Why do we need predictions ?

For users: too much information

For infrastructure: too much people

Each point of view has a different focus ?

1) change the user

2) change the infrastructure

Tranquilien

Transition: the interface

The interface of public infrasctrutures

Scope: waste management

However: millions of tons are still buried or burned.

Recycling works

Recycling centers

Predictive API

Designing a sensor

Ant in the sky

Counting the number of cars

The level of each container

We also measure:

giving us more context for our predictions.

What's new? Machine learning in the sensor

1) privacy

2) connectivity

Decentrilizing predicitive APIs

Decentrilizing predicitive APIs