Machine learning & JavaScript, no you're not dreaming

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ML & JS No you’re not dreaming

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ML & JS No you’re not dreaming

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@yashints

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@yashints Or is it? ➔

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@yashints

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Lead consultant @Readify Meet Yaser @yashints yashints.dev

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Why do it in browser? Wide distribution Interactive Sensors Data stays on the client

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@yashints https://playground.tensorflow.org

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@yashints Tensorflow.js

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@yashints Allows inference and training entirely in the browser or Node.js Released March 2018 GPU-accelerated via WebGL TensorFlow.js

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@yashints Empower a diverse group of developers Enable ML peeps to port their work to web

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@yashints Build your own Run existing models Retrain with transfer learning

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@yashints TF TPU TF GPU Core API WebGL Layers API Model Browser Node.js TF CPU Keras Model Tensorflow Saved models

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@yashints Pre-trained models https://github.com/tensorflow/tfjs-models • MobileNet Object detection • PoseNet Human pose detection • CocoSSD Object localisation • BodyPix Human segmentation • USE Text classification

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@yashints Browser examples

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@yashints BodyPix demo

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@yashints

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@yashints Creatability yas.fyi/2Zl4N2p

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@yashints Airbnb

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@yashints Speech command

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@yashints Node.js & Desktop

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@yashints yas.fyi/2GBJF0s Doctor Clinic

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@yashints yas.fyi/2LUfBkX Magenta Studio

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@yashints Retraining in Node.js

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@yashints Retraining in Node.js

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@yashints Demo

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@yashints “A year spent in artificial intelligence is enough to make one believe in God.” “ Alan Perlis

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@yashints References https://www.tensorflow.org/js https://github.com/tensorflow/tfjs-examples https://www.freecodecamp.org/news/tensorflowjs-full-course/ https://codelabs.developers.google.com/ https://yashints.dev/blog/2018/11/27/get-started-with-tensorflowjs

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Reach out Thanks! @yashints yashints.dev