Inspiration:
Climate change poses a growing threat to communities worldwide. We envisioned Integrated Climate Risk Assessment Platform providing localized climate risk analysis and actionable solutions.
What it Does:
It leverages AI to analyze climate risks based on your zip code. It recommends adaptation strategies, like flood barriers or cool roof coatings. It also analyzes satellite imagery to identify degraded ecosystems and suggest optimal planting strategies for native species restoration. Finally, it utilizes object detection models to identify and report marine waste for cleaner oceans.
How We Built It in Future :
We combined climate data repositories, machine learning algorithms, and image processing techniques. By analyzing zip codes, historical climate data, and satellite imagery.
Challenges:
Training AI models on massive datasets and ensuring accurate image analysis were hurdles we overcame. Additionally, integrating diverse functionalities required innovative engineering solutions.
Accomplishments and Future work:
This website empowers communities to take action against climate change. We're proud of its potential to foster local resilience, restore ecosystems, and combat marine pollution. This project highlighted the power of AI for environmental good. We learned the importance of collaboration between data scientists, engineers, and sustainability experts to create impactful solutions.
Built With
- flask
- genai
- machine-learning
- python
- streamlit
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