Entries from February 2018 ↓

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pinboard February 20, 2018

  • design | Architecture and UX design of KAML-D
    KAML-D can be deployed on any cloud (or on-premises) platform that allows you to run Kubernetes. Most of the components are open source. As a SaaS, it integrates with the cloud providers (user) identity management system, on-prem something like LDAP.

    Existing open source components KAML-D uses:

    Kubernetes for workload management and to ensure portability
    TensorFlow for machine learning execution
    JupyterHub for data scientists (dev/test of algorithms)
    Storage layer: To hold the datasets, Minio, Ceph, as well as cloud-provider specific offerings such as EBS, with built-in dotmesh support for snapshots
    New components KAML-D introduces:

    KAML-D Workbench: a graphical UI for data scientists, data engineers, developers, and SREs to manage datasets as well as to test and deploy ML algorithms. Builds on the metadata layer to find and visualize datasets. Builds on the storage layer to store and load datasets.
    KAML-D Metadata Hub: a data and metadata layer using PrestoDB and Elasticsearch for indexing and querying datasets.
    KAML-D Observation Hub: a comprehensive observability suite for SREs and admins (as well as developers on the app level) to understand the health of the KAML-D platform and troubleshoot issues on the platform and application level:
    Prometheus and Grafana for end-to-end metrics and monitoring/alerting
    EFK stack for (aggregrated) logging
    Jaeger for (distributed) tracing
    The user management and access control part is outside of the scope of KAML-D but standard integration points such as LDAP are offered.

  • Sony Cyber-Shot DSC-RX100 Digital Camera DSCRX100/B
  • Modern, highly scalable file storage – Qumulo
  • Fat Gold
    Fat Gold is California extra virgin olive oil, available by subscription

  • Whatever Trump Is Hiding Is Hurting All of Us Now – The New York Times
  • The More Gender Equality, the Fewer Women in STEM – The Atlantic
  • Tim Urban: Inside the mind of a master procrastinator | TED Talk | TED.com

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pinboard February 19, 2018

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