2011, Apache Kafka and Machine Learning

Big Data – Lambda or Kappa Architecture?

Data Science Blog

JUNE 27, 2023

Lambda – Architecture Introduced in 2011 during the peak of Big Data’s prominence, the Lambda architecture remains a significant presence in the field. In practical implementation, the Kappa architecture is commonly deployed using Apache Kafka or Kafka-based tools.

Big Data

Big Data Big Data Apache Kafka Database

Use streaming ingestion with Amazon SageMaker Feature Store and Amazon MSK to make ML-backed decisions in near-real time

AWS Machine Learning Blog

APRIL 19, 2023

Businesses are increasingly using machine learning (ML) to make near-real-time decisions, such as placing an ad, assigning a driver, recommending a product, or even dynamically pricing products and services. Apache Flink is a popular framework and engine for processing data streams.

ML ML Apache Kafka SQL

Data Science Current

Big Data – Lambda or Kappa Architecture?

Use streaming ingestion with Amazon SageMaker Feature Store and Amazon MSK to make ML-backed decisions in near-real time

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