Industry-ready NLP Service Framework Based on Kafka (Bernhard Waltl...

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XX.05.2019
INDUSTRY-READYNLP SERVICE FRAMEWORK
BASED ON KAFKA.
DR. BERNHARD WALTL
DATA SCIENTIST, ARTIFICIAL INT...

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Intro.
KAFKA as Streaming and End-to-end Backend.
NLP Use Cases at BMW Group.
NLP Service Framework....

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Intro.
KAFKA as Streaming and End-to-end Backend.
NLP Use Cases at BMW Group.
NLP Service Framework....

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SAP Shared Service Center
South Africa
IT Research Center
Greenville
BMW Group IT HQ
Europe
BMW Grou...

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THE BMW GROUP IT IS ORGANIZED IN A WORLDWIDE NETWORK.
form the global BMW Group IT network in headquarters, in m...

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Intro.
KAFKA as Streaming and End-to-end Backend.
NLP Use Cases at BMW Group.
NLP Service Framework....

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NATURAL LANGUAGE PROCESSING – IN A NUTSHELL.
Data
Natural
language
(speech ortext)
Structured,
seman...

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SELECTED NLP USE CASES.
Digital Contract Intelligence
Vision: Automation of the processing
and analy...

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USE CASE: CALL CENTER ANALYSIS.
Iterative
and agile.
Understand
the black box.
Improve
Processes.
...

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USE CASE: CALL CENTER ANALYSIS.
Translating recorded callstotext files allows usto better
understa...

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NLP TASKS AND COMPONENTS.
Speech
Synthesis
Speech
Recognition
Lexical
morphologi
cal analysis
Stat...

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Intro.
KAFKA as Streaming and End-to-end Backend.
NLP Use Cases at BMW Group.
NLP Service Framewor...

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NLP SERVICE FRAMEWORK.
Streams
Services
Applications
(e.g. Calls, etc.)
Ressources &
(Pre-trained)...

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END-TO-END SERVICES.
HTTP
API
HTTP
API
NLP
Task
NLP
Component
End-to-end
Services
Named /
Known En...

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MICROSERVICE ARCHITECTURE.
NLP Service UIMA
(based on Java, UIMA)
Producers
Producer
API
Consumer
...

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POLYGLOT FRAMEWORK: JAVA, PYTHON, …
Core NLP Services
General Semantic
Services
Domain Specific
Se...

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Intro.
KAFKA as Streaming and End-to-end Backend.
NLP Use Cases at BMW Group.
NLP Service Framewor...

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MESSAGE BROKERING AND STREAMING.
NLP Service UIMA
(based on Java, UIMA)
Producers
Producer
API
Con...

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INTERACTION AND INTEROPERABILITY.
NLP Service UIMA
GRPC RESTKAFKA
Service 1 Service 2 Service 3
T1...

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PROTOBUF BASED TYPESYSTEM
HIGH PERFORMANCE
Fast and efficient binary encoding
TYPESAFE PROCESSORS
...

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WHYKAFKA?
connecting services via Kafka streams is easy and scalable
KAFKA IS FLEXIBLE
the Streams...

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WE BUILD PRODUCTS BASED ON KAFKA
REAL-TIME ANALYTICS
Unstructured Information
DASHBOARDS AND VISUA...

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Bernhard Waltl
Data Scientist, Artificial Intelligence,
Natural Language Processing
linkedin.com/i...

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