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IoT and AI
Lalit Bhatt
Nuro Technologies
https://tech.lalitbhatt.net
https://tech.lalitbhatt.net
IoT – Nature of Data processing
• Sensors everywhere
• Ability to process data in real time
• Storing the data for long term analytics
https://tech.lalitbhatt.net
Characteristic of Data
• Nature of Data:
• Volume
• Variety
• Velocity
• Veracity
• Technical challenges are manifold
• Need to process it and make sense of it.
• React quickly
• In Technical jargon
• Latency
• Throughput
• Fault tolerance
https://tech.lalitbhatt.net
IoT – Standard Architecture
Things Edge Cloud
Configuration
Application
and
Storage
Controller
Sense Act
May or may
not be
present.
Acts as a
Gateway.
May provide
local controls
also
User Management
Device
Management
APIEndpoints
Analytics
Machine Learning
Remember Security
Storage
Apps
https://tech.lalitbhatt.net
IoT – Major Vendors
• Microsoft Azure IoT
• IBM Watson IoT
• Amazon AWS IoT
• GE Predix
• PTC ThingWorx
https://tech.lalitbhatt.net
AWS IoT
Thing
Lambda
S3
RDS
Amazon DynamoDB
Amazon SQS
Amazon SNS
Message
Broker
Rules
Engine
There are more
services that can be
hooked like AWS
ElasticSearch
Scalability for most use cases is not an issue.
Cost implications.
https://tech.lalitbhatt.net
AI
https://tech.lalitbhatt.net
AI dilemma
Learning vs Self Learning
Can machine self learn or is it still learning extrapolated? What will happen when
machine will really start self learning
https://tech.lalitbhatt.net
Roger Penrose: Shadows of Mind
• Penrose hypothesizes that:
• Human consciousness is non-algorithmic, and thus is not capable of being
modelled by a conventional Turing machine type of digital computer.
Source : https://en.wikipedia.org/wiki/Shadows_of_the_Mind
https://tech.lalitbhatt.net
AI – Artificial intelligence
• There are known knowns; there are things we know that we
know. There are known unknowns; that is to say, there are
things that we now know we don't know. But there are also
unknown unknowns -- there are things we do not know we
don't know.
• Donald Rumsfield
https://tech.lalitbhatt.net
IoT with AI
DATA
https://tech.lalitbhatt.net
Promise of IoT with AI
• Smartness in everything in world.
• At what level it’s possible
https://tech.lalitbhatt.net
Promise of IoT with AI
• Insights:
• Descriptive
• Predictive
• Prescriptive
• Processing
• Real time
• Batch processing
• Pattern detection
• Anomaly detection
https://tech.lalitbhatt.net
IoT with AI – Reference Architecture
Source: http://lambda-architecture.net/https://tech.lalitbhatt.net
AWS IoT – AI
AWS Greengrass
AWS IoT
Analytics
AWS Kinesis
Stream
AWS Lambda SQS
PROCESSING INFRASTRUCTURE
AWS
ElasticSearch
AWS
DynamoDB
AWS RDS S3 Glacier
STORAGE INFRASTRUCTURE
AWS ML
AWS
Rekognition
AWS Polly AWS Lex
AI Platforms and Services
https://tech.lalitbhatt.net
Questions
https://tech.lalitbhatt.net

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Iot and ai

  • 1. IoT and AI Lalit Bhatt Nuro Technologies https://tech.lalitbhatt.net
  • 3. IoT – Nature of Data processing • Sensors everywhere • Ability to process data in real time • Storing the data for long term analytics https://tech.lalitbhatt.net
  • 4. Characteristic of Data • Nature of Data: • Volume • Variety • Velocity • Veracity • Technical challenges are manifold • Need to process it and make sense of it. • React quickly • In Technical jargon • Latency • Throughput • Fault tolerance https://tech.lalitbhatt.net
  • 5. IoT – Standard Architecture Things Edge Cloud Configuration Application and Storage Controller Sense Act May or may not be present. Acts as a Gateway. May provide local controls also User Management Device Management APIEndpoints Analytics Machine Learning Remember Security Storage Apps https://tech.lalitbhatt.net
  • 6. IoT – Major Vendors • Microsoft Azure IoT • IBM Watson IoT • Amazon AWS IoT • GE Predix • PTC ThingWorx https://tech.lalitbhatt.net
  • 7. AWS IoT Thing Lambda S3 RDS Amazon DynamoDB Amazon SQS Amazon SNS Message Broker Rules Engine There are more services that can be hooked like AWS ElasticSearch Scalability for most use cases is not an issue. Cost implications. https://tech.lalitbhatt.net
  • 9. AI dilemma Learning vs Self Learning Can machine self learn or is it still learning extrapolated? What will happen when machine will really start self learning https://tech.lalitbhatt.net
  • 10. Roger Penrose: Shadows of Mind • Penrose hypothesizes that: • Human consciousness is non-algorithmic, and thus is not capable of being modelled by a conventional Turing machine type of digital computer. Source : https://en.wikipedia.org/wiki/Shadows_of_the_Mind https://tech.lalitbhatt.net
  • 11. AI – Artificial intelligence • There are known knowns; there are things we know that we know. There are known unknowns; that is to say, there are things that we now know we don't know. But there are also unknown unknowns -- there are things we do not know we don't know. • Donald Rumsfield https://tech.lalitbhatt.net
  • 13. Promise of IoT with AI • Smartness in everything in world. • At what level it’s possible https://tech.lalitbhatt.net
  • 14. Promise of IoT with AI • Insights: • Descriptive • Predictive • Prescriptive • Processing • Real time • Batch processing • Pattern detection • Anomaly detection https://tech.lalitbhatt.net
  • 15. IoT with AI – Reference Architecture Source: http://lambda-architecture.net/https://tech.lalitbhatt.net
  • 16. AWS IoT – AI AWS Greengrass AWS IoT Analytics AWS Kinesis Stream AWS Lambda SQS PROCESSING INFRASTRUCTURE AWS ElasticSearch AWS DynamoDB AWS RDS S3 Glacier STORAGE INFRASTRUCTURE AWS ML AWS Rekognition AWS Polly AWS Lex AI Platforms and Services https://tech.lalitbhatt.net