
Project scope
Categories
Data analysis Data modelling Machine learning Databases Data scienceSkills
ibm system p algorithms machine learning geospatial databases database management missing data scalability database analysis data analysis geographic information systemsTeal Climate is seeking to enhance its database update systems to achieve global coverage. The current databases contain over a hundred thousand rows compiled from various online sources, focusing on limited geographic areas. The goal of this project is to develop a system that can extrapolate these limited geographic databases to achieve comprehensive global coverage. This will involve utilizing relevant data and machine learning models to predict and fill in gaps in the existing data. The project will provide learners with the opportunity to apply their knowledge of database management, data analysis, and machine learning. The tasks will include analyzing the current database structure, identifying gaps, and developing algorithms to extrapolate data for global coverage.
- Analyze the current database structure and identify geographic data gaps.
- Develop machine learning models to predict and fill in missing data.
- Test and validate the accuracy of the extrapolated data.
- Document the process and results for future reference.
The project deliverables will include a comprehensive report and a functional system for database extrapolation. The report should detail the analysis of the current database, the methodology used for data extrapolation, and the results of the testing phase. Additionally, the team will deliver a working prototype of the system that can be integrated into Teal Climate's existing database infrastructure.
- A detailed report on the database analysis and extrapolation methodology.
- A functional prototype of the database extrapolation system.
- Documentation of the testing and validation process.
- Recommendations for future improvements and scalability.
Providing specialized, in-depth knowledge and general industry insights for a comprehensive understanding.
Sharing knowledge in specific technical skills, techniques, methodologies required for the project.
Direct involvement in project tasks, offering guidance, and demonstrating techniques.
Providing access to necessary tools, software, and resources required for project completion.
Scheduled check-ins to discuss progress, address challenges, and provide feedback.
Supported causes
The global challenges this project addresses, aligning with the United Nations Sustainable Development Goals (SDGs). Learn more about all 17 SDGs here.
About the company
Teal Climate a non-profit organization that develops Technological solutions to sustainability of Agriculture, Environment and Landscapes (TEAL). Our first project is to create a SaaS platform for institutions, companies and individual to perform their greenhouse gas accounting and access analytics about their carbon foot print. Teal climate further projects include meal management systems to reduce food waste and forest carbon tracking system (using remote sensing and artificial intelligence). If you have an idea lets make it a reality together.