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Essentials of Prompt Engineering
AWS Instructor
AWS Instructor
In this course, you will be introduced to the fundamentals of crafting effective prompts. You will gain an understanding of how to refine and optimize prompts for a range of use cases. You will also explore techniques like zero-shot, few-shot, and chain-of-thought prompting. Finally, you will learn to identify potential risks associated with prompt engineering.
Register for this course and see more details by visiting:
OpenCourser.com/course/6eg1yk/essentials
What's inside
Syllabus
Essentials of Prompt Engineering
Good to know
Good to know
Know what's good ,
what to watch for , and
possible dealbreakers
Suitable for learners with zero previous exposure to prompt engineering
Increases skills in areas relevant to data scientists and analysts
Real-world use case examples provide practical applications
Taught by AWS instructors who actively work in the field
Provides a foundational understanding of prompt engineering
Covers advanced techniques such as zero-shot, few-shot, and chain-of-thought prompting
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Activities
Be better prepared
before
your course. Deepen your understanding
during
and
after
it. Supplement your coursework and achieve mastery of the topics covered
in Essentials of Prompt Engineering with these
activities:
Explore online tutorials and resources on prompt engineering
Show steps
Exploring existing resources on prompt engineering will provide you with additional insights and best practices to enhance your understanding.
Browse courses on
Prompt Engineering
Show steps
-
Search for online tutorials and articles on prompt engineering.
-
Identify reputable sources and experienced practitioners.
-
Follow along with the tutorials and apply the techniques to your own prompts.
Review Prompt Engineering Fundamentals
Show steps
Reviewing the fundamentals of prompt engineering helps you better understand the course content.
Browse courses on
Prompt Engineering
Show steps
-
Revisit the course description and syllabus.
-
Read through the provided learning materials.
-
Take notes on key concepts and definitions.
Participate in a Prompt Engineering Study Group
Show steps
Engaging in peer discussions helps you clarify concepts and gain diverse perspectives on prompt engineering.
Browse courses on
Natural Language Processing
Show steps
-
Form or join a study group with fellow learners.
-
Meet regularly to discuss course materials and share knowledge.
-
Work together on projects and assignments.
Ten other activities
Expand to see all activities and additional details
Show all 13 activities
Practice writing prompts for different use cases
Show steps
Practicing writing prompts will help you develop a strong understanding of the principles and techniques involved in crafting effective prompts.
Browse courses on
Prompt Engineering
Show steps
-
Identify a specific use case for which you want to write a prompt.
-
Brainstorm different ways to approach the prompt.
-
Write a draft of the prompt.
-
Refine and optimize the prompt.
Attend a Prompt Engineering Workshop
Show steps
Attending a prompt engineering workshop provides an opportunity to learn from experts and network with professionals.
Browse courses on
Natural Language Processing
Show steps
-
Research and identify relevant prompt engineering workshops.
-
Register for the workshop and attend the sessions.
-
Take notes and engage in discussions with other participants.
Create a step-by-step guide to creating effective prompts
Show steps
Creating a guide will allow you to organize and solidify your understanding of the different elements and considerations of effective prompts.
Browse courses on
Prompt Engineering
Show steps
-
Review the course materials on prompt engineering.
-
Identify the different types of prompts.
-
Break down each type of prompt into its components.
-
Provide examples of good and bad prompts.
-
Write a step-by-step guide to creating effective prompts.
Engage in discussions on prompt engineering forums and communities
Show steps
Participating in discussions will expose you to diverse perspectives and allow you to learn from the experiences of others in the field.
Browse courses on
Prompt Engineering
Show steps
-
Join online forums and communities dedicated to prompt engineering.
-
Introduce yourself and share your interests.
-
Participate in discussions and ask questions.
-
Share your knowledge and insights with others.
Practice Prompt Optimization
Show steps
Practicing prompt optimization techniques helps you develop proficiency in crafting effective prompts.
Browse courses on
Prompt Optimization
Show steps
-
Use the provided online tools or platforms for prompt optimization.
