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Big Data – Lambda or Kappa Architecture?

Data Science Blog

Kappa – Architecture Jay Kreps introduced the Kappa architecture in 2014 as an alternative to the Lambda architecture. In practical implementation, the Kappa architecture is commonly deployed using Apache Kafka or Kafka-based tools. This architectural concept relies on event streaming as the core element of data delivery.

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Bringing Mainframe Machine and Log Data into Your ITOA Environment

Precisely

That number has undoubtedly increased since that 2014 study was conducted. Tools like Splunk, Elastic, and Apache Kafka play a central role in IT operations analytics (ITOA). The cost of downtime is also higher than ever. In fact, a 2016 study from the Ponemon Institute calculated the per-minute cost at nearly $9000.

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How to Manage Unstructured Data in AI and Machine Learning Projects

DagsHub

Apache Kafka Apache Kafka is a distributed event streaming platform for real-time data pipelines and stream processing. BLEU on the WMT 2014 English- to-German translation task, improving over the existing best results, including ensembles, by over 2 BLEU. Our model achieves 28.4 after training for 3.5

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7 Best Machine Learning Workflow and Pipeline Orchestration Tools 2024

DagsHub

The project was created in 2014 by Airbnb and has been developed by the Apache Software Foundation since 2016. Also, while it is not a streaming solution, we can still use it for such a purpose if combined with systems such as Apache Kafka. Miscellaneous Workflows are created as directed acyclic graphs (DAGs).