Hands-on APIs for AI and data science

Python development with Fastapi

Ryan Day (Autor)

Buch | Softcover

325 Seiten

2025 | 1. Auflage
O'Reilly Media (Verlag)
978-1-0981-6441-6 (ISBN)

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To succeed in AI and data science, you must first master APIs. API skills are essential for AI and data science success. With this book, data scientists and software developers will gain hands-on experience developing and using APIs with the Python programming language and popular frameworks like FastAPI and StreamLit.

To succeed in AI and data science, you must first master APIs. API skills are essential for AI and data science success. With this practical book, data scientists and software developers will gain hands-on experience developing and using APIs with the Python programming language and popular frameworks like FastAPI and StreamLit.

Part 1 takes you step-by-step through coding projects to build APIs using Python and FastAPI and deploy them in the cloud. Part 2 teaches you to consume APIs in a data science project using industry-standard tools. And in Part 3, you'll use ChatGPT, the LangChain framework, and other tools to access your APIs with generative AI and large language models (LLMs).

As you complete the chapters in the book, you'll be creating a professional online portfolio demonstrating your new skill with APIs, AI, and data science.

You'll learn how to:

Design APIs that data scientists and AIs love
Develop APIs using Python and FastAPI
Deploy APIs using multiple cloud providers
Create data science projects such as visualizations and models using APIs as a data source
Access APIs using generative AI and LLMs

Author Ryan Day is a data scientist in the financial services industry and an open source developer.

Ryan Day is an advanced data scientist at the Conference of State Bank Supervisors (CSBS). Previously, he led the digital services division for a federal agency, advancing cloud computing, data science and API development initiatives. An experienced Python and open-source developer, Ryan contributes to the FastAPI project and holds an AWS Solutions Architect certification. He is also a member of the National Association of Business Economics.

Erscheinungsdatum	11.03.2025
Verlagsort	Sebastopol
Sprache	englisch
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Themenwelt	Mathematik / Informatik ► Informatik ► Web / Internet
ISBN-10	1-0981-6441-5 / 1098164415
ISBN-13	978-1-0981-6441-6 / 9781098164416
Zustand	Neuware