Unlock the full potential of generative AI and become a master of prompt engineering. Dive deeper into how you can use In-context Learning to build better and more reliable prompts. See how Retrieval Augmented Generation (RAG) works and what can go wrong that you can counteract with fact-checkable prompt formats. Overcome your struggles in getting the right output from generative AI models with template-based output formats to achieve precision in your interactions with AI models. Tap into powerful AI capabilities for tasks ranging from social media comment analysis to survey results interpretation and beyond. This course will empower you with the skills needed to build exceptional prompts, using simple techniques, such as preference-driven refinement, and become and expert in leveraging generative AI for productivity and creativity.
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Unlock the full potential of generative AI and become a master of prompt engineering. Dive deeper into how you can use In-context Learning to build better and more reliable prompts. See how Retrieval Augmented Generation (RAG) works and what can go wrong that you can counteract with fact-checkable prompt formats. Overcome your struggles in getting the right output from generative AI models with template-based output formats to achieve precision in your interactions with AI models. Tap into powerful AI capabilities for tasks ranging from social media comment analysis to survey results interpretation and beyond. This course will empower you with the skills needed to build exceptional prompts, using simple techniques, such as preference-driven refinement, and become and expert in leveraging generative AI for productivity and creativity.
Unlock the full potential of generative AI and become a master of prompt engineering. Dive deeper into how you can use In-context Learning to build better and more reliable prompts. See how Retrieval Augmented Generation (RAG) works and what can go wrong that you can counteract with fact-checkable prompt formats. Overcome your struggles in getting the right output from generative AI models with template-based output formats to achieve precision in your interactions with AI models. Tap into powerful AI capabilities for tasks ranging from social media comment analysis to survey results interpretation and beyond. This course will empower you with the skills needed to build exceptional prompts, using simple techniques, such as preference-driven refinement, and become and expert in leveraging generative AI for productivity and creativity.
What You Will Learn:
In-Context Learning: Understand how to provide context within prompts to guide AI models towards more accurate and relevant outputs. Learn techniques to embed contextual information that enhances the model’s understanding and performance.
Retrieval Augmented Generation (RAG): Explore how to integrate retrieval systems with generative models to provide more precise and informed responses. This module covers the mechanisms to combine the strengths of both retrieval and generation.
Template Pattern and Examples: Master the art of crafting template-based prompts to achieve consistent and desired outputs. Learn how to tell generative AI to fit its output into your format and overcome struggles with getting exactly what you want.
Tapping Into AI Capabilities for Everyday Use: Delve into practical applications such as analyzing social media comments, interpreting survey results, and other everyday tasks where generative AI can make a significant impact. Gain hands-on experience with real-world examples.
Building Great Prompts: Discover simple methods for constructing effective prompts. Learn how preference-driven refinement can elevate your prompt engineering skills, ensuring that outputs meet your exact needs and preferences.
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Syllabus
Writing & In-context Learning
Think More, Not Less, Prompting for Options
Prompt Engineering: Machine Learning for Everyone
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Activities
Review the basics of natural language processing
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Refreshing your knowledge of natural language processing will help you better understand the concepts discussed in the course and improve your ability to use generative AI models.
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Natural Language Processing
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-
Read articles and blog posts about natural language processing.
-
Watch videos and tutorials on natural language processing.
-
Complete practice exercises on natural language processing.
Watch tutorials on prompt engineering from PromptBase
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PromptBase is a website that provides free tutorials and resources on prompt engineering. Watching these tutorials will help you learn the basics of prompt engineering and get started using generative AI models.
Browse courses on
Prompt Engineering
Show steps
-
Visit the PromptBase website.
-
Watch the 'Introduction to Prompt Engineering' tutorial.
-
Watch the 'How to Write Effective Prompts' tutorial.
Review the basics of generative AI
Show steps
Recall concepts like neural networks, deep learning, and language models to provide a solid foundation for understanding advanced generative AI techniques.
