Michael J. Franklin

5 papers · 2012–2017 · 3 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird 🚀 Conference Pioneer

Venues

NSDI (2) OSDI (2) JMLR (1)

Top co-authors

Ion Stoica (4) Ankur Dave (2) Joseph E. Gonzalez (2) Shivaram Venkataraman (2) Matei Zaharia (2) Daniel Crankshaw (2) Tathagata Das (1) Awarded Best Paper! Awarded Community Award Honorable Mention! (1) Sean Owen (1) Reynold S. Xin (1)

Research topics

Machine Learning (2) Application Areas (2) Computer Science (1) Deep Learning (1) Learning Types (1) Optimization & Theory · Machine Learning (1) Optimization & Theory · Deep Learning (1) Systems (1)

Keywords

online learning (1) scalable learning (1) scalable machine learning (1) parallel computing (1) distributed machine learning (1) inference optimization (1) model deployment (1) latency optimization (1) low-latency serving (1) prediction throughput (1) adaptive model selection (1) apache spark (1) machine learning library (1) prediction serving (1) machine learning system (1) large-scale data processing (1) data processing (1)

Papers

Clipper: A Low-Latency Online Prediction Serving System NSDI 2017 MLlib: Machine Learning in Apache Spark JMLR 2016 GraphX: Graph Processing in a Distributed Dataflow Framework OSDI 2014 The Power of Choice in Data-Aware Cluster Scheduling OSDI 2014 Resilient Distributed Datasets: A Fault-Tolerant Abstraction for In-Memory Cluster Computing NSDI 2012