Скачать или смотреть Bosch DataOps: NLP Development on Kubernetes | Igor Stranjanac & Filip Novovic | DSC Europe 23

In their talk, Igor & FIlip discussed the extension of DevOps practices into data processing and machine learning lifecycles, emphasizing the transition from proof-of-concept to scalable production systems. The in-house solution leverages Kubernetes for streamlined development and staging for developers and NLP researchers. Key features include pipeline orchestration, task parallelization, and scheduling. The presentation highlighted the comprehensive design of their DataOps and MLOps system, featuring tools such as Argo Workflows, MLflow, Seldon, and infrastructure integration with Terraform and Flux, all within the AWS cloud environment.

This speech by Igor Stranjanac & Filip Novovic was held on November 23rd at the Data Science Conference Europe 2023 in Belgrade.

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