~/talks

Jules S. Damji

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titleconferencedate
Introduction to Ray for distributed and machine learning applications in PythonPyData Seattle 20232023-04-26
Hands-on coding shows Ray Core 2.0 turning Python functions into distributed tasks, actors, object store primitives that run on laptop or cloud and integrate…
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Introduction to Ray for distributed and machine learning applications in PythonPyData Seattle 20232023-04-26
Introductory, hands-on tour of Ray Core 2.0 walks code not concepts: it converts Python functions into remote functions and actors, demonstrates the shared…
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Distributed Python with Ray Hands on with the Ray Core APIsPyCon US 20222022-04-27
The session demonstrates concrete Ray Core use: writing remote functions and actors to build a working parameter server (3 workers, updates over ~20 epochs)…
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The Future of Data Science/ML at ScaleData Love 20212021-04-16
Argues that the legacy platform stack fails on increasing data volume, timeliness, and quality and that brittle hand-built ETL is the bottleneck; examines the…
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The Future of Data Science/ML at Scale: A Look at MLflow, Delta Lake + LakehouseData Love 20212021-04-16
Argument: the lakehouse unifies cheap object storage with a metadata layer and new query engines so one system serves BI, streaming, and ML without ETL…
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Platform for Complete Machine Learning LifecyclePyData Miami 20192019-01-09
Open source MLflow from Databricks claims an end-to-end ML platform by providing concrete APIs and formats: a tracking API that logs params, metrics and…
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