Better Living through Deep Learning and Edge Computing Peggy James - PowerPoint PPT Presentation

Better Living through Deep Learning and Edge Computing Peggy James

Smart cities and big data

What is a smart city ? • Connected • Participatory • Organic

Networked Vertically and Connected Horizontally Multidirectional

Democratic Data Collection Mobocracy tamed and ordered Flattening of Participatory information influence Equity

Group functionality Individual identity • Organic Creation of community • I am you and you are me and we are all together • transindividuality and the multitude

1. Creation of Technology Relationships 2. Contextualize lots of data 3. Dynamic decision making at point collection and the tech infrastructure 4. Long term adaptations create resiliency 5. Short term adaptations create efficiency 6. The city environment is continuously responsive Concepts Schmoncepts– how does it work?

An environment that is built upon a P4 idea

Deep learning (3+ layers) Neural networks Let the algorithm decide what’s important to solve a problem, not a human..

DNN- Dynamic Neural Networks Extract features, layers provide a feature hierarchy Work with unstructured unlabeled data – raw data Provide the opportunity for unsupervised learning

Edge computing Time sensitive Process optimization Decentralized processing power

Your Gov allows citizens to Reported issues are easily report non- submitted directly emergency issues. into Waukesha YourGOV can be County's work order used to report issues system. Residents such as potholes, with an account can vandalism and view issues service requests for reported, and Waukesha County receive confirmation highways, parks and when the issue has facilities. been resolved

What about a smart community? Decentralized decision Dynamic making learning management Human Equitable machine access interfacing

RESILIENT SUSTAINABLE SENSIBLE EQUITABLE CREATIVE INCLUSIVE The more I dig into it, the more I realise the Smart City sector might not be a sector, it’s more of a way of thinking.” Batchelor, The Smart City podcast 9/3/2018

Songdo

Amsterdam

Masdar City

AoT in Chicago

@ParksideSSPS