IoTMeetupGuildford#12: Tirath Bansal - Independent Private Collaboration - myOrb
IoTMeetupGuildford#6: Machine Intelligence For the IoT - Laure Andrieux - Aiseedo
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Transcript of IoTMeetupGuildford#6: Machine Intelligence For the IoT - Laure Andrieux - Aiseedo
IOT.. Plenty to talk about, Many exciting, brilliant ideas, Complex to implement, deploy and maintain.
Assisted Living Requirements Monitor, Alarm, Advise ● Manage multiple various data sources ● Leverage time-nature of data ● Learn about the individual specifics ● Adapt to changing context
● Deliver context aware recommendations & predictions ● Feed output directly to Assisted Living Systems
You can’t program every interaction. Smart Machine Learning can help us harness the best of IOT
Machine Learning: ‘The field of study that gives computers the ability to learn without being explicitly programmed’
-Arthur Samuel, pioneering AI scientist
Handling the IoT Data Today Hard-coded
Ø Hard to add new devices Ø No customization Ø Hard to adapt model to evolving situations
Ø Suboptimum model
Machine Learning ..Can also be complex: Ø Sensor fusion Ø Temporal aspect Ø Complex parameters Ø Blending open data flows Ø Some guidance required
AISEEDO Machine Intelligence - Machine Intelligence cloud service - Predictive model - Online learning - Real time data fusion
- No prior knowledge of data required - Fault tolerant
Innovative Machine Intelligence Cloud Service
Accelerate and optimise your IoT project Adapt to changing environments Focus on business correlation & break-through insights Build Innovative context-aware solutions
Nuts and Bolts
● Data input: JSON messages via websockets /http /tcp
● Max input flows ~20 ● Queries selection:
○ next event prediction ○ recommendations ○ classification ○ anomaly detection
● Data output: JSON messages via websockets /http /tcp
Objective Based Machine Learning
● What’s this? ● Why am here? ● Let’s try something
randomly ● Oh, I can turn left
and right ● Oh, that tastes good ● Looks like I can
accelerate or decelerate
● Yum! I like cookies ● I don’t like bumping
into things ● Whoohooo I am flyin’