Browse courses on
Generative AI
Show steps
-
Revisit materials from previous courses or online resources on generative AI
-
Complete practice exercises to reinforce your understanding of the fundamentals
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Read 'Deep Learning' by Ian Goodfellow, Yoshua Bengio and Aaron Courville
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This book provides a comprehensive overview of deep learning, covering its theoretical foundations and practical applications. Reading it will give you a strong foundation in the field and help you better understand the concepts discussed in the course.
View
Deep Learning
on Amazon
Show steps
-
Read the introductory chapters to get an overview of deep learning.
-
Work through the exercises in the book to practice applying deep learning techniques.
-
Attend the course lectures and discussion forums to supplement your understanding of the material in the book.
Attend a meetup or conference on generative AI
Show steps
Attending a meetup or conference on generative AI will allow you to connect with other professionals in the field and learn about the latest trends and developments.
Browse courses on
Generative AI
Show steps
-
Find a meetup or conference on generative AI to attend.
-
Register for the event.
-
Attend the event and participate in the discussions.
-
Follow up with any new contacts you make.
Practice prompt engineering with Hugging Face's Coursere
Show steps
Coursere is a free online platform that provides interactive exercises and tutorials on prompt engineering. Practicing with Coursere will help you develop your skills in crafting effective prompts and improve your ability to use generative AI models.
Browse courses on
Prompt Engineering
Show steps
-
Create an account on the Coursere website.
-
Enroll in the 'Prompt Engineering' course.
-
Complete the exercises and tutorials in the course.
Explore in-context learning techniques
Show steps
Learn how to provide context within prompts to guide AI models towards more accurate and relevant outputs.
Show steps
-
Follow online tutorials and workshops on in-context learning
-
Practice using in-context learning techniques in your own projects
Review your notes from the course
Show steps
Reviewing your notes will help you solidify your understanding of the course material and identify any areas where you need additional support.
Show steps
-
Set aside some time to review your notes.
-
Read through your notes carefully and make sure you understand everything.
-
Identify any areas where you need additional support.
-
Seek out additional resources to help you understand these areas.
Build a project using retrieval augmented generation (RAG)
Show steps
Gain hands-on experience in integrating retrieval systems with generative models to enhance the precision and informativeness of responses.
Browse courses on
Retrieval Augmented Generation
Show steps
-
Identify a problem or task that can be solved using RAG
-
Design and implement a RAG system
-
Evaluate the performance of your RAG system
Attend a workshop on leveraging generative AI for productivity and creativity
Show steps
Gain practical insights and hands-on experience in applying generative AI tools and techniques to enhance your productivity and creativity.
Browse courses on
Generative AI Applications
Show steps
-
Identify and attend a relevant workshop or conference
-
Participate actively in the workshop and engage with experts
Write a blog post about your experience using generative AI
Show steps
Writing a blog post about your experience using generative AI will help you reflect on what you've learned and share your knowledge with others. It will also help you improve your writing skills.
Browse courses on
Generative AI
Show steps
-
Choose a topic for your blog post.
-
Write an outline for your blog post.
-
Write the first draft of your blog post.
-
Edit and revise your blog post.
-
Publish your blog post.
Participate in a prompt engineering competition
Show steps
Participating in a prompt engineering competition will challenge you to develop your skills and test your knowledge. It will also give you the opportunity to win prizes and recognition for your work.
Browse courses on
Prompt Engineering
Show steps
-
Find a prompt engineering competition to participate in.
-
Develop your prompt engineering skills.
-
Submit your entry to the competition.
-
Wait for the results of the competition.
-
Reflect on your experience and learn from your mistakes.
Review the basics of natural language processing
Show steps
Refreshing your knowledge of natural language processing will help you better understand the concepts discussed in the course and improve your ability to use generative AI models.
Browse courses on
Natural Language Processing
Show steps
- Read articles and blog posts about natural language processing.
- Watch videos and tutorials on natural language processing.
- Complete practice exercises on natural language processing.
Watch tutorials on prompt engineering from PromptBase
Show steps
PromptBase is a website that provides free tutorials and resources on prompt engineering. Watching these tutorials will help you learn the basics of prompt engineering and get started using generative AI models.
