Integrating AI Image Generation into Web Apps

Course details

Want to integrate image generation models into your JavaScript development workflow? Tune into this intermediate-level course and learn how to turn your ideas into high-resolution, photorealistic images with the power of AI. Instructor Sandy Ludosky covers methods for interacting with images provided by the OpenAI DALL·E 2 and DALL·E 3 models, focusing on creating original images from text prompts, editing and extending images, and generating variations of existing images. Sandy steps through how to use the Replicate API to run Stable Diffusion models, which are capable of generating photorealistic images from text inputs. She also provides hands-on exercises, challenging you to create an image gallery using React and generate videos from images using a research-only model.

Learning objectives
Integrate the Images API endpoints to create new images from scratch and edit existing ones.
Generate artwork with popular generative models like DALL·E and Stable Diffusion.
Learn how to write high-quality prompts—both simple and advanced—to turn your ideas into images.

Concepts

0. Introduction

01 - Integrate AI image generation into web apps
02 - What you should know
03 - Tools and exercise files

1. Learn to Generate and Manipulate Images with AI

04 - Discovering the OpenAI API and other image generation models
05 - Creating images from text
06 - Creating and saving images
07 - Editing images with a simple prompt
08 - Creating variations from an existing image
09 - Challenge - Image generator and gallery
10 - Solution part 1 - Create new images
11 - Solution part 2 - Display images

2. AI Art with the Replicate API and Stable Diffusion

12 - Discover the Replicate API
13 - Install the Replicate Node.js client library
14 - Get an API key to run the model
15 - Text-to-image - Generate photo-realistic images
16 - Image-to-image - Generate new images from existing ones
17 - Image-to-video - Generate animated images

3. LangChain - Build Applications Powered by LLM and Image Models

18 - Getting started with the LangChain framework
19 - Define and structure instruction with ChatPromptTemplate
20 - Create chains and combine components
21 - Generate images with the Stable Diffusion model

4. Understand Images with Vision

22 - GPT-4 Vision and web apps
23 - Processing and describing an image with GPT-4 Vision
24 - GPT-4 Vision limitations and other considerations

Conclusion

25 - Summary and next steps