Search Results for author: Pankesh Patel

Found 6 papers, 4 papers with code

Multi-Component Optimization and Efficient Deployment of Neural-Networks on Resource-Constrained IoT Hardware

1 code implementation20 Apr 2022 Bharath Sudharsan, Dineshkumar Sundaram, Pankesh Patel, John G. Breslin, Muhammad Intizar Ali, Schahram Dustdar, Albert Zomaya, Rajiv Ranjan

The majority of IoT devices like smartwatches, smart plugs, HVAC controllers, etc., are powered by hardware with a constrained specification (low memory, clock speed and processor) which is insufficient to accommodate and execute large, high-quality models.

Anomaly Detection Model Optimization

Towards Designing Computer Vision-based Explainable-AI Solution: A Use Case of Livestock Mart Industry

no code implementations8 Feb 2021 Devam Dave, Het Naik, Smiti Singhal, Rudresh Dwivedi, Pankesh Patel

However, when AI models suggest or recommend a price, that in itself does not reveal too much (i. e., it acts like a black box) about the qualities and the abilities of an animal.

Explainable AI meets Healthcare: A Study on Heart Disease Dataset

no code implementations6 Nov 2020 Devam Dave, Het Naik, Smiti Singhal, Pankesh Patel

With the increasing availability of structured and unstructured data and the swift progress of analytical techniques, Artificial Intelligence (AI) is bringing a revolution to the healthcare industry.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI) +1

Demonstration of a Cloud-based Software Framework for Video Analytics Application using Low-Cost IoT Devices

1 code implementation29 Sep 2020 Bhavin Joshi, Tapan Pathak, Vatsal Patel, Sarth Kanani, Pankesh Patel, Muhammad Intizar Ali, John Breslin

The design of products and services such as a Smart doorbell, demonstrating video analytics software/algorithm functionality, is expected to address a new kind of requirements such as designing a scalable solution while considering the trade-off between cost and accuracy; a flexible architecture to deploy new AI-based models or update existing models, as user requirements evolve; as well as seamlessly integrating different kinds of user interfaces and devices.

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