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- access to all Manning books, including MEAPs!
team
5, 10 or 20 seats+ for your team - learn more
Look inside
In this liveProject, you’ll develop a machine learning model that can make a personalized prediction of whether an individual has COVID-19. You’ll work with a fictional audio dataset of digital footprints from smart phones, applying logistic regression and decision trees to turn this dataset into a COVID-19 predictor. You’ll learn how to formulate a ML problem by identifying data points, and their features and labels, so that you can take advantage of ready-made ML methods.
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 data science
- Basics of machine learning (logistic regression, decision tree methods of scikit-learn)
you will learn
In this liveProject, you’ll learn how to formulate a machine learning data problem for an accurate solution. Correctly defining data problems is one of the big challenges of machine learning, with the subsequent solution taking much less time!- Basic flow control in Python
- Create and manipulate figures in Python
- Create and manipulate NumPyarrays to represent matrices and vectors
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.
choose your plan
pro
monthly
annual
$24.99
$249.99
only $20.83 per month
- 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
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Handling Sensitive Data project for free
Handling Sensitive Data 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
-
![]()
Handling Sensitive Data project for free
