AI-Enhanced Signal Detection and Analysis System

Closed
Main contact
Earthshot Factory
Vaughan, Ontario, Canada
He / Him
Founder, CEO
(4)
4
Portals
(1)
Project
200 hours per learner
Learner
Anywhere
Advanced level

Project scope

Categories
Artificial intelligence Data analysis Machine learning Software development UI design
Skills
digital signals ibm system p algorithms full stack development detection theory large language modeling machine learning digital data user interface (ui) software development
Details

Earthshot Factory aims to develop a cutting-edge software solution that integrates digital signals detection and analysis with an AI-driven workflow.


The primary goal is to create a system capable of identifying and interpreting various signals from digital data sources and analyzing them. This project will allow learners to apply their knowledge of signal processing, machine learning, and software development to build a robust and efficient system. The software should be able to autonomously detect anomalies, classify different types of signals, and provide actionable insights through an intuitive user interface. The project will involve designing algorithms for signal detection, training AI models for analysis, and integrating these components into a cohesive workflow.


The output should be a full-stack web application that allows the user to approve or reject the execution of the AI agent's recommended action.

Deliverables

- A functional software prototype that can detect and analyze signals using AI (whether large language models or otherwise).


- Documentation detailing the algorithms and AI models used, including their training and validation processes.


- A user interface that displays the detected signals and analysis results in an easy-to-understand format.


- A final report summarizing the project, including challenges faced and solutions implemented.

Mentorship

Access to OpenAI, Claude and Google API keys. Access to mentorship, guidance and support. Access to wireframes and relevant software required.

Supported causes

The global challenges this project addresses, aligning with the United Nations Sustainable Development Goals (SDGs). Learn more about all 17 SDGs here.

Industry, innovation and infrastructure

About the company

Company
Vaughan, Ontario, Canada
2 - 10 employees
Education, Environment, It & computing, Media & production, Non-profit, philanthropic & civil society

Earthshot Group builds products to accelerate progress on the United Sustainable Development Goals, reduce human suffering and boost human quality of life.

Our key product offering, the World's Biggest Problem Hub is a global data visualization and decisional software to understand & map out the root causes to the world's biggest problems across food & agriculture, healthcare, water & sanitation, energy, housing, environment, economic prosperity and beyond with coverage on 50+ problems areas, and problem profiles covering 195 countries.