"aging independently using machine learning, advanced sensors and algorithms" - kevin shaw...

21
2016 Algorithmic Intuition 1

Upload: hyper-wellbeing

Post on 15-Apr-2017

97 views

Category:

Technology


0 download

TRANSCRIPT

Page 1: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition 1

Page 2: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

Intuition for Sensors

Aging Independently Using Machine Learning, Advanced Sensors and Algorithms

Intuition for Sensors

Kevin A. Shaw, Ph.D. CTO / Co-founder

Page 3: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

The Aging Population

• 900M people are age 65+ worldwide today

• In the US, each day 11,000 people reach age 65

• People are living longer and families are smaller.

3

Page 4: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

The Aging Population

• The ratio of aging adult to those working and those providing care is increasing

• How to provide care with fewer caregivers?

4

Page 5: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

Caring for the Elderly:

• Home with Family support• Cheapest solution; ability to stay home

• Tough on family caregiver; constant worry

• Homecare, Professionally• Tremendously valuable, with moderate expense

• Partial coverage through the week: 2+ visits / week

• Residential care • Very expensive

• Reduced life span loss of control and dignity

5

Page 6: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

The Challenge: Caring for the Elderly

• Pain & stiffness from arthritis

• Reduced mobility

• Reduced hearing

• Confusion due to dementia

• Vision loss

• Cognitive impairments & forgetfulness

• Increased risk of falls

6

Page 7: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

Healthcare Paradigm

7

Stay at Home

Wait until sick

See Doctor

Take pills

Wait for

next

Page 8: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

Wellness as a Service: Three Pillars

8

Technology Interface

•Invisible•Simple•Omnipresent

DecentralizedDecisions

•Consumerempowerment

•Early decisions

Wellness Mindset

• Early treatment

• Prevention• Prediction

Page 9: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

Caregivers and Home Care Providers

• Home care• Family Caregivers

• Agency Caregivers

• Benefits• Caring; supportive

• Detriments• Couple visits/week

• Care fatigue for family

• Can be costly9

Page 10: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

Wellness as a Metric

• Need for high-level metrics for Wellness• Vitals

• Accidents • falling or injury

• Activities of Daily Living• Dressing, Walking

• Eating, Hygiene, Toiletting

• Advanced ADLs• Socializing; exercise; etc

10

Page 11: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

Tech Solutions for Aging at Home

11

Page 12: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

Sensing Solutions: Camera / Audio

12

Page 13: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

Sensing Landscape

13

Page 14: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

Sensing solutions: on-body

14

www.getlief.com

www.mc10inc.com

www.unaliwear.com/

Homecaremag.com

Page 15: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

Personal Monitoring for Seniors

• On-body Monitoring• Vital Signs:

• Heart Rate, Respiration Rate, Body Temp

• Activities of Daily Living (ADLs)• Dressing, Eating, Walking, Toileting, Hygiene

• Falling

• Location

15

Page 16: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

Machine Learning / Deep Neural Networks

16

Biological Deep Neural Net Artificial Deep Neural Net

Page 17: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

ML Example: Identify ADLs

• Multi-sensor data streams

• Machine Learning / Deep Neural Network

• Identifying Activities from live streams

17

Page 18: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

Algorithmic Intuition

• Ai2 Active Living Platform© • Software Platform

• Measures: Vitals, ADLs, Falling

• On-body sensor computation for long-battery life

• Hardware Platform reference design• Sensors, MCU, BLE and PMIC

• Retail solutions available in 2017• For Home Care Providers and Family Caregivers

18

Page 19: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition

Aging Adults Living at Home Longer

• Demographic shifts need new solutions

• Wellness metrics are critical

• Sensing and Machine Learningprovide high levelunderstanding of wellness

19

Page 20: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

Intuition for Sensors

Aging Independently Using Machine Learning, Advanced Sensors and Algorithms

Intuition for Sensors

Kevin A. Shaw, Ph.D. CTO / Co-founder

Page 21: "Aging Independently Using Machine Learning, Advanced Sensors and Algorithms" - Kevin Shaw (Co-Founder/CTO, Algorithmic Intuition)

© 2016 Algorithmic Intuition 21