The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) Geospatial Machine Learning at AWS with Kumar Chellapilla - #607
Dec 22, 2022
Join Kumar Chellapilla, General Manager of ML and AI Services at AWS, as he delves into the exciting world of geospatial machine learning. He discusses the recent integration of geospatial data in SageMaker and its potential to revolutionize industries like agriculture and automotive. Kumar highlights how satellite imagery can enhance economic predictions and addresses challenges in data accessibility. He also forecasts the future of geospatial data, including intriguing intersections with generative models and digital twins.
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SageMaker Geospatial
- Geospatial data is becoming ubiquitous, but access and processing remain challenging.
- SageMaker Geospatial aims to simplify data access and streamline workflows for geospatial machine learning.
Satellite Data Diversification
- The number of satellite data providers has increased significantly.
- This offers more options but also creates complexity in choosing the right data.
Counting Ships
- Companies used to count cars in Walmart parking lots to predict stock prices.
- Now, they are counting container ships in ports using satellite imagery.