Machine Learning and Internet of Things Sofian Hadiwijaya Intel Innovator – Internet of Things
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Machine Learning and Internet of Things
Sofian HadiwijayaIntel Innovator – Internet of Things
About Me
Sofian [email protected]
Intel Software Innovator – IoTTech Advisor - Nodeflux.ioCo-Founder - Pinjam.co.id
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What is Internet of Things
The Internet of Things (IoT) is the physical objects or "things" embedded with electronics, software, sensors and connectivity to enable it to achieve greater value and service by exchanging data with the manufacturer, operator and/or other connected devices based on the infrastructure
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How Big IoT Market
HowBigIoT
Market
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IoT Architect
IoTArchitect
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How to Make IoT
Sensor
Connectivity
Process
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Fast Evolution of Technology
“A computer program issaid to learn fromexperience Ewith respect to someclass of tasks Tand performancemeasure P,if its performance at tasks in T,as measured by P,improves withexperience E”
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What is Machine Learning
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Machine Learning, a key tool for AI, is the development, and application of algorithms that improve their performance at some task based on experience (previous iterations)
Training: Build a mathematical model based on a data set
Scoring: Use trained model to make predictions about new data
Deep LearningAlgorithms where multiple layers of neurons learn successively complex representations
RBM …RNNCNN
Statistical/ Other Machine LearningAlgorithms based on statistical or other techniques for estimating functions from examples
GA Linear RegressionSVMNaïve
Bayes
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End to End Workflow
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Things
Data AnnotationLabel & Prep Data
Model DeploymentOver-the-Air
Secure & Real Time
Model ScoringApp Dev & Runtimes
Embedded OS
Model UpdateTrack Model Drift
Manage Model Lifecycle
New DataNew Model
Data AggregationData Curation
Catalog Data Sets
Model TrainingTrain for Accuracy
Model ValidationRun SimulationsCross-Validate
Distributed SystemsData Acquisition
Model PerformanceTune for Performance
Analyze Longitudinal Effects
Machine Learning and Internet of Things
Background
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https://www.youtube.com/watch?v=sfqH5Y0TTEY
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Nodeflux
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Nodeflux
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Data Collection
Nodeflux
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Nodeflux
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Nodeflux
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NodeFlux.io
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https://www.youtube.com/watch?v=mkVmA8mBrEI
Go Server• 18pt Intel Clear large bulleted text for slide with sparse content
• Sub-bullet
• Bullet two
• Bullet three
Dashboard
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Sofian Hadiwijaya@sofianhw
www.sofianhw.com
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