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Anyscale

June 22-24 | Virtual & Free

Ray Summit 2021

Scalable machine learning,
Scalable Python, for everyone

WATCH ON DEMAND
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About

Ray Summit brings together developers, ML practitioners, data scientists, DevOps, and cloud-native architects interested in building scalable data & AI applications with Ray, the open-source Python framework for distributed computing.

Topics include: ML in production, MLOps, deep & reinforcement learning, cloud computing, serverless, and Ray libraries

Scalable machine learning, scalable Python, for everyone.

Agenda

* Schedule subject to change. All times in PST.
Category
09:00 am - 11:00 amKeynote
9:00 AM - 10:15 AM

Opening Keynote

Ion Stoica
, Anyscale | UC Berkeley
Robert Nishihara
, Anyscale
Edward Oakes
, Anyscale
10:15 AM - 10:30 AM

Responsible AI at Scale

Sarah Bird

Azure AI, Microsoft
10:35 AM - 10:50 AM

Human-in-the-Loop Reinforcement Learning

Pieter Abbeel

UC Berkeley | Covariant | The Robot Brains
10:50 AM - 11:10 AM

Making Boats Fly with AI on Ray

Nicolas Hohn

McKinsey | QuantumBlack Australia
12:25 pm - 12:55 pmSESSIONS

End-to-End AutoML with Ludwig on Ray

Travis Addair

Horovod

Offline RL with RLlib

Edi Palencia

Microsoft

Ray Serve: Patterns of ML Models in Production

Simon Mo

Anyscale

Petabyte Scale Datalake Table Management with Ray, Arrow, Parquet, and S3

Patrick Ames

Amazon

A 24x Speedup for Reinforcement Learning with RLlib + Ray

Raoul Khouri

Two Sigma

Distributed XGBoost on Ray

Michael Mui
, Uber
Kai Fricke
, Anyscale

Ray and Anyscale: An Optimization Journey

Nachi Mehta

OXW.io
01:00 pm - 01:30 pmSESSIONS

Detection of Sensitive Personal Data in Large Data Sets Using Ray with Deep Learning

Srinivasa Rao Aravilli

Visa

The Quick Journey to Using Ray: How We Implement Ray and Anyscale to Speed up our ML Processes

Juan Roberto Honorato
, Anastasia
Domingo Ortuzar
, Anastasia

Using Reinforcement Learning to Optimize IAP Offer Recommendations in Mobile Games

Emiliano Castro
, Wildlife Studios
Vinicius Alves
, Wildlife Studios
Felipe Antunes
, Wildlife Studios

Data Science at Scale: From Notebook to Production with Airflow and Ray

Daniel Imberman
, Astronomer.io | Apache Airflow
Rob Deeb
, Astronomer.io

Scaling Interactive Data Science with Modin and Ray

Devin Petersohn

UC Berkeley

Per-epoch Shuffling Data Loader: Mix It Up As You Train!

Clark Zinzow

Anyscale

W&B Tables and Ray

Chris Van Pelt

Weights & Biases
01:45 pm - 02:15 pmSESSIONS

Data Processing on Ray

SangBin Cho

Anyscale

How Ray and Anyscale Make it Easy to do Massive-scale ML on Aerial Imagery

Richard Decal

Dendra Systems

RayDP: Build Large-scale End-to-end Data Analytics and AI Pipelines Using Spark and Ray

Carson Wang

Intel

Ray Internals: Object Management with the Ownership Model

Stephanie Wang
, UC Berkeley | Anyscale
Yi Cheng
, Anyscale

Neural MMO: Building a Massively Multiagent Research Platform with Ray and RLlib

Joseph Suarez

MIT | Neural MMO

Achieving Scalability and Interactivity with Ray Serve

Jaehyun Sim
, Ikigai Labs
Amar Shah
, Ikigai Labs

Building High Availability and Scalability Online Computing Applications on Ray

Tengwei Cai

Ant Group
02:20 pm - 02:50 pmSESSIONS

Simplify Big Data & AI on Spark and Ray with MLSQL

Dong Li

Kyligence | Apache Kylin

Improving Ray for Large-scale Applications

Hao Chen

Ant Group

Mobile Order Click-Through Rate (CTR) Recommendation with Ray on Apache Spark at Burger King

Kai Huang
, Intel
Luyang Wang
, Restaurant Brands International

Application of Online Resource Allocation Based on Ray

Fengbin Fang

Ant Group

DeepCoMP: Multi-agent Reinforcement Learning for Multi-cell Selection in 5G and Beyond

Stefan Schneider

Paderborn University

Panel: ML Platform on Ray

Zhe Zhang
, Anyscale
Xu Ning, PhD
, Uber
Azeem Ahmed
, Shopify
Bhavya Agarwal
, Robinhood

