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    AI in Healthcare and Medicine

    BY
    Udemy

    Brochure Enquire
    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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