- Introduction to the Course
Online
₹ 449 1,499
Quick facts
particular | details | |
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Medium of instructions
English
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Mode of learning
Self study
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Mode of Delivery
Video and Text Based
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Course and certificate fees
Fees information
₹ 449 ₹1,499
certificate availability
Yes
certificate providing authority
Udemy
The syllabus
Introduction
Introduction to the Healthcare System
- Basic Structure of The Healthcare System
- Physicians, Physicians Practice and Physicians Payment
- Hospitals, Other Provider Organizations & Payment Systems
- Intermediaries & Health Insurance Plans
- Healthcare Products & Healthcare Quality Measurements and Processes
- Healthcare, AI and Ethics
Introduction to Clinical Data
- Asking and Answering Questions Via Clinical Data Mining
- Data Available from healthcare Systems
- Representing time and timing for events for Clinical Data
- Creating Analysis Ready Datasets from Patients Timeline
- Handling Unstructured Data : Text, Images and Signals
- Electronic Phenotyping: Putting it All Together
- Ethics in Clinical Data
Fundamentals of AI and Machine Learning for Healthcare
- Why Machine Learning in Healthcare
- Concepts & Principles of Machine Learning - Part 1
- Concepts & Principles of Machine Learning - Part 2
- Evaluation & Metrices For Machine Learning In Healthcare
- Strategies and Challenges for Machine Learning in Healthcare
- Best Practices, Teams and Launching your Machine Learning Journey
AI for Medical Diagnostics
- Dieses Detection using Computer Vision
- Models Evaluation
- Image Segmentation on MRI images
AI for Medical Prognosis
- Linear Prognostic Models
- Prognosis with Tree Based Models
- Survival Models and Time
- Build a risk model using linear and tree based model
AI for Medical Treatments
- Average Treatment Effects
- Medical Questions Answering
- Machine Learning Interpretation
AI Models Evaluations in HealthCare
- AI in healthcare
- Evaluations of AI models
- Deployment of AI Models
- Downstream Evaluations of AI models
- The Regulations Environment of AI in Healthcare
- Best Practices for AI Ethics
Innovation Wednesdays
- Challenges for AI in Healthcare