MACHINE LEARNING
The Beauty of
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CTS of Infinite Red
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React Native Core Contributor
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Machine Learning Enthusiast
Gant Laborde
Your Friend
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Machine Learning?
WHY
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?
?
?
?
Machine Learning?
WHY
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@GANTLABORDE
"Write once, train for anywhere"
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Machine Learning?
WHY
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Machine Learning?
WHY
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@GANTLABORDE
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What does it do?
Machine Learning
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?
?
?
?
What does it do?
Machine Learning
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- Region Detection
- Style Transfer
What does it do?
Machine Learning
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@GANTLABORDE
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😂
What does it do?
Machine Learning
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@GANTLABORDE
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What does it do?
Machine Learning
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@GANTLABORDE
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What does it do?
Machine Learning
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@GANTLABORDE
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What does it do?
Machine Learning
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@GANTLABORDE
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What
Machine Learning
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Should
Should
it do?
What should it do?
Machine Learning
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@GANTLABORDE
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What should it do?
Machine Learning
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@GANTLABORDE
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What should it do?
Machine Learning
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@GANTLABORDE
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Applications
Machine Learning
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Fraudulent Transactions
Recommendations
Best Price!?
Playing Games
Translate
Drive
How long is that line?
Write Music
AND MORE
What is it?
Machine Learning
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@GANTLABORDE
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What is it?
Machine Learning
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@GANTLABORDE
Model Â
===
function()
Model Â
function()
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5715819/pasted-from-clipboard.png)
What is it?
Machine Learning
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@GANTLABORDE
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DATA
IN
DATA
OUT
DATA
IN
DATA
OUT
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5715804/pasted-from-clipboard.png)
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From Where?
Machine Learning
3
3
PLACES
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Download Existing Models
From Where?
Machine Learning
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5715891/pasted-from-clipboard.png)
#1
#1
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Train a
Model
From Where?
Machine Learning
#2
#2
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5715901/pasted-from-clipboard.png)
![](https://s3.amazonaws.com/media-p.slid.es/uploads/893745/images/5358035/logo-mark.png)
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Modify an Existing
Model
From Where?
Machine Learning
#3
#3
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5715903/pasted-from-clipboard.png)
Status
Â
MACHINE LEARNING
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@GANTLABORDE
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Growth
Â
MACHINE LEARNING
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Machine Learning & JavaScript is Awesome!
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5722689/pasted-from-clipboard.png)
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Tensorflow (Lite/JS)
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BrainJS (aka Brain)
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Core ML
JavaScript Options
Today
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MACHINE LEARNING
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@GANTLABORDE
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5715906/pasted-from-clipboard.png)
MACHINE LEARNING & JAVASCRIPT
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@GANTLABORDE
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5715916/pasted-from-clipboard.png)
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Tensorflow
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Tensorflow.JS
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Tensorflow Lite
Tensorflow
Â
MACHINE LEARNING
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@GANTLABORDE
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Tensorflow
JavaScript
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Works with mobile (kinda)
- Large model files
- Slow on mobile devices
Tensorflow Lite
JavaScript
![](https://s3.amazonaws.com/media-p.slid.es/uploads/893745/images/5358035/logo-mark.png)
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Optimized for Mobile
- GPU optimized
Tensorflow Lite
React Native
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![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5717375/RN_tensor_flow_lite.gif)
Executive Summary:
Decent but limited. It's a nice start, and with proper backing, it could become a Machine Learning standard library.
