- model interpretation
- Image Segmentation
- natural language extraction
- Machine Learning
- time-to-event modeling
- Deep Learning
- model evaluation
- Multi-class classification
- Random Forest
- model tuning
- treatment effect estimation
- machine learning interpretation
What you will learn
Diagnose diseases from x-rays and 3D MRI brain images
Predict patient survival rates more accurately using tree-based models
Estimate treatment effects on patients using data from randomized trials
Automate the task of labeling medical datasets using natural language processing
Skills you will gain
About this Specialization
Applied Learning Project
Medicine is one of the fastest-growing and important application areas, with unique challenges like handling missing data. You’ll start by learning the nuances of working with 2D and 3D medical image data. You’ll then apply tree-based models to improve patient survival estimates. You’ll also use data from randomized trials to recommend treatments more suited to individual patients. Finally, you’ll explore how natural language extraction can more efficiently label medical datasets.
How the Specialization Works
A Coursera Specialization is a series of courses that helps you master a skill. To begin, enroll in the Specialization directly, or review its courses and choose the one you'd like to start with. When you subscribe to a course that is part of a Specialization, you’re automatically subscribed to the full Specialization. It’s okay to complete just one course — you can pause your learning or end your subscription at any time. Visit your learner dashboard to track your course enrollments and your progress.
Every Specialization includes a hands-on project. You'll need to successfully finish the project(s) to complete the Specialization and earn your certificate. If the Specialization includes a separate course for the hands-on project, you'll need to finish each of the other courses before you can start it.
Earn a Certificate
When you finish every course and complete the hands-on project, you'll earn a Certificate that you can share with prospective employers and your professional network.
There are 3 Courses in this Specialization
AI for Medical Diagnosis
AI for Medical Prognosis
AI For Medical Treatment
Frequently Asked Questions
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