2011, Algorithm and Apache Kafka - Data Science Current

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

We use Amazon SageMaker to train a model using the built-in XGBoost algorithm on aggregated features created from historical transactions. It’s easy to learn Flink if you have ever worked with a database or SQL-like system by remaining ANSI-SQL 2011 compliant.

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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