Keynote Speakers

Eric Brewer

Eric Brewer

Google | UC Berkeley
Tianqi Chen

Tianqi Chen

Carnegie Mellon University | OctoML | Apache TVM | XGBoost | Apache MXNet
Sarah Bird

Sarah Bird

Azure AI, Microsoft
Matt Johnson

Matt Johnson

Google Brain | JAX
Dawn Song 2

Dawn Song

UC Berkeley
Ion Stoica

Ion Stoica

Anyscale | UC Berkeley
Robert Nishihara

Robert Nishihara

Anyscale
Nicolas Hohn

Nicolas Hohn

McKinsey | QuantumBlack Australia
Marvin Theimer

Marvin Theimer

Amazon Web Services (AWS)
Edward Oakes

Edward Oakes

Anyscale
Pieter Abbeel

Pieter Abbeel

UC Berkeley | Covariant | The Robot Brains
Dr. Charles He

Dr. Charles He

Ant Group

All Speakers

Travis Addair

Travis Addair

Horovod
Patrick Ames

Patrick Ames

Amazon
Felipe Antunes

Felipe Antunes

Wildlife Studios
Tanja Bayer

Tanja Bayer

Widas Technologie Services GmbH
Jeroen Bédorf

Jeroen Bédorf

minds.ai
Stanley Bishop-Rosal

Stanley Bishop

Drift Biotechnologies
Davit Buniatyan

Davit Buniatyan

Activeloop
Tengwei Cai

Tengwei Cai

Ant Group
Emiliano Castro

Emiliano Castro

Wildlife Studios
Wei Chen

Wei Chen

NVIDIA
SangBin Cho

SangBin Cho

Anyscale
Linsong Chu

Linsong Chu

IBM Research
Richard Decal

Richard Decal

Dendra Systems
Rob Deeb

Rob Deeb

Astronomer.io
Melih Elibol

Melih Elibol

UC Berkeley
Erik Erlandson

Erik Erlandson

Red Hat
Sahar Esmaeilzadeh

Sahar Esmaeilzadeh

Pathmind
Fengbin Fang

Fengbin Fang

Ant Group
Kai Fricke

Kai Fricke

Anyscale
Raghu Ganti

Raghu Ganti

IBM
Sahika Genc

Sahika Genc

Amazon
Kai Huang

Kai Huang

Intel
Daniel Imberman

Daniel Imberman

Astronomer.io | Apache Airflow
Amog Kamsetty

Amog Kamsetty

Anyscale
Raoul Khouri

Raoul Khouri

Two Sigma
Dong Li

Dong Li

Kyligence | Apache Kylin
Simon Mo

Simon Mo

Anyscale
Michael Mui

Michael Mui

Uber
Alex Wu

Alex Wu

Anyscale
Edi Palencia

Edi Palencia

Microsoft
Srinivasa Rao Aravilli

Srinivasa Rao Aravilli

Visa
Hao Chen

Hao Chen

Ant Group
Chris Qin

Chris Qin

Alibaba Cloud
Vinicius Alves

Vinicius Alves

Wildlife Studios
Devin Petersohn

Devin Petersohn

UC Berkeley
Stefan Schneider

Stefan Schneider

Paderborn University
Joseph Suarez

Joseph Suarez

MIT | Neural MMO
Amar Shah

Amar Shah

Ikigai Labs
Jaehyun Sim

Jaehyun Sim

Ikigai Labs
Edward Junprung

Edward Junprung

Pathmind
Roger Ng, M.D.

Roger Ng, M.D.

Virginia Mason Heart Institute
Sven Mika

Sven Mika

Anyscale
Peter Noseworthy

Peter Noseworthy, M.D.

Mayo Clinic
Paco Nathan

Paco Nathan

Derwen, Inc.
Carson Wang

Carson Wang

Intel
Luyang Wang 2

Luyang Wang

Restaurant Brands International
Clark Zinzow

Clark Zinzow

Anyscale
Hao Zhang

Hao Zhang

UC Berkeley
Nachi Mehta

Nachi Mehta

OXW.io
Domingo Ortuzar

Domingo Ortuzar

Anastasia
Juan Roberto Honorato

Juan Roberto Honorato

Anastasia
Chris Van Pelt

Chris Van Pelt

Weights & Biases
Yi Cheng

Yi Cheng

Anyscale
Stephanie Wang

Stephanie Wang

UC Berkeley | Anyscale
Bhavya Agarwal

Bhavya Agarwal

Robinhood
Azeem Ahmed

Azeem Ahmed

Shopify
Xu Ning

Xu Ning, PhD

Uber
Zhe Zhang

Zhe Zhang

Anyscale
Ishaan Sood

Ishaan Sood

minds.ai

Sponsors

Platinum Sponsors

Ant Group

Gold Sponsors

Kyligence logo
Intel

Silver Sponsors

Astronomer