making weird things with deep machine learning1. what is a neural network? (math) 2. why use a...
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![Page 1: MAKING WEIRD THINGS WITH DEEP MACHINE LEARNING1. What is a neural network? (Math) 2. Why use a neural network? (Art) 3. How do I use a neural network? (Code) IndieCade East 2016 ·](https://reader035.vdocuments.net/reader035/viewer/2022071423/611dc8cda16d0d7691215c80/html5/thumbnails/1.jpg)
MAKING WEIRD THINGS WITH DEEP MACHINE LEARNING
IndieCade East 2016 · @lazerwalker
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MIKE LAZER-WALKER@LAZERWALKER
IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
![Page 4: MAKING WEIRD THINGS WITH DEEP MACHINE LEARNING1. What is a neural network? (Math) 2. Why use a neural network? (Art) 3. How do I use a neural network? (Code) IndieCade East 2016 ·](https://reader035.vdocuments.net/reader035/viewer/2022071423/611dc8cda16d0d7691215c80/html5/thumbnails/4.jpg)
IndieCade East 2016 · @lazerwalker
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MAKING WEIRD THINGS WITH DEEP MACHINE LEARNING
IndieCade East 2016 · @lazerwalker
![Page 6: MAKING WEIRD THINGS WITH DEEP MACHINE LEARNING1. What is a neural network? (Math) 2. Why use a neural network? (Art) 3. How do I use a neural network? (Code) IndieCade East 2016 ·](https://reader035.vdocuments.net/reader035/viewer/2022071423/611dc8cda16d0d7691215c80/html5/thumbnails/6.jpg)
1. What is a neural network? (Math)2. Why use a neural network? (Art)
3. How do I use a neural network? (Code)
IndieCade East 2016 · @lazerwalker
![Page 7: MAKING WEIRD THINGS WITH DEEP MACHINE LEARNING1. What is a neural network? (Math) 2. Why use a neural network? (Art) 3. How do I use a neural network? (Code) IndieCade East 2016 ·](https://reader035.vdocuments.net/reader035/viewer/2022071423/611dc8cda16d0d7691215c80/html5/thumbnails/7.jpg)
A FEW DISCLAIMERS
IndieCade East 2016 · @lazerwalker
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1. I'M AN ARTIST, NOT A COMPUTER SCIENTIST
IndieCade East 2016 · @lazerwalker
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2. PROCEDURAL GENERATION IS NOT A SILVER BULLET
IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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3. NEURAL NETWORKS ARE NOT A SILVER BULLET
IndieCade East 2016 · @lazerwalker
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http://bit.ly/kate-compton-generators
http://bit.ly/harry-giles-poetics
IndieCade East 2016 · @lazerwalker
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WHAT IS MACHINE LEARNING?
IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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WHAT ARE NEURAL NETWORKS?
IndieCade East 2016 · @lazerwalker
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1. Inputs2. Weights
3. Activation Function4. Outputs
IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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http://bit.ly/unreasonable-effectiveness-rnnsIndieCade East 2016 · @lazerwalker
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WHAT MAKES FOR GOOD PROCEDURAL GENERATION?
IndieCade East 2016 · @lazerwalker
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WHAT MAKES FOR GOOD PROCEDURAL GENERATION?
IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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http://bit.ly/ross-goodwin-mediumIndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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IndieCade East 2016 · @lazerwalker
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HOW CAN YOU USE THESE THINGS?
IndieCade East 2016 · @lazerwalker
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ONLINE APIS
Project Oxford: https://www.projectoxford.ai
IBM Bluemix: http://bit.ly/watson-developer-cloud
IndieCade East 2016 · @lazerwalker
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CONSTRUCTION KITS
mtg-rnn: https://github.com/billzorn/mtg-rnn
neural-style: https://github.com/jcjohnson/neural-style
neural-doodle: https://github.com/alexjc/neural-doodle
torch-rnn: https://github.com/jcjohnson/torch-rnnIndieCade East 2016 · @lazerwalker
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EC2 IS YOUR FRIEND
https://education.github.com/packIndieCade East 2016 · @lazerwalker
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GO FORTH AND MAKE THINGS!
IndieCade East 2016 · @lazerwalker
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THANK YOU!Mike Lazer-Walker
http://lazerwalker.com
twitter: @lazerwalker
slides: http://bit.ly/indiecade-east-2016-ml
IndieCade East 2016 · @lazerwalker