Kinesis ML, part of Amazon Kinesis, is a service that enables real-time data processing and analytics. It allows users to build applications that continuously analyze streaming data, such as logs or social media feeds, and gain insights in real time. By integrating with machine learning models, it can make predictions or detect anomalies as data flows through the system.
Top 5*
Machine Learning Frameworks
About Kinesis ML
Kinesis ML was developed by Amazon Web Services (AWS) as part of their suite of tools for real-time data processing. It was introduced to provide businesses with the capability to analyze streaming data and apply machine learning models in real time. This service aimed to address the growing need for immediate insights from continuous data sources, such as IoT devices and social media streams.
Strengths of Kinesis ML included its seamless integration with AWS services, scalability for handling large volumes of streaming data, and real-time analytics capabilities. Weaknesses involved potential complexity in setup and reliance on AWS infrastructure, which might limit flexibility. Competitors included Google Cloud Dataflow, Apache Kafka, and Microsoft Azure Stream Analytics.
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How to hire a Kinesis ML expert
A Kinesis ML expert must possess skills in AWS services, particularly Amazon Kinesis and its components. Proficiency in stream processing and real-time data analytics is essential. Knowledge of machine learning model deployment and integration is crucial. Familiarity with programming languages such as Python or Java for developing applications and handling streaming data is important. Understanding data architecture and experience with tools like Apache Kafka can be beneficial.
*Estimations are based on information from Glassdoor, salary.com and live Howdy data.
USA
$ 224K
Employer Cost
$ 127K
Employer Cost
$ 97K
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