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Machine Learning

40 posts
Python Kafka Quix Streams and Flink for Open Source Stream Processing
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  • 6.6K views
  • 12 minute read

Quix Streams – Stream Processing with Kafka and Python

Over 100,000 organizations use Apache Kafka for data streaming. However, there is a problem: The broad ecosystem lacks a mature client framework and managed cloud service for Python data engineers. Quix Streams is a new technology on the market trying to close this gap. This blog post discusses this Python library, its place in the Kafka ecosystem, and when to use it instead of Apache Flink or other Python- or SQL-based substitutes.
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Machine Learning and Data Science with Apache Kafka in Healthcare
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  • 4.4K views
  • 4 minute read

Machine Learning and Data Science with Kafka in Healthcare

IT modernization and innovative new technologies change the healthcare industry significantly. This blog series explores how data streaming with Apache Kafka enables real-time data processing and business process automation. Real-world examples show how traditional enterprises and startups increase efficiency, reduce cost, and improve the human experience across the healthcare value chain, including pharma, insurance, providers, retail, and manufacturing. This is part five: Machine Learning and Data Science. Examples include Recursion and Humana.
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Conversational AI NLP and Chatbot with Apache Kafka
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  • 7.5K views
  • 9 minute read

Apache Kafka for Conversational AI, NLP and Chatbot

Natural Language Processing (NLP) helps many projects in the real world for service desk automation, customer conversation with a chatbot, content moderation in social networks, and many other use cases. Learn how event streaming with Apache Kafka is used in conjunction with Machine Learning platforms at the carmaker BMW, the online travel and booking portal Expedia, and the dating app Tinder for reliable real-time conversational AI, NLP, and chatbots.
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Apache Kafka for Condition Monitoring and Predictive Maintenance in Industrial IoT
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  • 5.8K views
  • 8 minute read

Condition Monitoring and Predictive Maintenance with Apache Kafka

The manufacturing industry is moving away from just selling machinery, devices, and other hardware. Software and services increase revenue and margins. Equipment-as-a-Service (EaaS) even outsources the maintenance to the vendor. This paradigm shift is only possible with reliable and scalable real-time data processing leveraging an event streaming platform such as Apache Kafka. This post explores how Kafka-native Condition Monitoring and Predictive Maintenance help with this innovation.
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Apache Kafka and Tiered Storage for Digital Forensics and Cyber Security
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  • 3.8K views
  • 9 minute read

Kafka for Cybersecurity (Part 4 of 6) – Digital Forensics

This blog series explores use cases and architectures for Apache Kafka in the cybersecurity space, including situational awareness, threat intelligence, forensics, air-gapped and zero trust environments, and SIEM / SOAR modernization. This post is part four: Digital Forensics.
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Supply Chain Optimization with Apache Kafka and SCM
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  • 5.4K views
  • 8 minute read

Apache Kafka for Supply Chain Management (SCM) Optimization

Supply Chain optimization leveraging Event Streaming with Apache Kafka. See real-world use cases and architectures from Walmart, BMW, Porsche, and other enterprises to improve the Supply Chain Management (SCM) processes. Automation, robustness, flexibility, real-time, decoupling, data integration, and hybrid deployments…
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