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Data pipeline and data lake for autonomous driving
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Data pipeline and data lake for autonomous driving
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DATA PIPELINE AND
DATA LAKE IN AUTONOMOUS DRIVING YU HUANG SUNNYVALE, CALIFORNIA YU.HUANG07@GMAIL.COM
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OUTLINE • TESLA • GOOGLE
WAYMO • PLUSAI • ALIBABA CLOUD • NVIDIA • NETAPP • AMAZON-AWS • AMAZON-TRI • AMAZON-MOMENTA • ECKERSON DATAOPS • IBM
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Tesla
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Nvidia
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Nvidia
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Nvidia
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Nvidia
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Nvidia
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Nvidia
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NetApp
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© 2020, Amazon
Web Services, Inc. or its affiliates. All rights reserved. AWS Reference Architecture Autonomous Driving Data Lake Build an MDF4/Rosbag-based data ingestion and processing pipeline for Autonomous Driving and Advanced Driver Assistance Systems (ADAS). 10 9 8 7 6 5 4 3 2 Ingest data from autonomous fleet with AWS Outposts for local data processing. Ingest vehicle telemetry data in real time using AWS IoT Core and Amazon Kinesis Data Firehose. Remove and transform low quality data. Schedule the extract, transform, load (ETL) jobs using Apache Airflow. Enrich data with weather conditions based on GPS location and timestamp. Extract metadata using ASAM OpenSCENARIO and store data in Amazon DynamoDB and Amazon Elasticsearch Service. Store data lineage in Amazon Neptune and catalog data using AWS Glue Data Catalog. Process drive data and perform deep signal validation. Perform automated labeling using Amazon SageMaker Ground Truth. Provide a search function for particular scenarios using AWS AppSync. 1 1 2 3 4 5 6 7 8 9 10
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Radar and video
data processing in MDF4 format achieves the highest scalability by leveraging AWS Fargate for Amazon ECS.
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Autonomous driving at
AWS
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TRI
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Momenta
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Next Generation Data
Pipelines
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Data Pipeline Complexity Eckerson
DataOps
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Analytic Models Failure
to Launch Eckerson DataOps
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Streaming Data Pipelines Eckerson
DataOps
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Requirements for Autonomous
Navigation Eckerson DataOps
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DataOps for Model
and Pipeline Development and Operationalization Continuous Integration / Continuous Development(CI/CD) Eckerson DataOps
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Components and Complexities
of Analytics Ecosystems Eckerson DataOps
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IBM Enterprise Data
pipeline Marketecture
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IBM Autonomous driving
development use cases
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