Building a Project with the ChatGPT API
1h 56mIntermediate2023-12-22
Authors
Kesha Williams
Software Engineering Manager, Speaker, Tech Blogger
Course details
Generative models produced by OpenAPI, like ChatGPT, have rapidly advanced AI development, particularly the ability to incorporate AI into applications. In this hands-on course, instructor Kesha Williams takes a deep dive into the world of OpenAI's powerful language models, equipping you with the technical know-how you need to leverage their full potential and create innovative AI-driven solutions.
Explore various features including text summarization and generation, conversational agents, chatbot development, image generation and manipulation, and more. By the end of this course, you'll have a solid understanding of the OpenAI API, its capabilities, and associated pricing models to start building scalable cost-effective solutions. Along the way, Kesha shows you how to integrate AI into your everyday projects, utilizing the power of OpenAI to create more intelligent, personalized experiences.
Explore various features including text summarization and generation, conversational agents, chatbot development, image generation and manipulation, and more. By the end of this course, you'll have a solid understanding of the OpenAI API, its capabilities, and associated pricing models to start building scalable cost-effective solutions. Along the way, Kesha shows you how to integrate AI into your everyday projects, utilizing the power of OpenAI to create more intelligent, personalized experiences.
Skills covered
Mobile Device ManagementChatGPTNatural Language Processing (NLP)OpenAIFull-Stack Web DevelopmentGenerative AIArtificial Intelligence (AI)Web DevelopmentNetwork and System AdministrationOne-Off
Concepts
0. Introduction
- 01 - Introduction to the OpenAI API
- 02 - Review the OpenAI API scenario
1. Understanding the OpenAI Platform
- 03 - Explore the OpenAI platform
- 04 - Understand generative AI models
- 05 - Access models using the OpenAI API
2. Exploring the OpenAI API
- 06 - Create chatbots using chat completion
- 07 - Generate text using text completion
- 08 - Measure relatedness using embeddings
- 09 - Turn audio into text using Whisper
- 10 - Generate images using DALL-E
- 11 - Customize a model using fine-tuning
- 12 - Examine key concepts
- 13 - Understand pricing models
3. Setting Up Your Environment
- 14 - Install Python and Jupyter Notebook
- 15 - Sign up for an OpenAI API account
- 16 - Test the APIs
4. Writing a Prompt for ChatGPT
- 17 - Explore chat completion API call
- 18 - Review chat completion API response
- 19 - Challenge - Build a dialog using chat completion
- 20 - Solution - Build a dialog using chat completion
5. Constructing a Multi-Turn Conversation with ChatGPT
- 21 - Construct a multi-turn conversation
- 22 - Challenge - Generate tweet content using chat completion
- 23 - Solution - Generate tweet content using chat completion
6. Generating an Image Using DALL-E
- 24 - Explore images API call
- 25 - Review images API response
- 26 - Challenge - Generate images using images API
- 27 - Solution - Generate images using images API
7. Integrating with the Twitter API
- 28 - Sign up for a Twitter API account
- 29 - Explore Twitter API call and response
- 30 - Challenge - Post a tweet using the Twitter API
- 31 - Solution - Post a tweet using the Twitter API
8. Troubleshooting Errors and Getting Help
- 32 - Understand common error codes
- 33 - Get help from the community
9. Effectively Managing API Costs
- 34 - Manage your spend
Conclusion
- 35 - Your OpenAI API journey