AI For Medical Treatment

Intermediate Level
2 weeks at 10 hours a week
Flexible Schedule

Pranav Rajpurkar , Bora Uyumazturk , Amirhossein Kiani , Eddy Shyu

What You’ll Learn

Estimate treatment effects using data from randomized control trials

Explore methods to interpret diagnostic and prognostic models

Apply natural language processing to extract information from unstructured medical data

Skills You’ll Gain

Statistical Analysis Treatment Planning Deep Learning Precision Medicine Text Mining Patient Treatment Applied Machine Learning Artificial Intelligence and Machine Learning (AI/ML) Clinical Trials Predictive Modeling Large Language Modeling Natural language processing Data analysis Medical Terminology Machine Learning Health Informatics Medical Science and Research

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Develop Your Specialized Knowledge

Learn new concepts from industry experts

Gain a foundational understanding of a subject or tool

Develop job-relevant skills with hands-on projects

Earn a shareable career certificate

There are 3 modules in this course

In this week, you will learn: How to analyze data from a randomized control trial, interpreting multivariate models, evaluating treatment effect models, and interpreting ML models for treatment effect estimation.

In this week, you will learn how to extract disease labels from clinical reports, and also question answering with BERT.

In this week, you will learn how to interpret deep learning models, and also feature importance in machine learning.