Browse courses on
Prompt Engineering
Show steps
- Visit the PromptBase website.
- Watch the 'Introduction to Prompt Engineering' tutorial.
- Watch the 'How to Write Effective Prompts' tutorial.
Review the basics of generative AI
Show steps
Recall concepts like neural networks, deep learning, and language models to provide a solid foundation for understanding advanced generative AI techniques.
Browse courses on
Generative AI
Show steps
- Revisit materials from previous courses or online resources on generative AI
- Complete practice exercises to reinforce your understanding of the fundamentals
Read 'Deep Learning' by Ian Goodfellow, Yoshua Bengio and Aaron Courville
Show steps
This book provides a comprehensive overview of deep learning, covering its theoretical foundations and practical applications. Reading it will give you a strong foundation in the field and help you better understand the concepts discussed in the course.
View
Deep Learning
on Amazon
Show steps
- Read the introductory chapters to get an overview of deep learning.
- Work through the exercises in the book to practice applying deep learning techniques.
- Attend the course lectures and discussion forums to supplement your understanding of the material in the book.
Attend a meetup or conference on generative AI
Show steps
Attending a meetup or conference on generative AI will allow you to connect with other professionals in the field and learn about the latest trends and developments.
Browse courses on
Generative AI
Show steps
- Find a meetup or conference on generative AI to attend.
- Register for the event.
- Attend the event and participate in the discussions.
- Follow up with any new contacts you make.
Practice prompt engineering with Hugging Face's Coursere
Show steps
Coursere is a free online platform that provides interactive exercises and tutorials on prompt engineering. Practicing with Coursere will help you develop your skills in crafting effective prompts and improve your ability to use generative AI models.
Browse courses on
Prompt Engineering
Show steps
- Create an account on the Coursere website.
- Enroll in the 'Prompt Engineering' course.
- Complete the exercises and tutorials in the course.
Explore in-context learning techniques
Show steps
Learn how to provide context within prompts to guide AI models towards more accurate and relevant outputs.
Show steps
- Follow online tutorials and workshops on in-context learning
- Practice using in-context learning techniques in your own projects
Review your notes from the course
Show steps
Reviewing your notes will help you solidify your understanding of the course material and identify any areas where you need additional support.
Show steps
- Set aside some time to review your notes.
- Read through your notes carefully and make sure you understand everything.
- Identify any areas where you need additional support.
- Seek out additional resources to help you understand these areas.
Build a project using retrieval augmented generation (RAG)
Show steps
Gain hands-on experience in integrating retrieval systems with generative models to enhance the precision and informativeness of responses.
Browse courses on
Retrieval Augmented Generation
Show steps
- Identify a problem or task that can be solved using RAG
- Design and implement a RAG system
- Evaluate the performance of your RAG system
Attend a workshop on leveraging generative AI for productivity and creativity
Show steps
Gain practical insights and hands-on experience in applying generative AI tools and techniques to enhance your productivity and creativity.
Browse courses on
Generative AI Applications
Show steps
- Identify and attend a relevant workshop or conference
- Participate actively in the workshop and engage with experts
Write a blog post about your experience using generative AI
Show steps
Writing a blog post about your experience using generative AI will help you reflect on what you've learned and share your knowledge with others. It will also help you improve your writing skills.
Browse courses on
Generative AI
Show steps
- Choose a topic for your blog post.
- Write an outline for your blog post.
- Write the first draft of your blog post.
- Edit and revise your blog post.
- Publish your blog post.
Participate in a prompt engineering competition
Show steps
Participating in a prompt engineering competition will challenge you to develop your skills and test your knowledge. It will also give you the opportunity to win prizes and recognition for your work.
Browse courses on
Prompt Engineering
Show steps
- Find a prompt engineering competition to participate in.
- Develop your prompt engineering skills.
- Submit your entry to the competition.
- Wait for the results of the competition.
- Reflect on your experience and learn from your mistakes.
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