AI in Healthcare and Medicine

BY
Udemy

Mode

Online

Fees

₹ 449 1999

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based

Course and certificate fees

Fees information
₹ 449  ₹1,999
certificate availability

Yes

certificate providing authority

Udemy

The syllabus

Introduction

  • Introduction to the Course

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

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