Upload File

making weird things with deep machine learning1. what is a neural network? (math) 2. why use a...

  • Home
  • Documents
  • 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 ·
39
MAKING WEIRD THINGS WITH DEEP MACHINE LEARNING IndieCade East 2016 · @lazerwalker

Upload: others

Post on 23-Mar-2021

2 views

Category:

Documents


0 download

Report

TRANSCRIPT

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 ·

MAKING WEIRD THINGS WITH DEEP MACHINE LEARNING

IndieCade East 2016 · @lazerwalker

Page 2: 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 ·

MIKE LAZER-WALKER@LAZERWALKER

IndieCade East 2016 · @lazerwalker

Page 3: 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 ·

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 ·

IndieCade East 2016 · @lazerwalker

Page 5: 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 ·

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 ·

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 ·

A FEW DISCLAIMERS

IndieCade East 2016 · @lazerwalker

Page 8: 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 ·

1. I'M AN ARTIST, NOT A COMPUTER SCIENTIST

IndieCade East 2016 · @lazerwalker

Page 9: 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 ·

2. PROCEDURAL GENERATION IS NOT A SILVER BULLET

IndieCade East 2016 · @lazerwalker

Page 10: 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 ·

IndieCade East 2016 · @lazerwalker

Page 11: 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 ·

IndieCade East 2016 · @lazerwalker

Page 12: 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 ·

3. NEURAL NETWORKS ARE NOT A SILVER BULLET

IndieCade East 2016 · @lazerwalker

Page 13: 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 ·

http://bit.ly/kate-compton-generators

http://bit.ly/harry-giles-poetics

IndieCade East 2016 · @lazerwalker

http://bit.ly/kate-compton-generators
http://bit.ly/harry-giles-poetics
Page 14: 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 ·

WHAT IS MACHINE LEARNING?

IndieCade East 2016 · @lazerwalker

Page 15: 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 ·

IndieCade East 2016 · @lazerwalker

Page 16: 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 ·

WHAT ARE NEURAL NETWORKS?

IndieCade East 2016 · @lazerwalker

Page 17: 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 ·

1. Inputs2. Weights

3. Activation Function4. Outputs

IndieCade East 2016 · @lazerwalker

Page 18: 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 ·

IndieCade East 2016 · @lazerwalker

Page 19: 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 ·

IndieCade East 2016 · @lazerwalker

Page 20: 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 ·

IndieCade East 2016 · @lazerwalker

Page 21: 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 ·

http://bit.ly/visualizing-cnnsIndieCade East 2016 · @lazerwalker

http://bit.ly/visualizing-cnns
Page 22: 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 ·

IndieCade East 2016 · @lazerwalker

Page 23: 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 ·

http://bit.ly/unreasonable-effectiveness-rnnsIndieCade East 2016 · @lazerwalker

http://bit.ly/unreasonable-effectiveness-rnns
Page 24: 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 ·

WHAT MAKES FOR GOOD PROCEDURAL GENERATION?

IndieCade East 2016 · @lazerwalker

Page 25: 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 ·

WHAT MAKES FOR GOOD PROCEDURAL GENERATION?

IndieCade East 2016 · @lazerwalker

Page 26: 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 ·

IndieCade East 2016 · @lazerwalker

Page 27: 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 ·

IndieCade East 2016 · @lazerwalker

Page 28: 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 ·

IndieCade East 2016 · @lazerwalker

Page 29: 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 ·

IndieCade East 2016 · @lazerwalker

Page 30: 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 ·

IndieCade East 2016 · @lazerwalker

Page 31: 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 ·

http://bit.ly/ross-goodwin-mediumIndieCade East 2016 · @lazerwalker

http://bit.ly/ross-goodwin-medium
Page 32: 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 ·

IndieCade East 2016 · @lazerwalker

Page 33: 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 ·

IndieCade East 2016 · @lazerwalker

Page 34: 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 ·

HOW CAN YOU USE THESE THINGS?

