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Bundesliga Match Fact Ball Recovery Time: Quantifying teams’ success in pressing opponents on AWS

AWS Machine Learning Blog

Since Steffen Baumgart took over as coach at FC Köln in 2021, the team has managed to lift themselves from the bottom and has established a steady position in the middle of the table. The new Bundesliga Match Fact is the result of an in-depth analysis by a team of football experts and data scientists from the Bundesliga and AWS.

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Bundesliga Match Fact Keeper Efficiency: Comparing keepers’ performances objectively using machine learning on AWS

AWS Machine Learning Blog

Not only was he widely considered the top-rated goalkeeper in the league during the 2021/22 season, but he also held that title back in 2018/19 when Eintracht Frankfurt reached the Europa League semifinals. The BMF logic itself (except for the ML model) runs on an AWS Fargate container.

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Transitioning off Amazon Lookout for Metrics 

AWS Machine Learning Blog

The service, which was launched in March 2021, predates several popular AWS offerings that have anomaly detection, such as Amazon OpenSearch , Amazon CloudWatch , AWS Glue Data Quality , Amazon Redshift ML , and Amazon QuickSight. Following is a brief overview of each service. To learn more, see the documentation.

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Discover the Most Important Fundamentals of Data Engineering

Pickl AI

billion in 2021 and is expected to grow at a CAGR of 11.0% from 2021 to 2026. Among these tools, Apache Hadoop, Apache Spark, and Apache Kafka stand out for their unique capabilities and widespread usage. The global data integration market was valued at USD 11.6

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ML Pipeline Architecture Design Patterns (With 10 Real-World Examples)

The MLOps Blog

Apache Kafka, Amazon Kinesis) 2 Data Preprocessing (e.g., As usage increased, the system had to be scaled vertically, approaching AWS instance-type limits. 2021, July 15). Today different stages exist within ML pipelines built to meet technical, industrial, and business requirements. 1 Data Ingestion (e.g.,

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