March 2025
Intermediate to advanced
352 pages
8h 51m
English
Content preview from Hands-On APIs for AI and Data Science
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Part I. Building APIs for Data Science
Part I of this book walks you step by step through example projects to build APIs using Python and FastAPI and deploy them to the cloud:
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In Chapter 1, you will begin your portfolio project by understanding the user needs and selecting use cases to fulfill.
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In Chapter 2, you will select an API architecture and start creating an API to fulfill the needs of data scientists.
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In Chapter 3, you will create your database using SQLite, create Python code to read the database with SQLAlchemy, and perform unit testing with Pytest.
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In Chapter 4, you will create the FastAPI code to use this data and publish it as a REST API.
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In Chapter 5, you will document your API using FastAPI’s built-in capabilities.
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In Chapter 6, you will deploy your API to the cloud using Render and Amazon Web Services (AWS).
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In Chapter 7, you will create a software development kit (SDK) to make your API easier for Python developers to use.
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.