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YouTube

Bosch DataOps: NLP Development and Pipeline Orchestration on Kubernetes

Data Science Conference via YouTube

Overview

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Watch a conference talk from Data Science Conference Europe 2023 where Igor Stranjanac and Filip Novovic explore how Bosch implements DataOps practices for NLP development using Kubernetes. Learn about their journey from proof-of-concept to production-ready systems, with detailed insights into their in-house solution that empowers developers and NLP researchers. Discover how they leverage key technologies like Argo Workflows, MLflow, and Seldon within an AWS cloud environment to enable pipeline orchestration, task parallelization, and efficient scheduling. Gain valuable knowledge about integrating infrastructure tools like Terraform and Flux to create a comprehensive DataOps and MLOps ecosystem that streamlines the machine learning lifecycle.

Syllabus

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

Taught by

Data Science Conference

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