Overview
Analytical Data Platform: Use cases - it's a collection of different possibilities ( Batch capability, Streaming capability, Data Quality capability, Data Governance capability, Dashboard capability, ML capability: Visual Attributes, ML capability: Promotion Planning, ML capability: ML Operations, ML capability: ML observability) Doc link: https://griddynamics-analytical-data-platform-releases.s3.amazonaws.com/documents/ADP+deployment+steps.pdf Recommended to run in the following regions: us-east-1, us-east-2, us-west-1 and us-west-2.
Highlights
- Batch data processing, extraction and analytics calculation. Data Governance is a framework to build data quality checks, identify lineage (relation) between target and source datasets and building data catalog over existing data in Data Lake and Enterprise Data Warehouse. Data Quality Data Lineage Soda SQL. Real time analytics on top of streaming data from AWS Kinesis where analytics are delivered to AWS Redshift.
- Demoware use case for building: - Offers - a discount for a product of a list of products. - Promotion - marketing campaign to promote a brand. Demoware use case for: - What is the most popular item/color of item/type of item, etc? - Define the most popular brand of staff. - How can we make sales more efficient? - What is needed to improve the search capabilities?
- MLOps CI/CD for ML models MLflow Sagemaker Model serving Feature store Model store.
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ADP Use cases
- Amazon EKS
Container image
Containers are lightweight, portable execution environments that wrap server application software in a filesystem that includes everything it needs to run. Container applications run on supported container runtimes and orchestration services, such as Amazon Elastic Container Service (Amazon ECS) or Amazon Elastic Kubernetes Service (Amazon EKS). Both eliminate the need for you to install and operate your own container orchestration software by managing and scheduling containers on a scalable cluster of virtual machines.
Version release notes
Add Semantic Layer use case
Additional details
Usage instructions
Please refer to the documentation here: https://griddynamics-analytical-data-platform-releases.s3.amazonaws.com/documents/ADP+deployment+steps.pdf CloudFormation link: https://griddynamics-analytical-data-platform-releases.s3.amazonaws.com/platform/1.3.1-marketplace/cloudformation/use-cases.yaml
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