineering](https://www.ibm.com/topics/prompt-engineering)
Source: Conversation with Bing, 4/12/2024
(1) What Is Prompt Engineering? | IBM. https://www.ibm.com/topics/prompt-engineering.
(2) Prompt engineering - Wikipedia. https://en.wikipedia.org/wiki/Prompt_engineering.
(3) What is prompt engineering? | Google Cloud. https://cloud.google.com/discover/what-is-prompt-engineering.
(4) What Is Prompt Engineering? Definition, Types, Best Practices - Techopedia. https://www.techopedia.com/definition/prompt-engineering.
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