🐾Computing for Data and ML - Kinesis🐾
Advantages:
🔹 Serverless, you pay only for what you use
🔹 Includes predefined SQL operations and ML algorithms
🔹 Natively integrates with Lambda for more complex data processing
🔹 Kinesis Data Stream stores records for 24 hours by default, up to 365 days
🔹 Real-time data insights using Kinesis Analytics
🔹 Auto-scaling for adding or removing streams with on-demand mode
Limitations:
🔸 Maximum record size is 1 MB
🔸 Each shard supports writes up to 1,000 records per second
Use cases:
🔹 Real-time analytics for the data, eg. Real-Time Web Analytics with Kinesis
🔹 Anomaly detection on IoT device readings, eg. Smart city traffic anomaly detection using Kinesis Data Analytics Studio
🔹 Stream video from camera-equipped devices, eg. Video analytics in the cloud and at the edge with AWS DeepLens and Kinesis Video Streams
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