The 'AI Broadcast' by Arya.ai is a fortnightly event series where we explore the latest advancements, trends, and implications of AI. In each session, we will dive into an engaging discussion on a specific AI topic - like Machine Learning, Generative AI, NLP, responsible AI, and much more!
Whether you are a seasoned AI professional, a business leader exploring AI integration, or simply someone curious about the potential of AI, this event series is designed to creating a platform for learning, collaboration, and networking
Inside the Research: Interpretability-Aware Pruning for Efficient Medical Image Analysis
In this episode, we explore the intersection of model compression and interpretability in medical AI with the authors of the newly published research paper, Interpretability-Aware Pruning for Efficient Medical Image Analysis. Join us as Vinay Kumar Sankarapu, Pratinav Seth and Nikita Malik from AryaXAI discuss how their framework enables deep learning models to be pruned using attribution-based methods—retaining critical decision-making features while drastically reducing model complexity.
We cover:
Why traditional pruning fails to account for interpretability
How techniques like DL-Backtrace (DLB), Layer-wise Relevance Propagation (LRP), and Integrated Gradients (IG) inform neuron importance
Results from applying this method to VGG19, ResNet50, and ViT-B/16 across datasets such as MURA, KVASIR, CPN, and Fetal Planes
Practical implications for healthcare AI deployment, edge inference, and clinical trustworthiness
Whether you're a machine learning researcher, AI engineer in medtech, or working on explainable AI (XAI) for regulated environments, this conversation unpacks how to build models that are both efficient and interpretable—ready for the real world.
📄 Read the full paper: https://arxiv.org/abs/2507.08330 (https://arxiv.org/abs/2507.08330)
2 Dec 2024
AI Broadcast Series #4: The Future of Agentic Stack
Arya.ai CEO Vinay Kumar explores the transformative potential of Agentic AI, discussing its evolution and how businesses can leverage it to maintain a competitive edge in this interview.
1 Sept 2023
AI Broadcast Series #3: IP troubles for ‘AI’ solutions and the future of AI regulations
Industry experts examine the intellectual property challenges in generative AI applications and explore the evolving AI regulatory landscape, highlighting the need for human oversight in AI technology; this is not an interview.
24 Aug 2023
AI Broadcast Series #2: Why so much hype around AI Hardware? Going beyond Nvidia
Vinay Kumar, Founder and CEO of Arya.ai, examines the factors driving growth in AI hardware, including the rise of GPUs and key companies, in this interview episode.
28 Jun 2023
#1 : What's next after ChatGPT in Banks, Insurers & Financial Services.
Arya.ai Founder and CEO Vinay Kumar examines the evolving narrative around ChatGPT and generative AI, focusing on how financial institutions can adapt to current advancements and anticipate future developments in this interview.
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