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Version: 1.0

Further Readings

MLOps Component

From the components covered in MLOps Concepts, the following diagram illustrates them.

open-stacks-0.png

The technology stacks covered in Everyone's MLOps are as follows.

open-stacks-1.png

| | Storage | Minio | | | Data Processing | Apache Spark | | | Data Visualization | Tableau | | Workflow Mgmt. | Orchestration | Airflow | | | Scheduling | Kubernetes | | Security & Compliance | Authentication & Authorization | Ldap | | | Data Encryption & Tokenization | Vault | | | Governance & Auditing | Open Policy Agent |

As you can see, there are still many MLOps components that we have not covered yet. We could not cover them all this time due to time constraints, but if you need it, it might be a good idea to refer to the following open source projects first.

open-stacks-2.png

For details:

Mgmt.ComponentOpen Soruce
Data Mgmt.CollectionKafka
ValidationBeam
Feature StoreFlink
ML Model Dev. & ExperimentModelingJupyter
Analysis & Experiment Mgmt.MLflow
HPO Tuning & AutoMLKatib
Deploy Mgmt.Serving FrameworkSeldon Core
A/B TestIter8
MonitoringGrafana, Prometheus
Process Mgmt.pipelineKubeflow
CI/CDGithub Action
Continuous TrainingArgo Events
Platform Mgmt.Configuration Mgmt.Consul
Code Version Mgmt.Github, Minio
Logging(EFK) Elastic Search, Fluentd, Kibana
Resource Mgmt.Kubernetes