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Bas Geerdink

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From Prototype to Production Building a Scalable MLOps Platform from a Reference ArchBig Data Conference Europe 20232023-11-22
A concrete reference architecture connects training pipelines, a model registry, a feature store and online scoring behind an API, with orchestration via…
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The Culture, Architecture and Technology of MLOpsCompass Tech Summit 20232023-10-05
Argues that putting models into production is mostly culture and process not magic, equating MLOps to DevOps plus machine learning and insisting teams share…
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MLOps In Practice – How To Run Your Machine Learning Models In Production At Enterprise ScaleBig Data LDN 20222022-09-21
Shows a practical reference architecture: a batch training pipeline that writes versioned model artifacts to a model registry and a separate real‑time scoring…
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THE STATE OF MLOPS - MACHINE LEARNING IN PRODUCTION AT ENTERPRISE SCALECrunch Conference 20212021-10-07
Argues MLOps is DevOps applied to ML, with concrete architecture: Airflow training jobs produce serialized models stored in a model repository + Kubernetes…
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Fast Data - an Overview of the Concepts, Architecture and Technology of Streaming AnalyticsDevOps Pro Europe 20212021-05-11
Explains concrete design: use Kafka as the event bus, Flink or Spark for continuous jobs, start worrying at hundreds of events/sec and switch to distributed…
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Data Science at INGBig Data LDN 20182018-11-28
ING uses a Hadoop-based data lake plus Spark and ETL pipelines to combine decades of systems‑of‑record with real‑time transaction streams, creating a single…
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Fast Data at INGFlink Forward Berlin 20172017-09-11
ING builds a production streaming data platform using Apache Flink and Kafka that delivers actionable notifications and fraud detection. The platform processes…
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Data Science in the EnterpriseJ-Fall 20152015-11-05
ING centralizes multiple enterprise warehouses into a production Data Lake that feeds batch and streaming analytics, combining Hadoop, Spark, Cassandra, Kafka…
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