🌍 People & Planet AI

🦏 Wildlife Insights -- image-classification

Watch the video in YouTube

This model is trained to recognize animal species from camera trap pictures.

Model: AutoML Vision
Creating datasets: Apache Beam in Dataflow
Training the model: AutoML in Vertex AI
Getting predictions: Vertex AI

🗺 Global Fishing Watch -- timeseries-classification

Watch the video in YouTube

This model is trained to classify if a ship is fishing or not every hour from their Maritime Mobile Service Identitiy (MMSI) location data.

Model: 1D Fully Convolutional Network in Keras
Creating datasets: Apache Beam in Dataflow
Training the model: Keras in Vertex AI
Getting predictions: Keras in Cloud Run

🏭 Coal Plant Predictions -- geospatial-classification

This model uses satellite data to predict if a coal plant is turned on and producing carbon emissions. The satellite data comes from Google Earth Engine.

Model: 1D Fully Convolutional Network in TensorFlow
Creating datasets: Sentinel-2 satellite data from Earth Engine
Training the model: TensorFlow in Vertex AI
Getting predictions: TensorFlow in Cloud Run