Microsoft | Source | Data | Guide |
FarmVibes.AI, developed by Microsoft, is a versatile platform designed for the development of multi-modal geospatial machine learning (ML) models tailored for agriculture and sustainability applications. The primary objective of this platform is to enable users to gain valuable insights by amalgamating and analyzing various geospatial and spatiotemporal datasets.
The platform offers a range of data ingestion and pre-processing workflows that assist users in preparing data for customized fusion models geared towards agricultural use cases. It provides convenient dataset downloaders, including resources like Sentinel 1 and 2 satellite imagery, US Cropland Data, USGS Elevation maps, NAIP imagery, NOAA weather data, and even private weather data from Ambient Weather. Users have the flexibility to incorporate their own rasterized datasets, such as drone imagery or additional satellite data, making them fusion-ready for utilization within FarmVibes.AI. Furthermore, the platform offers multiple data processing workflows that can be applied to the downloaded data, including index computation and data summarization.
Fig. | Fusing datasets this way helps generate more robust insights.