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Prompt Engineering for ChatGPT

 5 months ago
source link: https://www.coursera.org/learn/prompt-engineering
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There are 6 modules in this course

ChatGPT and other large language models are going to be more important in your life and business than your smartphone, if you use them right. ChatGPT can tutor your child in math, generate a meal plan and recipes, write software applications for your business, help you improve your personal cybersecurity, and that is just in the first hour that you use it. This course will teach you how to be an expert user of these generative AI tools. The course will show amazing examples of how you can tap into these generative AI tools' emergent intelligence and reasoning, how you can use them to be more productive day to day, and give you insight into how they work.

Large language models respond to instructions and questions posed by users in natural language statements, known as “prompts”. Although large language models will disrupt many fields, most users lack the skills to write effective prompts. Expert users, who understand how to write good prompts, are orders of magnitude more productive and can unlock significantly more creative uses for these tools.

This course introduces students to the patterns and approaches for writing effective prompts for large language models. Anyone can take the course and the only required knowledge is basic computer usage skills, such as using a browser and accessing ChatGPT. Students will start with basic prompts and build towards writing sophisticated prompts to solve problems in any domain. By the end of the course, students will have strong prompt engineering skills and be capable of using large language models for a wide range of tasks in their job, business, personal life, and education, such as writing, summarization, game play, planning, simulation, and programming.

What's included

6 videos1 assignment

6 videos•Total 49 minutes
  • Motivating Example: Building a Meal Plan with a Fusion of Food from Ethiopia and Uzbekistan that is Keto•11 minutes•Preview module
  • Overview of the Course•10 minutes
  • Motivating Example: Act as a Speech Pathologist•7 minutes
  • Setting Up an Account and Using ChatGPT•5 minutes
  • What are Large Language Models?•10 minutes
  • Randomness in Output•4 minutes
1 assignment•Total 60 minutes
  • Creating Your First Prompts•60 minutes

What's included

9 videos5 readings2 assignments

9 videos•Total 92 minutes
  • What is a Prompt?•12 minutes•Preview module
  • Intuition Behind Prompts•14 minutes
  • Everyone Can Program with Prompts•6 minutes
  • Prompt Patterns•4 minutes
  • The Persona Pattern•13 minutes
  • Introducing New Information to the Large Language Model•7 minutes
  • Prompt Size Limitations•8 minutes
  • Prompts are a Tool for Repeated Use•13 minutes
  • Root Prompts•10 minutes
5 readings•Total 50 minutes
  • Reading a Prompt Pattern•10 minutes
  • Format of the Persona Pattern•10 minutes
  • Learn More About Prompt Patterns•10 minutes
  • Staying Connected & Learning More•10 minutes
  • What to Take After or With this Course•10 minutes
2 assignments•Total 120 minutes
  • Applying the Persona Pattern•60 minutes
  • Creating Prompts with New Information•60 minutes

What's included

4 videos4 readings1 assignment

4 videos•Total 33 minutes
  • Question Refinement Pattern•6 minutes•Preview module
  • Cognitive Verifier Pattern•9 minutes
  • Audience Persona Pattern•8 minutes
  • Flipped Interaction Pattern•8 minutes
4 readings•Total 40 minutes
  • Format of the Question Refinement Pattern•10 minutes
  • Format of the Cognitive Verifier Pattern•10 minutes
  • Format of the Audience Persona Pattern•10 minutes
  • Format of the Flipped Interaction Pattern•10 minutes
1 assignment•Total 60 minutes
  • Applying Prompt Patterns I•60 minutes

What's included

7 videos2 readings1 assignment

7 videos•Total 64 minutes
  • Few-shot Examples•6 minutes•Preview module
  • Few-shot Examples for Actions•6 minutes
  • Few-Shot Examples with Intermediate Steps•9 minutes
  • Writing Effective Few-Shot Examples•10 minutes
  • Chain of Thought Prompting•11 minutes
  • ReAct Prompting•11 minutes
  • Using Large Language Models to Grade Each Other•8 minutes
2 readings•Total 20 minutes
  • Learn More About Chain of Thought Prompting•10 minutes
  • Learn More About ReAct•10 minutes
1 assignment•Total 60 minutes
  • Applying Few-Shot Examples Concepts•60 minutes

What's included

5 videos5 readings1 assignment

5 videos•Total 59 minutes
  • Game Play Pattern•16 minutes•Preview module
  • Template Pattern•12 minutes
  • Meta Language Creation Pattern•9 minutes
  • Recipe Pattern•7 minutes
  • Alternative Approaches Pattern•14 minutes
5 readings•Total 50 minutes
  • Format of the Game Play Pattern•10 minutes
  • Format of the Template Pattern•10 minutes
  • Format of the Meta Language Creation Pattern•10 minutes
  • Format of the Recipe Pattern•10 minutes
  • Format of the Alternative Approaches Pattern•10 minutes
1 assignment•Total 60 minutes
  • Applying Prompt Patterns II•60 minutes

What's included

8 videos7 readings1 assignment

8 videos•Total 54 minutes
  • Ask for Input Pattern•5 minutes•Preview module
  • Combining Patterns•4 minutes
  • Outline Expansion Pattern•10 minutes
  • Menu Actions Pattern•8 minutes
  • Fact Check List Pattern•7 minutes
  • Tail Generation Pattern•6 minutes
  • Semantic Filter Pattern•7 minutes
  • Course Conclusion & Thank You•4 minutes
7 readings•Total 70 minutes
  • Format of the Ask for Input Pattern•10 minutes
  • Format of the Outline Expansion Pattern•10 minutes
  • Format of the Menu Actions Pattern•10 minutes
  • Format of the Fact Check List Pattern•10 minutes
  • Tail Generation Pattern•10 minutes
  • Format of the Semantic Filter Pattern•10 minutes
  • Continue Learning About Prompt Engineering•10 minutes
1 assignment•Total 180 minutes
  • Creating a Prompt-based Application•180 minutes

Instructor

Instructor ratings

Instructor ratings

We asked all learners to give feedback on our instructors based on the quality of their teaching style.

4.9 (945 ratings)
Dr. Jules White

Top Instructor

Vanderbilt University
14 Courses•293,114 learners

Offered by

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Offered by

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Vanderbilt University

Vanderbilt University, located in Nashville, Tenn., is a private research university and medical center offering a full-range of undergraduate, graduate and professional degrees.


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