AI Made Simple : An IRIA initiative
June 29, 2026 2026-08-06 5:24AI Made Simple : An IRIA initiative
3-Minute AI Clinics
One concept. Three minutes. Clear, practical, radiology-focused AI learning for every IRIA member.
Episode 02: What is Machine Learning?
Speaker: Dr. Amit Kharat
Discover what machine learning is, how computers learn from data, and why this technology is transforming the future of radiology.
Episode 03: How AI Learns from Medical Images
Speaker: Dr. Arjun Kalyanpur
Teleradiology Pioneer • AI Innovator
Understand how artificial intelligence learns from data and the fundamental principles that enable AI systems to recognize patterns and support clinical decision-making in radiology.
Episode 04: What is Ground Truth?
Speaker: Dr. Sarang Ingole
Radiologist • AI Educator
Discover why trustworthy AI begins with high-quality ground truth, and how radiologists play a vital role in creating the accurate data that powers AI.
Episode 05: Why Data Matters More Than Algorithms
Speaker: Dr. Anjali Agarwal
Radiologist • AI Educator
Explore why the quality, diversity, and relevance of data have a greater impact on AI performance than even the most advanced algorithms.
Episode 06: How Much Data Does AI Need?
Speaker: Dr. Praveen Shastry
Radiologist • AI Innovator
Learn why AI doesn’t simply need more data—it needs high-quality, diverse, and representative data to perform reliably in real-world clinical practice.
