Let's Build A Video Game With Unity and TensorFlow

  • 2020-01-09 02:57 AM
  • 184

Let's Build A Video Game With Unity and TensorFlow. We’ll build a little smartphone game, train a bot to play it using reinforcement learning, Python, and TensorFlow, and deploy it to a smartphone.

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In 30minutes. We’ll show you how easy it is to add ML-powered intelligence to video games or simulations, and how inference on smartphones is easier than it’s ever been: modern, powerful tools like Unity’s ML-Agents, Python, and TensorFlow make the complex easy. And it’s a lot of fun.

First, we’ll spend 10 minutes of the session:

  • showcasing the absolute basics game engines
  • creating an arcade game, live on stage
  • adding some art, to make the game look pretty!

Second, we’ll spend 10 minutes of the session:

  • implementing an agent, using Python and TensorFlow, that is rewarded for playing the game
  • training the agent to play
  • giving the agent some character

Finally, we’ll spend the last 10 minutes of the session:

  • preparing our trained model for deployment onto a smartphone
  • building the game and optimizing both the gameplay and ML-components for a smartphone
  • showing the audience the game, running live on a phone!

This is an engaging, fast-paced, and surprisingly in-depth exploration of how powerful modern game engines can be used for quick, relatively easy, but incredibly powerful state of the art machine learning and training, and how powerful inference on-device is, for mobile AI.

You don’t need to be a game developer to see the benefits. Join us for 30minutes of rapid live coding, and engaging banter while we show what’s really possible with Python, TensorFlow for ML, game engines/simulations, and mobile devices!

In this session, we’ll build a little smartphone game, train a bot to play it using reinforcement learning with Python and TensorFlow, and deploy it to a smartphone. In 30 minutes we’ll show you how easy it is to add machine learning (ML)-powered intelligence to video games and simulations, and how useful it can be to visualize ML problems. It’ll be fun, and you’ll learn the fundamentals of ML.

EVENT: North Bay Python 2019

SPEAKER: Paris Buttfield-Addison

PUBLICATION PERMISSIONS:
Original video was published with the Creative Commons Attribution license (reuse allowed)

ATTRIBUTION CREDITS:
Original video source: https://www.youtube.com/watch?v=8fLyMPPixdU

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