Building Data Science Applications with FastAPI, Second Edition
eBook Details:
- Paperback: 422 pages
- Publisher: WOW! eBook; 2nd edition (July 31, 2023)
- Language: English
- ISBN-10: 183763274X
- ISBN-13: 978-1837632749
eBook Description:
Building Data Science Applications with FastAPI, 2nd Edition: Learn all the features and best practices of FastAPI to build, deploy, and monitor powerful data science and AI apps, like object detection or image generation
Building Data Science Applications with FastAPI, Second Edition is the go-to resource for creating efficient and dependable data science API backends. This second edition incorporates the latest Python and FastAPI advancements, along with two new AI projects – a real-time object detection system and a text-to-image generation platform using Stable Diffusion.
The book starts with the basics of FastAPI and modern Python programming. You’ll grasp FastAPI’s robust dependency injection system, which facilitates seamless database communication, authentication implementation, and ML model integration. As you progress, you’ll learn testing and deployment best practices, guaranteeing high-quality, resilient applications.
Throughout the book, you’ll build data science applications using FastAPI with the help of projects covering common AI use cases, such as object detection and text-to-image generation. These hands-on experiences will deepen your understanding of using FastAPI in real-world scenarios.
- Explore the basics of modern Python and async I/O programming
- Get to grips with basic and advanced concepts of the FastAPI framework
- Deploy a performant and reliable web backend for a data science application
- Integrate common Python data science libraries into a web backend
- Integrate an object detection algorithm into a FastAPI backend
- Build a distributed text-to-image AI system with Stable Diffusion
- Add metrics and logging and learn how to monitor them
By the end of this Building Data Science Applications with FastAPI, 2nd Edition book, you’ll be well equipped to maintain, design, and monitor applications to meet the highest programming standards using FastAPI, empowering you to create fast and reliable data science API backends with ease while keeping up with the latest advancements.
