OpML '19: 2019 USENIX Conference on Operational Machine... has ended

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OpML '19: 2019 USENIX Conference on Operational Machine Learning

10:30am PDT

MLOp Lifecycle Scheme for Vision-based Inspection Process in Manufacturing Stevens Creek RoomJunsung Lim • Hoejoo Lee • Youngmin Won • Hunje Yeon

10:50am PDT

Deep Learning Vector Search Service Stevens Creek RoomMingqin Li • Jeffrey Zhu

11:10am PDT

Signal Fabric—An AI-assisted Platform for Knowledge Discovery in Dynamic System Stevens Creek RoomSouren Aghajanyan • Roman Batoukov • Jian Zhang

11:30am PDT

Relevance Debugging and Explaining at LinkedIn Stevens Creek RoomDaniel Qiu • Yucheng Qian

11:50am PDT

Shooting the Moving Target: Machine Learning in Cybersecurity Stevens Creek RoomAnkit Arun • Ignacio Arnaldo

12:10pm PDT

Deep Learning Inference Service at Microsoft Stevens Creek RoomJonathan Soifer • Jason Li • Mingqin Li • Jeffrey Zhu • Yingnan Li • Yuxiong He • Elton Zheng • Adi Oltean • Maya Mosyak • Chris Barnes • Thomas Liu • Junhua Wang

1:30pm PDT

Predictive Caching@Scale Stevens Creek RoomVaishnav Janardhan • Adit Bhardwaj

1:50pm PDT

Towards Taming the Resource and Data Heterogeneity in Federated Learning Stevens Creek RoomZheng Chai • Hannan Fayyaz • Zeshan Fayyaz • Ali Anwar • Yi Zhou • Nathalie Baracaldo • Heiko Ludwig • Yue Cheng

2:10pm PDT

A Comprehensive View of a Large-Scale Deep Learning Offline Platform Stevens Creek RoomLukas Majercak • Shansi Ren • Jack Zhang • Junhua Wang

2:30pm PDT

The Power of Metrics—How to Monitor and Improve ML Efficiency Stevens Creek RoomYan Yan • Zhilan Zweiger

2:50pm PDT

MPP: Model Performance Predictor Stevens Creek RoomSindhu Ghanta • Sriram Subramanian • Lior Khermosh • Harshil Shah • Yakov Goldberg • Swaminathan Sundararaman • Drew Roselli • Nisha Talagala

3:10pm PDT

Manifold: A Model-Agnostic Visual Debugging Tool for Machine Learning at Uber Stevens Creek RoomLezhi Li • Yunfeng Bai • Yang Wang

4:00pm PDT

KnowledgeNet: Disaggregated and Distributed Training and Serving of Deep Neural Networks Stevens Creek RoomSaman Biookaghazadeh • Yitao Chen • Kaiqi Zhao • Ming Zhao

4:20pm PDT

Continuous Training for Production ML in the TensorFlow Extended (TFX) Platform Stevens Creek RoomDenis Baylor • Kevin Haas • Konstantinos (Gus) Katsiapis • Sammy Leong • Rose Liu • Clemens Menwald • Hui Miao • Neoklis Polyzotis • Mitchell Trott • Martin Zinkevich

4:40pm PDT

Reinforcement Learning Based Incremental Web Crawling Stevens Creek RoomVatsal Agarwal

5:00pm PDT

Katib: A Distributed General AutoML Platform Based on Kubernetes Stevens Creek RoomJinan Zhou • Andrey Velichkevich • Kirill Prosvirov • Anubhav Grag • Yuji Oshima • Debo Dutta

5:20pm PDT

Machine Learning Models as a Service Stevens Creek RoomTobias Wenzel • Vigith Maurice

5:40pm PDT

Stratum: A Serverless Framework for Lifecycle Management of Machine Learning based Data Analytics Tasks Stevens Creek RoomAnirban Bhattacharjee • Yogesh Barve • Shweta Khare • Shunxing Bao • Aniruddha Gokhale • Thomas Damiano