Learning to Persuade with AI

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Jorge Davila-Chacon

Reinforcement Learning for Debt Collection

Daten & Analysen

Learning to Persuade
Artificial Intelligence
for Debt Collection
Jorge Davila-Chacon
Data Scientist
Data Innovation Summit – Stockholm 2017

5 min
What is RL?
5 min
What can RL do?
5 min
Learning to Forget
5 min
Take away

From
Artificial Intelligence
To
Machine Learning
To
Reinforcement Learning

Artificial Intelligence
“Flexible rational agent that perceives its
environment and takes actions that maximize its
chance of success at an arbitrary goal.”
- S. Russell and P. Norvig

Machine Learning
Data
Program
Output
Data
Output
Program
Traditional
Machine Learning
1
1
2
2

Machine Learning
Supervised
Learning
Unsupervised
Learning
Reinforcement
Learning

Reinforcement Learning
“A way of programming agents by reward
and punishment without needing to specify
how the task is to be achieved”
- Leslie P. Kaelbling

Exploration vs Exploitation
It's all about soups...

Reference: Silver et al. Mastering the game of Go with deep neural networks and tree search. Nature, 2016.
Learning to be lazy

Learning to be lazy
Q-Values Recommended Times
Time Agent

Learning to react
www.bostondynamics.com

Learning to be fast
www.bostondynamics.com

Learning to be fast
Explore more
Exploit more

Understand AI
● AI is more than just “stats”
Its about exploration strategies
● Be careful with technology hypes
But don’t be afraid if you see someone fail
● Unleash the beast!
Sprinkling your business with AI might not be enough

Tack för din uppmärksamhet!
Visit
collect.ai
or
LinkedIn
Jorge Davila-Chacon

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