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What is a data fabric? Data fabric is defined by IBM as “an architecture that facilitates the end-to-end integration of various datapipelines and cloud environments through the use of intelligent and automated systems.” Ensuring high-quality data A crucial aspect of downstream consumption is data quality.
If useful, it can be further extended to a data lake platform that uses AWS Glue (a serverless data integration service for datapreparation) and Amazon Athena (a serverless and interactive analytics service) to analyze and visualize data. She holds 30+ patents and has co-authored 100+ journal/conference papers.
Historical data is normally (but not always) independent inter-day, meaning that days can be parsed independently. In GPU Accelerated DataPreparation for Limit Order Book Modeling , the authors describe a GPU pipeline handling data collection, LOB pre-processing, data normalization, and batching into training samples.
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