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Look inside
In this liveProject, you’ll apply the federated learning machine learning paradigm to compute a personalized infection risk diagnosis for COVID-19. Federated learning is an ML paradigm that learns from decentralized data via distributed computing environments. The risk diagnosis will come from a tailored classifier that is trained separately for each individual, by combining gradient descent with a network averaging method. You’ll then develop a federate learning algorithm that can be implemented by scalable passing messages over the contact network.
This project is designed for learning purposes and is not a complete, production-ready application or solution.
book resources
When you start your liveProject, you get full access to the following books for 90 days.
prerequisites
This liveProject is for Python data scientists interested in applying big data analytics to public healthcare. To begin this liveProject you will need to be familiar with the following:TOOLS
- Intermediate Python (declaring variables, loops, branches, debugging, importing modules)
- Basics of Matplotlib
- Basics of NumPy
- Basics of GeoPy
- Basics of NetworkX
- Basics of data science (logistic regression, gradient descent, using networks, distributed algorithms to compute gradients)
you will learn
In this liveProject, you’ll explore federated learning algorithms by combining gradient descent for logistic regression with network averaging methods. These algorithms can be used to create personalized predictions for individuals.- Use NetworkX to jointly represent network structured data and models
- Learn the weights of a linear classifier using gradient descent
- Implement a Federated Learning algorithm by combining gradient descent with a simple averaging scheme
features
- Self-paced
- You choose the schedule and decide how much time to invest as you build your project.
- Project roadmap
- Each project is divided into several achievable steps.
- Get Help
- While within the liveProject platform, get help from other participants and our expert mentors.
- Compare with others
- For each step, compare your deliverable to the solutions by the author and other participants.
- book resources
- Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.
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Personalized Diagnosis of Symptoms project for free
Personalized Diagnosis of Symptoms project for free
team
monthly
annual
$49.99
$499.99
only $41.67 per month
- five seats for your team
- access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
- choose another free product every time you renew
- choose twelve free products per year
- exclusive 50% discount on all purchases
-
![]()
Personalized Diagnosis of Symptoms project for free
