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Evaluate model performance using different metrics to ensure accurate detection and classification of plastic waste.
Validate models with cross-validation techniques and real-world testing in different ocean regions.
Deployment: Integrate the validated AI models into the operational environment for real-world
applications. Deploy models using scalable and efficient frameworks, monitor performance
post-deployment, and iterate as necessary to maintain effectiveness and relevance.
Integrate AI models into autonomous drones or underwater robots for real-time monitoring and cleanup
operations. Implement cloud-based solutions for scalable deployment across global ocean regions.
Continuously monitor model performance and refine algorithms based on feedback from cleanup operations
and environmental assessments.
By following this AI project cycle, we can effectively leverage technology to address the critical issue of ocean
plastic pollution, leading to improved marine ecosystem.
Let us map the steps of Cleaning Ocean project to the steps in the AI project cycle.
Define Analyse data Evaluate model
objectives for to visualise accuracy and
AI-based ocean plastic waste effectiveness
plastic detection patterns and using
and removal. distributions. environmental
Data Data metrics.
Acquisition Modelling Deployment
Problem Data Data
Scoping Exploration Develop AI Evaluation
Gather satellite, models for Implement AI
drone, and accurate models in drones
oceanographic plastic waste for real-time
data on plastic detection and ocean cleanup
distribution. classification. operations.
Watch the video-The Ocean Cleanup
https://www.youtube.com/watch?v=xz21cKgRHxI
Problem Scoping and Setting Goals for an AI Project
Problem scoping is the term used to define the process of selecting a problem that we might want to solve using
AI knowledge. Identifying a problem and then having a vision to solve it is called problem scoping. Let us start
scoping a problem. Look around, we are surrounded by problems, big or small. At times we don’t feel the problem,
as we are so used to them. Look around and select a theme that interests you the most from the following diagram:
Environment Travel Entertainment Education
Tourism
Cyber Women Social Security
Security Safety Welfare
AI Reflection, Project Cycle and Ethics 117

