Building Sustainable Machine Learning Products for Communities, by Communities | Rudradeb Mitra | DN18
- 1. Rudradeb Mitra Data Natives, Berlin, 22nd October 2018
- 2. Two Stories
- 3. Students from all over India — who have never met each other — are collaborating to build a community driven Machine Learning product for the clean energy sector.
- 4. 1.2 Billion people live without access to electricity
- 6. "Imagine a future where energy is cheap, clean and abundant for all. Where each home or building is self-sufficient." Machine Learning bringing a new era in the Energy sector - Rudradeb Mitra https://medium.com/savera-ai/machine-learning-bringing-a-new-era-in-the-energy- sector-distributed-abundant-and-a-clean-world-cf06365c29ff
- 7. How to build such a future?
- 8. What Intelligent Machines can do? copyright@rudradeb mitra
- 9. Ground reality in majority of the world is different....
- 10. So we want Intelligent Machines to
- 11. Mapping of Rooftops copyright@rudradeb mitra
- 13. Challenges are • Access to data for training the model. • Cost of development.
- 14. Iresh Mishra, 4th Year student https://medium.com/swlh/six-reasons-on-why-community-driven-ai-is-the-key-to-im
- 15. The picture above: Some of the results And results for Predicting Roof Edges https://towardsdatascience.com/using-image-segmentation-to-identify-rooftops-in-low-resolution-satellite-images- c791975d91cc copyright@rudradeb mitra
- 16. Second Story: Collecting driving data in Belgium
- 17. Identify driving patters • Speed • Acceleration • Braking • Mobile Usage
- 18. Goals & challenges Rewards Use Gamification and attached missions with greater good
- 21. Summarizing • When communities are involved, it helps to build trust and get easier access to data. • Product built with diverse opinions and is more inclusive. • Drastically reduces the cost of development and increases democratization of AI/ML.
- 22. Feel free to connect: https://www.linkedin.com/in/mitrar/