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REGISTRATION & LIGHT BREAKFAST

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WELCOME

DEEP REINFORCEMENT LEARNING - THE FOUNDATIONS

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Exploring the Fundamentals of Reinforcement Learning

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Jacob Andreas

Jacob Andreas - Assistant Professor and Senior Researcher - MIT/Microsoft Semantic Machines

Learning to Act by Learning to Describe

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Shane Gu

Shane Gu - Research Scientist - Google Brain

Deep Reinforcement Learning Toward Robotics

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COFFEE

ADVANCING RESEARCH METHODS & TOOLS

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Ofir Nachum

Ofir Nachum - Research Scientist - Google Brain

Learning Abstractions with Hierarchical Reinforcement Learning

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Deep Inverse Reinforcement Learning

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Jeff Clune

Jeff Clune - Senior Research Scientist & Founding Member - Uber AI Labs

Go-Explore: A New Type of Algorithm for Hard-exploration Problems

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Marc G. Bellemare

Marc G. Bellemare - Research Scientist - Google Brain

Deep Reinforcement Learning via Imitation Learning

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LUNCH

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Ashley Edwards

Ashley Edwards - Research Scientist - Uber AI Labs

Learning Values and Policies from State Observations

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Junhyuk Oh

Junhyuk Oh - Research Scientist - DeepMind

AlphaStar: Mastering the Real-Time Strategy Game StarCraft II

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Karl Cobbe

Karl Cobbe - Research Scientist - OpenAI

Quantifying Generalization in Deep Reinforcement Learning

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One-Shot Reinforcement Learning for Navigation

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COFFEE

FRONTIERS & CHALLENGES

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 Alekh Agarwal

Alekh Agarwal - Senior Researcher - Microsoft Research AI

Towards a Theory of Sample Efficient Reinforcement Learning with Rich Observations

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Rupam Mahmood

Rupam Mahmood - AI Research Lead - Kindred

Reproducibility in Reinforcement Learning with Physical Robots

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PANEL: Reproducibility in Reinforcement Learning

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Conversation & Drinks

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DOORS OPEN

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WELCOME

STARTUP SESSION

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Deep RL: Learning to Navigate

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End-to-End Learning

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Causal Learning vs Reinforcement Learning

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Alicia Kavelaars

Alicia Kavelaars - Co-Founder and CTO - OffWorld

An Industrial AI Revolution in Space Starts Deep Underground on Earth

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COFFEE

DEEP RL & NLP

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Mohammad Norouzi

Mohammad Norouzi - Senior Research Scientist - Google Brain

Reinforcement Learning Meets Sequence Prediction

DRL & ROBOTICS

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Pulkit Agrawal

Pulkit Agrawal - Research Scientist - UC Berkeley

Continually Evolving Machines: Learning by Experimenting

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Dhruv Batra

Dhruv Batra - Assistant Professor/Research Scientist - Georgia Institute of Technology/Facebook AI Research (FAIR)

Habitat: A Platform for Embodied AI Research

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Jeannette Bohg

Jeannette Bohg - Assistant Professor - Stanford University

Making Sense of Vision and Touch in Robot Manipulation Tasks

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Roberto Calandra

Roberto Calandra - Research Scientist - Facebook AI Research (FAIR)

Robots and the Sense of Touch

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LUNCH

DRL APPLICATIONS IN THE REAL WORLD

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Finance: Deep RL for Portfolio Management

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Bastiane Huang

Bastiane Huang - Product Lead - Osaro

Robot 2.0: Deep Reinforement Learning For Industrial Robotics

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Gaming: Mastering Gaming & Learning to Coordinate

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Media: Generating Text with Deep Reinforcement Learning

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END OF SUMMIT

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Day 1

An Introduction to DRL - Presentation & Q&A

Introductory Session for All

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Day 1

Creating a Purpose-Built AIOps Platform for IT - Moogsoft

Enterprise-Focused

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Day 1

How to Find the Best ML Framework for Your Business - Presentation & Open-Floor Q&A

Presentation & Demo

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Day 1

Preparing Your Dataset for ML - Technical Lab

Gain Practical Tools

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Day 1

Rising Stars: The Next Generation of AI Pioneers - The Future of AI

Showcase & Discussion

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Day 1

Reinventing your Company with AI & Becoming a Cognitive Enterprise - IBM

DECISION-MAKER SESSION

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Day 1

The Value of AI & ML in Digital Transformation - Presentation & Roundtable discussion

DECISION-MAKER SESSION

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Day 2

Breakthrough Challenges in Industry: Cross-Industry Learnings from Financial & Healthcare Sectors - Case Study & Roundtable Discussion

Cross-Industry Learnings

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Day 2

Investing in AI Startups: AI with Impact - Panel Discussion

Open Floor Q&A

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Day 2

Ethics Workshop: Scenario-Based - Case Studies & Brainstorming

Exploring Case Studies

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Day 2

The Challenges of Accessible AI - Roundtable Discussion

Brainstorming & Cross-Industry Sharing

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Day 2

Question Wall Discussions - Roundtable Discussions

Lunchtime Discussions

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Day 2

Building A Framework for RL - Technical Lab

How-to-Guide

*Please note the agenda is subject to change

discounted ticket price will end in 10 days
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