Cage Against the Machine
Epic Machine Learning
Gant Laborde
.com
AKA
AKA
@GantLaborde
infinite.red
Enjoy Learning React and React Native
academy.infinite.red
https://inspirobot.me/
Machine
Learning
Why ML?
?
The Promised Land
"write once, use anywhere."
React Native
"learn once, write anywhere."
Machine Learning
"write once, train anywhere."
No need to re-write
- Compact
- Fast
- Generalizable
THE POWER!!!
You can do it all
We're in a new revolution with Machine Learning
Machine
Learning
What does it do?
DeOldify Photos
Fraudulent Transactions
Recommendations
Best Price!?
Playing Games
Translate
Drive
Look for Parking
Flag Errors
Write Music
AND MORE
Machine
Learning
How can I use it?
Create never before
Style Transfers
Machine
Learning
What should it do?
What is it
?
Neuron
Traditional Coding
A Trained Model
- is Fast
- is Small(ish)
- Generalizes
A Trained Model
What About Images?
Image Inputs
AND MOBILE
ML and Mobile
Quick and Dirty ML
Just use services
React Native + Machine Learning
Tensorflow.JS
?
BrainJS
DEMO TIME
TensorFlow Lite
TensorFlow
React Native + ML Models
-
Swift Landmines
-
Xcode Madness
-
Mojave and iOS Betas
Not Alone!
Let's Get Cray!
Seefood Founder
Over 5GB of Data
Trained an 80MB Model
Let's do some
react-native-vision
!
#FML
About this Presentation
AKA Why my Girlfriend
thinks I'm crazy
How does one create a Nic or Not model?
Steps to get Data
-
Scrape the internet for pictures of Nic Cage
-
Scrape the internet for pictures of Celebs
-
Code to remove faces of all images (faceOff)
-
Manually check your data for errors
Code for above available
Nic or Nickel Back?
5+ Hours!?
OF THIS!?!?!?!?!
17KB File Result!?
👎
CoreML Training Playground
How-to Machine Learning
Training a Model
NVIDIA DIGITS
Oh No!
Add a great face CNN
500k images trained
WOAH! Looking good!
Quantize the Model Weights
227MB -> 114MB
More Links
Also, I did it wrong
Try it yourself!
.com
Learn face-api.js
Thanks
Infinite Red
Thanks
ByteConf!!!
Thanks
Robert!
Thanks
Ray!
Thanks
Nic Cage
Thanks
@GantLaborde
GantLaborde.com