Data mining and machine learning based solution for advanced analytics on machine data and log files

creating value from data

Data Mining And Machine Learning Based SolutionFor Advanced Analytics On Machine Data & Log Files

11/2016 – www.machine-analytics.com

Machines, systems & devices generate Data

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Sensors, process data, usage metrics,

in databases, log files, message queues…

Data from multiple machines is full ofhard to extract valuable information

Our customers and R&D partners use our platform and analytics services to improve their service excellence, operational excellence or R&D excellence

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Unique capabilities

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Yazzoom has built on top of open source technologies like

Logstash, Kafka and Elastic Search a powerful reusable and

extendible technological solution with some unique capabilities:

Process mining: The ability to learn from the various

heterogeneous data streams statistical models that describe how

the machines, devices and systems have been used and which

process steps were executed by those systems.

Context dependent anomaly detection: The ability to detect in

real-time anomalies or abnormal process execution in both

numerical data and log files, while taking into account the context in

which the system operates.

Anomaly detection

• Detect abnormal events, abnormal

sensor values, abnormal operation

states,…

• If it is not feasible to have a human

expert write (alarm) rules

• Learn a statistical model of what is

normal based on historical data

• Detect that new data coming is unlikely

according to model

• Examples: detect anomalies in machine

data and machine logs of internet

routers/switches, of medical devices,…

Multivariate anomaly detection

Process Mining

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Value inside machine data:

• Higher reliability through more realistic product testing

• More precise engineering requirements

• Better product design thanks to knowledge of real usage

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R&D

Service

Operations

• Gain pre-emptive knowledge of potential problems

• More efficient investigation and troubleshooting

• Reduce the mean time to repair of your service team

• Real-time detection and even prediction of anomalies

• Avoid down-time and other costs through automatic

remediation actions

• Speed up root cause analysis for faster recovery

More value from machine data:

Custom Analytics Modules developed by our multi-disciplinary team of

experts for your needs and according to your specifications, for example:

• Typical product interaction pattern extraction for up and cross-selling

• Machine performance insights

• Root-cause analysis system to find the likely origin of a problem

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Custom

Flexible Deployment & Integration

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The solution can be integrated on your company's private

servers or in the cloud. We cooperate with your technical

team to seamlessly integrate it in your infrastructure.

The output generated can be visualized in dashboards,

trigger notifications or remediation actions to minimize or

avoid further issues, or be stored for further analysis e.g.

for interactive exploration in search of bugs or root causes

of machine failures in dedicated front-ends.

Summary:

• Yazzoom offers unique solutions for machine data analytics, thanks to its process

mining and anomaly detection combination

• Yazzoom’s team unique combination of engineering and data science expertise

allows us to tackle machine predictive modelling projects with high efficiency

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Contact Yazzoom: [email protected]

GSM +32 (0)486/31.68.09www.machine-analytics.com