CSB NN slides (PDF)
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Title: Using a neural network on "Coders Strike Back" - because why not
Author: By bleuj
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Using a neural
network on
”Coders Strike
Back”
By bleuj
Introduction
Using a neural network on ”Coders Strike
Back”
What we try to
achieve here
Machine learning
problem
Main parts of the
work
because why not
Gathering data
from a good bot
By bleuj
16 June 2016
Reference bot
Simulating things and
creating data outside
of CodinGame
Building the neural
network function
Neural network
architecture
Learning a neural
network function
Importing the
neural network on
CodinGame
Importing the neural
network on
CodinGame
Checking the result
Contents
Introduction
What we try to achieve here
Machine learning problem
Main parts of the work
Gathering data from a good bot
Reference bot
Simulating things and creating data outside of
CodinGame
Building the neural network function
Neural network architecture
Learning a neural network function
Importing the neural network on CodinGame
Importing the neural network on CodinGame
Checking the result
Using a neural
network on
”Coders Strike
Back”
By bleuj
Introduction
What we try to
achieve here
Machine learning
problem
Main parts of the
work
Gathering data
from a good bot
Reference bot
Simulating things and
creating data outside
of CodinGame
Building the neural
network function
Neural network
architecture
Learning a neural
network function
Importing the
neural network on
CodinGame
Importing the neural
network on
CodinGame
Checking the result
Contents
Introduction
What we try to achieve here
Machine learning problem
Main parts of the work
Gathering data from a good bot
Reference bot
Simulating things and creating data outside of
CodinGame
Building the neural network function
Neural network architecture
Learning a neural network function
Importing the neural network on CodinGame
Importing the neural network on CodinGame
Checking the result
Using a neural
network on
”Coders Strike
Back”
By bleuj
Introduction
What we try to
achieve here
Machine learning
problem
Main parts of the
work
Gathering data
from a good bot
Reference bot
Simulating things and
creating data outside
of CodinGame
Building the neural
network function
Neural network
architecture
Learning a neural
network function
Importing the
neural network on
CodinGame
Importing the neural
network on
CodinGame
Checking the result
What we try to achieve here
A light decent runner..
Using a neural
network on
”Coders Strike
Back”
By bleuj
Introduction
What we try to
achieve here
Machine learning
problem
Main parts of the
work
I
Supervised learning on a good runner bot using a neural
network.
Gathering data
from a good bot
Reference bot
Simulating things and
creating data outside
of CodinGame
Building the neural
network function
Neural network
architecture
Learning a neural
network function
Importing the
neural network on
CodinGame
Importing the neural
network on
CodinGame
Checking the result
What we try to achieve here
A light decent runner..
Using a neural
network on
”Coders Strike
Back”
By bleuj
Introduction
What we try to
achieve here
Machine learning
problem
Main parts of the
work
I
I
Supervised learning on a good runner bot using a neural
network.
Constrained memory use of the neural network.
Gathering data
from a good bot
Reference bot
Simulating things and
creating data outside
of CodinGame
Building the neural
network function
Neural network
architecture
Learning a neural
network function
Importing the
neural network on
CodinGame
Importing the neural
network on
CodinGame
Checking the result
What we try to achieve here
A light decent runner..
Using a neural
network on
”Coders Strike
Back”
By bleuj
Introduction
What we try to
achieve here
Machine learning
problem
Main parts of the
work
I
Supervised learning on a good runner bot using a neural
network.
I
Constrained memory use of the neural network.
I
Low time cost with the neural network bot (to make all
of this slightly less useless).
Gathering data
from a good bot
Reference bot
Simulating things and
creating data outside
of CodinGame
Building the neural
network function
Neural network
architecture
Learning a neural
network function
Importing the
neural network on
CodinGame
Importing the neural
network on
CodinGame
Checking the result
Contents
Introduction
What we try to achieve here
Machine learning problem
Main parts of the work
Gathering data from a good bot
Reference bot
Simulating things and creating data outside of
CodinGame
Building the neural network function
Neural network architecture
Learning a neural network function
Importing the neural network on CodinGame
Importing the neural network on CodinGame
Checking the result
Using a neural
network on
”Coders Strike
Back”
By bleuj
Introduction
What we try to
achieve here
Machine learning
problem
Main parts of the
work
Gathering data
from a good bot
Reference bot
Simulating things and
creating data outside
of CodinGame
Building the neural
network function
Neural network
architecture
Learning a neural
network function
Importing the
neural network on
CodinGame
Importing the neural
network on
CodinGame
Checking the result
Machine learning problem
Using a neural
network on
”Coders Strike
Back”
By bleuj
Introduction
I
Given a data set of inputs and associated outputs,
machine learning and statistics techniques can help to
generalize a data set.
What we try to
achieve here
Machine learning
problem
Main parts of the
work
Gathering data
from a good bot
Reference bot
Simulating things and
creating data outside
of CodinGame
Building the neural
network function
Neural network
architecture
Learning a neural
network function
Importing the
neural network on
CodinGame
Importing the neural
network on
CodinGame
Checking the result
Machine learning problem
Using a neural
network on
”Coders Strike
Back”
By bleuj
Introduction
I
Given a data set of inputs and associated outputs,
machine learning and statistics techniques can help to
generalize a data set.
I
Here we will try to imitate a bot.
What we try to
achieve here
Machine learning
problem
Main parts of the
work
Gathering data
from a good bot
Reference bot
Simulating things and
creating data outside
of CodinGame
Building the neural
network function
Neural network
architecture
Learning a neural
network function
Importing the
neural network on
CodinGame
Importing the neural
network on
CodinGame
Checking the result
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