Building Systems with the ChatGPT API
Instructors: Isa Fulford, Andrew Ng
- Beginner
- 1 Hour 45 Minutes
- 11 Video Lessons
- 9 Code Examples
- Instructors: Isa Fulford, Andrew Ng
What you'll learn
Efficiently build multi-step systems using large language models.
Learn to split complex tasks into a pipeline of subtasks using multistage prompts.
Evaluate your LLM inputs and outputs for safety, accuracy, and relevance.
About this course
In Building Systems with the ChatGPT API, you will learn how to automate complex workflows using chain calls to a large language model. Unlock new development capabilities and improve your efficiency in this brand new short course.
You’ll build:
- Chains of prompts that interact with the completions of prior prompts.
- Systems where Python code interacts with both completions and new prompts.
- A customer service chatbot using all the techniques from this course.
You’ll learn how to apply these skills to practical scenarios, including classifying user queries to a chat agent’s response, evaluating user queries for safety, and processing tasks for chain-of-thought, multi-step reasoning.
This one-hour course, taught by Isa Fulford (OpenAI) and Andrew Ng (DeepLearning.AI), builds on the lessons taught in the popular ChatGPT Prompt Engineering for Developers, though it is not a prerequisite.
Hands-on examples make each concept easy to understand. Built-in Jupyter notebooks allow you to seamlessly experiment with the code and prompts presented in the course.
In collaboration with OpenAI
We are thrilled to offer this course with OpenAI to support developers wanting to grow their skills using generative AI tools. This course reflects the latest understanding of best practices for getting the best performance out of LLM models, and doing so in a responsible way.
Who should join?
Building Systems With The ChatGPT API is beginner-friendly. You only need a basic understanding of Python to be able to complete the course. This course is also suitable for intermediate or advanced machine learning engineers who want to learn cutting-edge prompt engineering skills for LLMs.
Course Outline
11 Lessons・9 Code ExamplesIntroduction
Video・2 mins
Language Models, the Chat Format and Tokens
Video with code examples・19 mins
Classification
Video with code examples・4 mins
Moderation
Video with code examples・8 mins
Chain of Thought Reasoning
Video with code examples・10 mins
Chaining Prompts
Video with code examples・19 mins
Check Outputs
Video with code examples・6 mins
Evaluation
Video with code examples・5 mins
Evaluation Part I
Video with code examples・19 mins
Evaluation Part II
Video with code examples・9 mins
Summary
Video・1 mins
Instructors
Building Systems with the ChatGPT API
- Beginner
- 1 Hour 45 Minutes
- 11 Video Lessons
- 9 Code Examples
- Instructors: Isa Fulford, Andrew Ng
Course access is free for a limited time during the DeepLearning.AI learning platform beta!