Ketan Umare
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where they keep going back
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who talks about the same things
- Haytham Abuelfutuh3 talks
- Samhita Alla2 talks
- Katrina Rogan2 talks
- Jeremy Lewi7 talks
- Ekansh Gupta15 talks
- Valentina Rodriguez Sosa14 talks
| title | conference | date |
|---|---|---|
| The Laws of ML at Scale | AI @Scale 2022 | 2022-09-28 |
Three concrete laws: scaling triggers a vicious cycle where ad hoc infra requests (Spark, GPUs) balloon cost and never finish; early trade-offs compound into… | ||
| Making Data Quality an integral part of developing Machine Learning and Data Products | Data @Scale Spring 2022 | 2022-05-18 |
Describes a concrete pipeline for California housing: a type-safe orchestration platform that wires typed Python tasks into reproducible workflows, plus a… | ||
| Efficient Data Parallel Distributed Training with Flyte, Spark & Horovod | Open Source Summit + Embedded Linux Conference + OSPOCon 2021 | 2021-09-27 |
Flyte orchestrates Spark or an MPI operator to run Horovod ring allreduce across ephemeral Kubernetes clusters, using the Spark operator to spawn… | ||
| Self-serve Feature Engineering Platform Using Flyte and Feast | Open Source Summit + Embedded Linux Conference + OSPOCon 2021 | 2021-09-27 |
Shows an end-to-end integration that uses Flyte workflows to run feature transforms and Feast as the feature registry and serving layer, demonstrating training… | ||
| Building and Growing an Open Source Community for an Incubating Project | Open Source Summit + Embedded Linux Conference + OSPOCon 2021 | 2021-09-27 |
A Kubernetes‑based workflow automation platform called Flight targets reproducible, replayable serverless orchestration and originates from Lyft (2016) and… | ||
| Future of Data Platforms: making use-case driven... | Global Artificial Intelligence Conference 2020 | 2020-10-20 |
Lyft runs an open source platform (Flyte) that treats ML as a superset of data, offering serverless orchestration across Kubernetes clusters, Java/Python SDKs… | ||
| Flyte: Cloud Native Machine Learning & Data Processing Platform | KubeCon + CloudNativeCon North America 2019 | 2019-11-18 |
Flyte is Kubernetes native, runs as Lyft’s orchestration fabric for ML and ETL, and executes 10M+ containers per month across ~3500 workflows. It provides a… | ||
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