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  • Thumbnail for Training and Inference in SageMaker AI

    Training and Inference in SageMaker AI

    To automate and secure machine learning operations, one needs to know about programming with SageMaker SDK. While algorithms are data scientists’ wheelhouse, infrastructure engineers like…

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  • Census Data from Statistics Canada

    Statistics Canada carries census every 5 years, with 2016 being the last run. The census data by Statistics Canada provides a wealth of insights but…

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  • AWS CDK example in Python – provision Kubernetes Nodes

    There are two mechanisms to initialize instances in AWS. Cloud init and CloudFormation Init. Both are widely used and we discuss each of them in…

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  • Docker components

    The previous post about virtualization and containerization brought up some underlying technologies which Docker build containers on, including: In this post we further discuss the…

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  • Host legacy application in Docker 2 of 2

    My previous notes include some tricks in hosting legacy application in docker. This is a continuation from that work, after 1.5 months… Use Case I…

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  • Automated Deployment Pipeline 1 of 3

    The business case You launched a software application. You installed it on two customer sites. You support the application mostly by SSH to customer server…

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