February 2024
Intermediate to advanced
350 pages
7h 4m
English
Content preview from Web App Development Made Simple with Streamlit
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8
Advanced Environment Setup and Package Management for Building an AI-Powered Web App
In Chapters 8 through 12, we will be building a new web app together: a tool that can detect the presence of COVID-19 from an image. To do so, we will leverage a pre-trained model (we are not delving into AI and model training but just using a pre-trained convolutional neural network) and in this way, we will learn how to integrate our AI models into our web applications by building up an entire set of services around them!
In very few words, a pre-trained model is an AI model that has been trained previously by someone else in order to make predictions – for example, classifications or regressions. To train the model, a dataset of cases related to the problem ...
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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.