AWS Machine Learning Blog

DECEMBER 4, 2024

It seems straightforward at first for batch data, but the engineering gets even more complicated when you need to go from batch data to incorporating real-time and streaming data sources, and from batch inference to real-time serving. Without the capabilities of Tecton , the architecture might look like the following diagram.

ML 101

ML ML AWS AI 101

phData

FEBRUARY 5, 2024

Setting up the Information Architecture Setting up an information architecture during migration to Snowflake poses challenges due to the need to align existing data structures, types, and sources with Snowflake’s multi-cluster, multi-tier architecture.

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SQL Database Data Quality Data Warehouse 52

Pickl AI

DECEMBER 9, 2024

Key challenges include data storage, processing speed, scalability, and security and compliance. What is the Role of Zookeeper in Big Data? Zookeeper coordinates distributed systems by managing configuration, synchronisation, and group services. How Do You Ensure Data Quality in a Big Data Project?

Big Data 52

Big Data Big Data Hadoop Apache Kafka 52

AWS Machine Learning Blog

NOVEMBER 12, 2024

Agmatix’s technology architecture is built on AWS. Their data pipeline (as shown in the following architecture diagram) consists of ingestion, storage, ETL (extract, transform, and load), and a data governance layer. AWS Glue accesses data from Amazon S3 to perform data quality checks and important transformations.

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AWS AI AI Data Lakes 121