-
Experiment with different prompt variations.
-
Analyze the results and identify patterns.
Explore Zero-Shot and Few-Shot Prompting
Show steps
Exploring zero-shot and few-shot prompting techniques helps you understand their capabilities and limitations.
Show steps
-
Identify online tutorials and resources on zero-shot and few-shot prompting.
-
Follow the tutorials and experiment with the techniques.
-
Analyze the results and compare the effectiveness of different approaches.
Develop a prompt-based chatbot
Show steps
Building a chatbot will require you to have a deep understanding of the different prompt types and how to use them effectively.
Browse courses on
Prompt Engineering
Show steps
-
Choose the programming language and platform you want to use.
-
Design the architecture of your chatbot.
-
Develop the core functionality of the chatbot.
-
Train the chatbot on a dataset of prompts and responses.
-
Evaluate the performance of the chatbot.
Create a Prompt Engineering Guide
Show steps
Creating a prompt engineering guide helps you synthesize your knowledge and solidify your understanding.
Browse courses on
Natural Language Processing
Show steps
-
Gather information and resources on prompt engineering best practices.
-
Organize the information into a logical structure.
-
Write clear and concise instructions.
-
Provide examples and case studies to illustrate key points.
Contribute to open-source projects related to prompt engineering
Show steps
Contributing to open-source projects will provide you with practical experience and enhance your understanding of the latest advancements in the field.
Browse courses on
Prompt Engineering
Show steps
-
Identify open-source projects related to prompt engineering.
-
Review the project documentation and codebase.
-
Identify areas where you can contribute.
-
Submit a pull request with your contributions.
-
Collaborate with other contributors and maintainers.
Develop a Prompt Engineering Framework
Show steps
Creating a prompt engineering framework helps you organize your knowledge and develop a systematic approach to prompt engineering.
Browse courses on
Natural Language Processing
Show steps
-
Identify the key components of a prompt engineering framework.
-
Design and develop a framework that meets your specific needs.
-
Test and refine the framework through practical applications.
-
Document your framework and share it with others.
Explore online tutorials and resources on prompt engineering
Show steps
Exploring existing resources on prompt engineering will provide you with additional insights and best practices to enhance your understanding.
Browse courses on
Prompt Engineering
Show steps
Show steps
Show steps
- Search for online tutorials and articles on prompt engineering.
- Identify reputable sources and experienced practitioners.
- Follow along with the tutorials and apply the techniques to your own prompts.
Review Prompt Engineering Fundamentals
Show steps
Reviewing the fundamentals of prompt engineering helps you better understand the course content.
Browse courses on
Prompt Engineering
Show steps
Show steps
Show steps
- Revisit the course description and syllabus.
- Read through the provided learning materials.
- Take notes on key concepts and definitions.
Participate in a Prompt Engineering Study Group
Show steps
Engaging in peer discussions helps you clarify concepts and gain diverse perspectives on prompt engineering.
Browse courses on
Natural Language Processing
Show steps
Show steps
Show steps
- Form or join a study group with fellow learners.
- Meet regularly to discuss course materials and share knowledge.
- Work together on projects and assignments.
Ten other activities
Expand to see all activities and additional details
Show all 13 activities
Practice writing prompts for different use cases
Show steps
Practicing writing prompts will help you develop a strong understanding of the principles and techniques involved in crafting effective prompts.
Browse courses on
Prompt Engineering
Show steps
Show steps
Show steps
- Identify a specific use case for which you want to write a prompt.
- Brainstorm different ways to approach the prompt.
- Write a draft of the prompt.
- Refine and optimize the prompt.
Attend a Prompt Engineering Workshop
Show steps
Attending a prompt engineering workshop provides an opportunity to learn from experts and network with professionals.
Browse courses on
Natural Language Processing
Show steps
Show steps
Show steps
- Research and identify relevant prompt engineering workshops.
- Register for the workshop and attend the sessions.
