Building An Action Classifier Swift/iOS App Using Machine Learning - Part 1 - Creating A Classifier

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If you follow me on instagram you might have seen recently I played around a little bit with creating an app from scratch that can classify action based on a machine learning model that I also created. There's a ton of tools that make this available more than ever on iOS and I wanted to showcase that it's possible for people even with limited machine learning model and just enough swift knowledge to start at least testing out their ideas for machine learning apps. So in this three part series we will, build an action classifier from scratch using create ML. Then create an iOS app that allows us access to a stream of data coming form the phone's camera with AVFoundation. And finally we'll apply the classifier we created to that app. Hope you enjoy the whole process and learn from this first venture into Core ML and machine learning on iOS!

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0:00 Intro
0:20 What we'll be building
1:12 Tutorial plan
2:55 Setting up Create ML project
9:10 Building a good dataset
12:14 Create ML output
13:30 Testing our classifier
16:06 Outro

#iOS
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#iosdeveloper

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Can you share the dataset that you used to train your model?

nickle

This is so dope! I was always intimidated with ML stuff but this seems doable!

DaveJacobseniOS

Is there a way to have it track only one person pose when there's multiple people in the video? So the pose detector doesn't jump from person to person.

tituspetersen

Hey cool stuff. quick question. Is the model only able to study the body motion or can we force it to study the object (ball, or bat for example)?

tomstance

Hi how many videos minimum requirements?
Because whenever I try it's give me unexpected error. 100video clip or different data sources

raviprajapati

It's pretty cool ! Watching your video has helped me a lot, can you come up with a tutorial on the development of the application in the video?

weicosoon

great content
Can you help me to figure out how to make pose detection app only not the throw detection?

harshyadav

I've been trying to do this with Activity Classification. Have you given that a try yet??

Alexander-mgpr

Is it possible to detect the actions for multiple people in the frame using this ML method?

slacker

What's a good tool to generate the cropped data?

jacksonh

Excellent tutorial - Is the code and model available somewhere?

Lotz

can action classification in coreml detect dynamic hand gesture like american sign language?

dimasnugrohoputro

Building An Action Classifier Swift/iOS App Using Machine Learning - Part 1 - Creating A Classifier

Building An Action Classifier Swift/iOS App Using Machine Learning - Part 1 - Creating A Classifier

Part 2 - Building An Action Classifier Swift/iOS App Using Machine Learning - Getting Camera Data

Part 3 - Building An Action Classifier Swift/iOS App Using Machine Learning - Finding A Body Pose

Part 4 (FINAL) - Building An Action Classifier Swift/iOS App Using Machine Learning

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