DEMO
Tensorflow JS
WEB ONLY
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Optimized for Dynamic
- Can be trained in JS
- Supports most TF functions
Tensorflow JS
WEB
MACHINE LEARNING
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@GANTLABORDE
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Tensorflow (Lite/JS)
Machine Learning
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Learn More:
Free course on GitHub by Magnus Erik Hvass Pedersen
GitHub Photo
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Tensorflow (Lite/JS)
Machine Learning
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@GANTLABORDE
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MACHINE LEARNING & JAVASCRIPT
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Brain JS
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5715925/pasted-from-clipboard.png)
Brain JS
React Native
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Executive Summary:
Your ALL-JS solution. Optimized and synced between GPU and CPU for indepth training. GPU is around the corner, and conv is too, in Brain 2.0
DEMO
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5718222/brain_demo.gif)
Brain JS
React Native
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@GANTLABORDE
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5582780/pasted-from-clipboard.png)
Robert Plummer
MACHINE LEARNING & JAVASCRIPT
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Core ML
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5715921/pasted-from-clipboard.png)
Core ML
React Native
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@GANTLABORDE
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iOS Specific Models
- Optimized for iOS devices
- Has many APIs available
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Existing support
- react-native-coreml-image
- react-native-coreml
Core ML
React Native
![](https://s3.amazonaws.com/media-p.slid.es/uploads/893745/images/5358035/logo-mark.png)
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react-native-vision
DEMO
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5203585/pasted-from-clipboard.png)
5GB of images => 80MB model
Core ML
React Native
![](https://s3.amazonaws.com/media-p.slid.es/uploads/893745/images/5358035/logo-mark.png)
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Executive Summary:
REALTIME MODELS on your phone!?
This is epic! But the advantage is how you can run advanced models. Like generators.
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5721789/video.gif)
Core ML
React Native
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Style Transfer Generators!
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5758170/style.gif)
How
MACHINE LEARNING
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How does one make a model?
MACHINE LEARNING
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@GANTLABORDE
![](https://s3.amazonaws.com/media-p.slid.es/uploads/893745/images/5909409/pasted-from-clipboard.png)
![](https://s3.amazonaws.com/media-p.slid.es/uploads/893745/images/5909412/pasted-from-clipboard.png)
![](https://s3.amazonaws.com/media-p.slid.es/uploads/893745/images/5909415/pasted-from-clipboard.png)
How
MACHINE LEARNING
![](https://s3.amazonaws.com/media-p.slid.es/uploads/893745/images/5358035/logo-mark.png)
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You don’t need to come up with advanced algorithms anymore. You just have to teach a computer to come up with its own advanced algorithm.
How
MACHINE LEARNING
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Example Case
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How
MACHINE LEARNING
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What's the hard part?
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
How
MACHINE LEARNING
![](https://s3.amazonaws.com/media-p.slid.es/uploads/893745/images/5358035/logo-mark.png)
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Nic or Nickelback
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5204059/pasted-from-clipboard.png)
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5204060/pasted-from-clipboard.png)
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5204062/pasted-from-clipboard.png)
How
MACHINE LEARNING
![](https://s3.amazonaws.com/media-p.slid.es/uploads/893745/images/5358035/logo-mark.png)
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Feed Teacher
and let it train!
How
MACHINE LEARNING
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5+ Hours of This
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5203747/cageFaces.gif)
How
MACHINE LEARNING
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How
MACHINE LEARNING
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@GANTLABORDE
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5203696/pasted-from-clipboard.png)
😢
How
MACHINE LEARNING
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@GANTLABORDE
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5203724/pasted-from-clipboard.png)
How
MACHINE LEARNING
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Transfer Learning!
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5203717/pasted-from-clipboard.png)
How
MACHINE LEARNING
![](https://s3.amazonaws.com/media-p.slid.es/uploads/893745/images/5358035/logo-mark.png)
@GANTLABORDE
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5203704/pasted-from-clipboard.png)
🎉
How
MACHINE LEARNING
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@GANTLABORDE
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5182456/IMG_4471.jpg)
OMG IT WORKS!?
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5217162/NicOrNot.gif)
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5725762/pasted-from-clipboard.png)
![](https://s3.amazonaws.com/media-p.slid.es/uploads/70820/images/5725867/frank.gif)
GET ACTIVE
Â
MACHINE LEARNING
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Think in ML
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What does it do?
Machine Learning
"Machine Learning does things a human can do;
trained with a lot of time and a lot of examples."
Review
Â
MACHINE LEARNING
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@GANTLABORDE
"Reimagining everything inspires science."
https://inspirobot.me/
Review
Â
MACHINE LEARNING
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@GANTLABORDE
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#FML
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INFINITE RED
THANKS
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Thanks!!!
Machine Learning Intro!
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Keep in touch:
https://infinite.red/
http://gantlaborde.com/
@GantLaborde Twitter
The Beauty of Machine Learning
By Infinite Red
The Beauty of Machine Learning
Machine Learning is Beautiful - Let's explore it together!
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