Introduction to Artificial Intelligence in Healthcare

Course Duration

4 Weeks Online

Course Description

Artificial Intelligence (AI) and Machine Learning (ML) transform how medical professionals diagnose, treat, and manage
patients. Medical Professionals need the necessary skills and understanding to leverage these technologies effectively.
This course is designed to equip healthcare  professionals with the knowledge and tools necessary to understand, evaluate, and apply
AI in clinical settings, to enhance patient care and operational efficiency.

Timing

Saturday 2:30 PM – 5:30PM

Who Should Enroll

• Medical Professionals Curious to know how AI is Going to Impact the Healthcare Industry
• Medical Faculties and Physicians involved with Training Future Doctors / Health Professionals
• Healthcare Startup Entrepreneurs
• Medical Students, Interns, and Researchers

Prerequisites

• Basic Understanding of Healthcare Processes and Clinical Practices
• Desire to Understand the Impact of AI/ML Technologies in Healthcare

Learning Outcome

Healthcare professionals who are:

• Informed, Aware, and Responsible Users of AI
• Improved ability to assess AI/ML Models’ suitability for a task
• Able to Evaluate, Test, and Validate AI Applications for Healthcare/Clinical Use Cases
• Able to Collaborate on AI Projects in Healthcare across Institutions

Course Content

Week 1: Introduction to AI and ML
• Concepts of Artificial Intelligence, Machine Learning, and Deep Learning
• Evaluation Metrics to measure the performance of an ML Model
• Setting up Google Colab Notebook Environment for Practical Sessions

Week 2: Supervised and Unsupervised Learning
• Supervised Classifier Models: Decision Tree and K-Nearest Neighbour Classifiers
• Unsupervised Learning Model: K-means Clustering

Week 3: Deep Learning and Future Trends
• Deep Learning Models: CNN for Medical Images
• Generative AI (GAI), LLM, and Generative Adversarial Network (GAN)

Week 4: Clinical Data Handling for AI/ML Projects
• Data Sources and Types, Data Augmentation and Pre-processing, Data Quality, Protection, and Privacy
• Cost of Deployment of a Project

Instructors

The course will be conducted by senior IT professionals.  More  details are available  here.

Course Brochure

The course brochure can be downloaded here .

Certification

Upon successful completion of the course, participants will receive a Certificate of Completion from IIIT Naya Raipur and Institute de Informatica