- Take notes and engage in discussions with other participants.
Create a step-by-step guide to creating effective prompts
Show steps
Creating a guide will allow you to organize and solidify your understanding of the different elements and considerations of effective prompts.
Browse courses on
Prompt Engineering
Show steps
Show steps
Show steps
- Review the course materials on prompt engineering.
- Identify the different types of prompts.
- Break down each type of prompt into its components.
- Provide examples of good and bad prompts.
- Write a step-by-step guide to creating effective prompts.
Engage in discussions on prompt engineering forums and communities
Show steps
Participating in discussions will expose you to diverse perspectives and allow you to learn from the experiences of others in the field.
Browse courses on
Prompt Engineering
Show steps
Show steps
Show steps
- Join online forums and communities dedicated to prompt engineering.
- Introduce yourself and share your interests.
- Participate in discussions and ask questions.
- Share your knowledge and insights with others.
Practice Prompt Optimization
Show steps
Practicing prompt optimization techniques helps you develop proficiency in crafting effective prompts.
Browse courses on
Prompt Optimization
Show steps
Show steps
Show steps
- Use the provided online tools or platforms for prompt optimization.
- Experiment with different prompt variations.
- Analyze the results and identify patterns.
Explore Zero-Shot and Few-Shot Prompting
Show steps
Exploring zero-shot and few-shot prompting techniques helps you understand their capabilities and limitations.
Show steps
Show steps
Show steps
- Identify online tutorials and resources on zero-shot and few-shot prompting.
- Follow the tutorials and experiment with the techniques.
- Analyze the results and compare the effectiveness of different approaches.
Develop a prompt-based chatbot
Show steps
Building a chatbot will require you to have a deep understanding of the different prompt types and how to use them effectively.
Browse courses on
Prompt Engineering
Show steps
Show steps
Show steps
- Choose the programming language and platform you want to use.
- Design the architecture of your chatbot.
- Develop the core functionality of the chatbot.
- Train the chatbot on a dataset of prompts and responses.
- Evaluate the performance of the chatbot.
Create a Prompt Engineering Guide
Show steps
Creating a prompt engineering guide helps you synthesize your knowledge and solidify your understanding.
Browse courses on
Natural Language Processing
Show steps
Show steps
Show steps
- Gather information and resources on prompt engineering best practices.
- Organize the information into a logical structure.
- Write clear and concise instructions.
- Provide examples and case studies to illustrate key points.
Contribute to open-source projects related to prompt engineering
Show steps
Contributing to open-source projects will provide you with practical experience and enhance your understanding of the latest advancements in the field.
Browse courses on
Prompt Engineering
Show steps
Show steps
Show steps
- Identify open-source projects related to prompt engineering.
- Review the project documentation and codebase.
- Identify areas where you can contribute.
- Submit a pull request with your contributions.
- Collaborate with other contributors and maintainers.
Develop a Prompt Engineering Framework
Show steps
Creating a prompt engineering framework helps you organize your knowledge and develop a systematic approach to prompt engineering.
Browse courses on
Natural Language Processing
Show steps
Show steps
Show steps
- Identify the key components of a prompt engineering framework.
- Design and develop a framework that meets your specific needs.
- Test and refine the framework through practical applications.
- Document your framework and share it with others.
Career center
Learners who complete Essentials of Prompt Engineering will develop knowledge and skills
that may be useful to these careers:
For more career information including salaries, visit:
OpenCourser.com/course/6eg1yk/essentials
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Via
Coursera
Institution
Amazon Web Services
Instructor
AWS Instructor
Session
August 5, 2024
- August 19, 2024
Language
English
Good to know
Suitable for learners with zero previous exposure to prompt engineering
Increases skills in areas relevant to data scientists and analysts
Real-world use case examples provide practical applications
Taught by AWS instructors who actively work in the field
Provides a foundational understanding of prompt engineering
Covers advanced techniques such as zero-shot, few-shot, and chain-of-thought prompting
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