IndieCade East 2016 · @lazerwalker

Page 35: 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 ·

ONLINE APIS

Project Oxford: https://www.projectoxford.ai

IBM Bluemix: http://bit.ly/watson-developer-cloud

IndieCade East 2016 · @lazerwalker

https://www.projectoxford.ai
http://bit.ly/watson-developer-cloud
Page 36: 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 ·

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

https://github.com/billzorn/mtg-rnn
https://github.com/jcjohnson/neural-style
https://github.com/alexjc/neural-doodle
https://github.com/jcjohnson/torch-rnn
Page 37: 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 ·

EC2 IS YOUR FRIEND

https://education.github.com/packIndieCade East 2016 · @lazerwalker

https://education.github.com/pack
Page 38: 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 ·

GO FORTH AND MAKE THINGS!

IndieCade East 2016 · @lazerwalker

Page 39: 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 ·

THANK YOU!Mike Lazer-Walker

http://lazerwalker.com

twitter: @lazerwalker

slides: http://bit.ly/indiecade-east-2016-ml

IndieCade East 2016 · @lazerwalker

http://lazerwalker.com
http://twitter.com/lazerwalker
http://bit.ly/indiecade-east-2016-ml

Chapter 10 Chapter 10 Neural Network Neural Network

-Artificial Neural Network- Hopfield Neural Network(HNN)

CS456: Machine Learning · Outlines A brief history of neural network Multilayer neural network Backpropagation Deep neural network Convolutional neural networks (CNNs) Long-Short

Recurrent Neural Network for Language Modeling Taskfraser/smt_nmt_2016_seminar/08_rnns.pdf · Recurrent Neural Network for Language Modeling Task ... Recurrent Neural Network Language

Neural Network Modeling of Spectral Embeddingpdfs.semanticscholar.org/a6d0/f4e824e9fc65bbec5d1ada2cd4a1c4939411.pdf2 Neural Network for Manifold Learning Neural network can be expressed

amandagracewall.comamandagracewall.com/resources/indiecade/Original IndieCade Broch… · Craft of Games Between Indie and AAA 1 Session 3: Board Game Design and Prototyping ore Developer

Neural Network Oleh Danny Manongga. 2 Overview Basics of Neural Network Advanced Features of Neural Network Applications I-II Summary

02 Fundamentals of Neural Network - myreaders.info€¦ · 1.1 Why Neural Network SC - Neural Network – Introduction Neural Networks follow a different paradigm for computing.

- Tutorial - Neuromorphic Computing with Spintronics...• Deep neural network • Recurrent neural network –Reservoir computing • Hopfield network • Stochastic neural network

ELEC 677: Recurrent Neural Network Applications & Recurrent Neural Network … · 2016-11-08 · Recurrent Neural Network Applications & Recurrent Neural Network Language Models Lecture

02 Fundamentals of Neural Network - myreaders.info · 1.1 Why Neural Network SC - Neural Network – Introduction Neural Networks follow a different paradigm for computing.

Neural Network

Neural network for Neural Networks

Artificial Neural Network (Back-Propagation Neural Network)

Statistical & Data Analysis Using Neural Network ·  · 2015-03-12Statistical & Data Analysis Using Neural Network ... The Biological Perspective of Neural Networks Neural Network

Neural Network Toolbox - Hacettepe Universitysolen/Matlab/MatLab/Matlab - Neural... · Neural Network Toolbox For Use with MATLAB ... Neural Network Design Book.....xxii Acknowledgments.....xxiii

Your VR Experience (Oculus Presentation, Indiecade 2016)

Neural Network

Chapter 9 Chapter 9 Neural Network Neural Network

Neural Network Society, Japanese Neural Network Society 15

Neural Network Tutorial & Application in Nuclear Physics · •$ pip3 install tensorflow. Neural network simulation & extrapolation ... 1. random initialization of neural network

Biological Neural Network & Nonlinear Dynamics Biological Neural Network Similar Neural Network to Real Neural Networks Membrane Potential Potential of

Neural Network Language Models - The University of Edinburgh · Hybrid neural network / HMM acoustic models Neural network features { Tandem, posteriorgrams Deep neural network acoustic

Dynamic Neural Network Control (DNNC): A Non-Conventional Neural Network Model