Radar-Based Activity Monitoring AI Model Development

Open
Gold Sentintel
Waterloo, Ontario, Canada
Hajar Abedi
Chief Science Officer
(8)
5
Project
Academic experience
240 hours of work total
Learner
Anywhere
Intermediate level

Project scope

Categories
Data analysis Data modelling Software development Machine learning Artificial intelligence
Skills
data preprocessing feature extraction codebase business metrics performance metric machine learning sensors artificial intelligence signal processing
Details

Gold Sentinel is seeking to enhance its radar sensor technology by developing AI models capable of accurately monitoring and interpreting human activities. The project aims to leverage radar sensors to detect and classify various human movements and activities in real-time. This initiative will allow learners to apply their knowledge of AI, machine learning, and signal processing to a practical scenario. The primary goal is to create a robust AI model that can differentiate between different activities such as walking, running, sitting, and standing. The project will focus on optimizing the model for accuracy and efficiency, ensuring it can be implemented in real-world applications. Learners will work on data preprocessing, feature extraction, model training, and validation, using datasets provided by Gold Sentinel.

Deliverables

The project will culminate in the development of a functional AI model capable of classifying human activities based on radar sensor data. Deliverables include a comprehensive report detailing the model development process, including data preprocessing techniques, model architecture, and performance metrics. Additionally, a presentation will be prepared to showcase the model's capabilities and potential applications. The final deliverable will be a documented codebase that can be used for further development or integration into existing systems.

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.

Tools and/or resources

Providing access to necessary tools, software, and resources required for project completion.

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

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