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

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Dec 06, 2022 341 likes •563 views

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

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Better Living through Deep Learning and Edge Computing

Peggy James

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Smart cities and big data

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What is a smart city?

Connected
Participatory
Organic

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Connected

Networked Vertically and Horizontally Multidirectional

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Participatory

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

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I am you and you are me and we are

all together

transindividuality and the multitude

Creation of community Individual identity Group functionality

Organic

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Concepts Schmoncepts– how does it work?

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

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An environment that is built upon a P4 idea

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Deep learning (3+ layers) Neural networks

Let the algorithm decide what’s important to solve a problem, not a human..

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DNN- Dynamic Neural Networks

Extract features, layers provide a feature hierarchy Work with unstructured unlabeled data – raw data Provide the

pportunity

for unsupervised learning

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Edge computing

Time sensitive Process

ptimization

Decentralized processing power

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Your Gov

allows citizens to easily report non- emergency issues. YourGOV can be used to report issues such as potholes, vandalism and service requests for Waukesha County highways, parks and facilities. Reported issues are submitted directly into Waukesha County's work order

system. Residents

with an account can view issues reported, and receive confirmation when the issue has been resolved

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What about a smart community?

Decentralized decision making management Dynamic learning

Human machine interfacing Equitable access

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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

INCLUSIVE

EQUITABLE

RESILIENT SUSTAINABLE

CREATIVE

SENSIBLE

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Songdo

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Amsterdam

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Masdar City

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AoT in Chicago

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