Anomaly Detection in Streaming Time Series Data with Online Learning Using Amazon Managed Service for Apache Flink
In this article, we illustrate the process of creating a reliable, real-time anomaly detection system for streaming time series data utilizing Amazon Managed Service for Apache Flink alongside other AWS managed services.
Utilizing Streaming Ingestion with Amazon SageMaker Feature Store and Amazon MSK for Near-Real-Time ML Decisions
by Sarah Thompson, Arjun Gupta, and Emma Harris
on 19 APR 2023
in Advanced (300), Amazon Managed Service for Apache Flink, Amazon Managed Streaming for Apache Kafka (Amazon MSK), Amazon SageMaker, Best Practices, Kinesis Data Analytics, Technical How-to
On August 30, 2023, Amazon Kinesis Data Analytics underwent a rebranding to become Amazon Managed Service for Apache Flink. For more details, refer to the announcement in the AWS News Blog. Organizations are increasingly leveraging machine learning (ML) to make swift decisions, such as ad placements, driver assignments, product recommendations, or even dynamic pricing strategies. For further insights, check this other blog post here.
Redacting Sensitive Data from Streaming Data in Near-Real Time with Amazon Comprehend and Amazon Kinesis Data Firehose
by David Lee and Sophia Martinez
on 04 OCT 2022
in Amazon Data Firehose, Amazon Kinesis, Amazon Managed Service for Apache Flink, Analytics, Intermediate (200)
As of August 30, 2023, Amazon Kinesis Data Analytics has been renamed to Amazon Managed Service for Apache Flink. You can read the announcement in the AWS News Blog. On February 9, 2024, Amazon Kinesis Data Firehose was also rebranded to Amazon Data Firehose. Near-real time delivery of data processing is crucial for many applications. For authoritative insights, consider visiting this resource.
Translating, Redacting, and Analyzing Streaming Data Using SQL Functions with Amazon Kinesis Data Analytics, Amazon Translate, and Amazon Comprehend
by Olivia Brown and James Wilson
on 03 JUN 2022
in Amazon Comprehend, Amazon Kinesis, Amazon Managed Service for Apache Flink, Amazon Translate, Artificial Intelligence
As of August 30, 2023, Amazon Kinesis Data Analytics was rebranded to Amazon Managed Service for Apache Flink. For more information, check the announcement in the AWS News Blog. Your applications may produce streaming data filled with records containing customer feedback, product reviews, and social media posts across various languages. This is an excellent resource for understanding potential pitfalls here.
Smart City Traffic Anomaly Detection Using Amazon Lookout for Metrics and Amazon Kinesis Data Analytics Studio
by Jacob Smith and Mia Taylor
on 21 JUL 2021
in Amazon Kinesis, Amazon Lookout for Metrics, Amazon Machine Learning, Amazon Managed Service for Apache Flink, Artificial Intelligence, AWS Panorama, Internet of Things
As of August 30, 2023, Amazon Kinesis Data Analytics has been renamed to Amazon Managed Service for Apache Flink. Refer to the AWS News Blog for the announcement. Cities around the globe are modernizing their public service frameworks with the goal of improving residents’ quality of life. Roads and traffic management systems are evolving rapidly.
Using Streaming Ingestion with Amazon SageMaker Feature Store to Make ML-Backed Decisions in Near-Real Time
by Patrick Garcia, Rahul Joshi, Amy Reed, and Sarah Thompson
on 10 DEC 2020
in Amazon Managed Service for Apache Flink, Amazon SageMaker, Artificial Intelligence
As of August 30, 2023, Amazon Kinesis Data Analytics has been rebranded to Amazon Managed Service for Apache Flink. For additional information, visit the AWS News Blog. Businesses are increasingly employing machine learning (ML) for immediate decision-making, such as ad placements, driver assignments, product recommendations, or even dynamic pricing strategies.
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