2021 io t and key technology trends to watch final posting

© 2020, Amazon Web Services, Inc. or its Affiliates.
2021 IoT and Key Technology
Trends to Watch
Sandy Carter
VP, Amazon Web Services
WWPS Partners and Programs

© 2020, Amazon Web Services, Inc. or its Affiliates.© 2020, Amazon Web Services, Inc. or its Affiliates.
Things change.
1998: “Don’t get in a car with strangers”
2008: “Don’t meet people from the
internet alone”
Last night: Ordered from a stranger on
the internet a car that I got into alone!

2. Data Driven by IoT
3. . ML: Reinforcement Learning
with IoT
4. Explainable AI
1. Experimentation
Plus – Culture, Agility, Product
management
Business Technology

1EXPERIMENTATION

FAILUREIS NOT AN
OPTION
LEARNINGStart Small
EXPERIMENT AND ITERATE
Start Small

Experimentation
Learning
Hands-on
playground
for IoT and AI
Projects
Passion and
Experimentation
Customer
Jointly solve
business problems
3-day global event
Over 600 participants
Over 70 different ideas tested
Multiple winning ideas built on AWS

The COVID-19 Challenge
ü Company had to shut down their
on-site operations immediately
ü IMMEDIATE NEED:
Implementation of remote
virtualized desktop access for all
helpdesk staff
ü ASSURANCE: Governance policies
secured to avoid cyber breaches
with sensitive data
Experimentation at its best:
Remote Working Solution Deployed in One Week!
COVID 19 brought the best out of both teams and with strong 24x7 collaboration,
deep bench, and systematic automation, the project was completed in 1 week

• “test and learn” culture
• Co-creation
• Brand ambassadors
• Multiple Integrated Experiences
• Each Experience is Earned - Every Choice Must be Guided
Culture of Innovation

Technical AI
Machine
Learning Data - IoT

2DATA

In just 8 years…
the average person will interact with a
connected device nearly 4,800 times a day.
By 2025…
75 percent of the population will be connected,
creating and interacting with data.
Data must be immediately
available whenever and
wherever we need it.
Other Real-Time
25 95
By 2025…
over 25 percent of data created
in the global datasphere will be
real-time in nature, and IoT
real-time data will make up
more than 95 percent of this.
Data from new sources will open up new
risks to private and sensitive information.
By 2025…
almost 90 percent of all data created in the global
datasphere will require some level of security, but
less than half will be secured.

BUSINESS
STRATEGY
DATA
STRATEGY
INFORMS & GUIDES
SET REQUIREMENTS FOR
Business & Data Strategy

DEFINE DATAA
STRATEGYEnsuring that data is managed and used like an asset.

• AWS COVID-19 data lake available
today!
• Centralized repository of up-to-date and
curated datasets
• Seeded with COVID-19 case tracking data
from Johns Hopkins and The New York
Times, hospital bed availability from
Definitive Healthcare, and over 45K research
articles about COVID-19 and related
coronaviruses from the Allen Institute for AI.
@sandy_carter
Source: Crowd Companies

Source: Extreme Innovation

Before you have
a machine learning
strategy, you need a
data strategy.
Data quality
Data quantity
Data source

Electronic Caregiver
• Automated home health system
for the aging, at-risk, disabled
• Personalized, monitored
medication reminders
Innovation in Healthcare

Data quality & quantity: IOT
Billions Of Devices Helping Make Better Business Decisions

Skywise Open Data Platform
• Downstream data from internal systems
and external suppliers collected and
rationalized.
• Upstream data to critical workflows:
maintenance, flight management, ground-
operations.
• Analysis simplifies and facilitates decision-
making to select most efficient, least-costly
solutions.

Remote data collection at scale
Unmanned Surface Vehicles
• Antarctic Mission: 44 Saildrones, 72
Datasets, 25 variables, ~289 million
samples
• 15 instruments measure air, surface and
subsurface data
• Real-time satellite streaming of
multiple data sources.

3ML: REINFORCEMENT
LEARNING

Machine
Learning
Supervised
Learning
Reinforcement
Learning
Unsupervised
Learning
What is Reinforcement Learning (RL)?

What is Reinforcement Learning?
Reinforcement
learning
Agent
Environment
observation action
reward Rt
Ot At

AWS DeepRacer
An educational device, designed to put machine learning in the hands of developers in a
fun and exciting way. Start your machine learning journey with AWS DeepRacer
STATE
REWARD
ACTION
AGENT
St + 1Rt + 1
ENVIRONMENT

• Automate end-to-end, multi-step decision
making process
• Explore/exploit - Learn by trial and error
• Dynamic problems
Promise of Reinforcement Learning

4BUSINESS DRIVEN:
EXPLAINABLE AI

Overview: Explainable ML

Explainable
AI
60% of
execs
Source: PWC

What?
• Actions can be easily understood and analyzed by
humans.
• It addresses how black box decisions are made.
Helps people understand the steps and models
involved in making decisions.

MODEL
DATA &
PREDICTION
EXPLANATION
HUMAN MAKES
DECISION
Explainer
(LIME)
What?
Sneeze
Weight
Headache
No fatigue
Age
Flu Sneeze
Headache
No fatigue

CloudWatch
Dashboards
Machine
learning models
Sample Applications
IIS
.NET
SQL
Server
Your Applications
IIS
.NET
SQL
Server
SQL memory pressure
Web server latency
High CPU
Application error logs
Helping Developers Debug Problems

Mojo Lens
• Densest dynamic display with optimized image
IoT sensor, wireless radio, motion sensors
• Access to real-time data improves productivity,
precision and compliance
• Driven and powered by AI
Contact lens with built in display that gives useful
information without the need to look at a screen

STOP START
Future Learning
Encouraging “speed to insight”
Asking the right questions
Scaling “what works”
Focusing on today
Leadership ADHD

Futureproofing your organization
EXPERIMENT Is your culture sustainable? Will it thrive past 2023?
1
IoT DATA IS COMING FROM EVERYWHERE Design your data platform for today and
tomorrow. Do you understand where it’s coming from and have a plan to capture it, manage it
and analyze it?
2
REFINED AND ACCELERATED DECISION-MAKING IoT,AI and ML are embedded in the
business decision-making process and future trend capitalization.
3

Don’t overanalyze it.
Just get going.

2021 io t and key technology trends to watch final posting

Recommandé

Recommandé

Contenu connexe

Plus de Sandy Carter

Plus de Sandy Carter (15)

Dernier

Dernier (20)

2021 io t and key technology trends to watch final posting