October 2018
Intermediate to advanced
134 pages
2h 39m
English
Content preview from Machine Learning for Healthcare Analytics Projects
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Autism Screening with Machine Learning
An early diagnosis of neurodevelopmental disorders can improve treatment and significantly decrease associated healthcare costs. In this chapter, we will use supervised learning to diagnose Autistic Spectrum Disorder (ASD) based on behavioral features and individual characteristics. More specifically, we will build and deploy a neural network using the Keras API.
We will cover the following topics in this chapter:
- ASD screening using machine learning
- Introducing the dataset
- Splitting the dataset into training and testing datasets
- Building the network
- Testing the network
- Solving overfitting issues using dropout regularization
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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.