Universal Machine Learning with Apache Beam - Maximilian Michels & Robert Bradshaw
Machine learning inference with Apache Beam
Beam Summit 2021 - Scalable Predictions of Deep Learning models with Apache Beam
Machine Learning with Apache Beam - Danny McCormick, Google - Open Source 101
Apache Beam for Production Machine Learning: TensorFlow Extended (Beam Summit Europe 2019)
Apache Beam for Production Machine Learning: TensorFlow Extended (TFX)
Intro to Stream Processing for Machine Learning
PyFlink on Beam: How does it actually work?
Apache Beam and Google Cloud DataFlow – Mete Atamel
Machine Learning diagnostics for electron beam phase space prediction in particle accelerators
Keynote - The Road to Portability (Beam Summit Europe 2019)
Apache Beam Data Pipeline
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Deep waveform learning for coordination-free beam management in mmWave nets | AI/ML IN 5G CHALLENGE
Kubeflow Universal Training Operator - Jiaxin Shan and Wang Zhang
Beam Summit 2023 | Founder's Panel – Robert Bradshaw, Kenneth Knowles, Reuven Lax
Applying The Universal Scalability Law to Distributed Systems by Dr. Neil J. Gunther
Dataflow Engines for Executing Cloud Applications: a Maslow's Hammer or Natural Outcome?
FinextraTV & Hazelcast: Spotlight on Stream Processing and Machine Learning 2
Flink Forward SF 2017: Eron Wright - Introducing Flink TensorFlow