AI Model Evaluation for Real-Time Sensor Applications

Open
Gold Sentintel
Waterloo, Ontario, Canada
Hajar Abedi
Chief Science Officer
(11)
5
Project
Academic experience
80 hours of work total
Learner
Anywhere
Intermediate level

Project scope

Categories
Data analysis Data modelling Software development Machine learning Artificial intelligence
Skills
business metrics performance metric resource efficiency machine learning sensors sensor data artificial intelligence
Details

Gold Sentinel is exploring the integration of artificial intelligence to enhance the efficiency and accuracy of its sensor-based systems. The primary challenge is to identify the most suitable AI model that can process data from hundreds of sensors in real-time. The project aims to evaluate various AI models to determine which one offers the best performance in terms of speed, accuracy, and resource efficiency. Learners will be tasked with testing different AI models, analyzing their performance metrics, and recommending the most effective model for real-time applications. This project provides an opportunity for students to apply their knowledge of AI and machine learning, focusing on model evaluation and optimization in a practical, industry-relevant context.

Deliverables

The deliverables for this project include a comprehensive report detailing the evaluation process, performance metrics, and a recommendation of the best AI model for Gold Sentinel's needs. Additionally, a presentation summarizing the findings and justifying the chosen model will be required. The team will also provide a demonstration of the selected AI model running with simulated sensor data to showcase its real-time processing capabilities.

Mentorship
Domain expertise and knowledge

Providing specialized, in-depth knowledge and general industry insights for a comprehensive understanding.

Skills, knowledge and expertise

Sharing knowledge in specific technical skills, techniques, methodologies required for the project.

Hands-on support

Direct involvement in project tasks, offering guidance, and demonstrating techniques.

Regular meetings

Scheduled check-ins to discuss progress, address challenges, and provide feedback.

About the company

Company
Waterloo, Ontario, Canada
2 - 10 employees
Hospital, health, wellness & medical, It & computing, Science, Technology

ElephasCare™ LTC by Gold Sentintel delivers autonomous, always-on, contactless activity monitoring and fall & vital sign detection with instant alerting to caregivers.