Beginning Machine Learning In The Browser Quickstart Guide To Gait Analysis With Javascript And Tensorflowjs

Nagender Kumar Suryadevara

Beginning Machine Learning In The Browser Quickstart Guide To Gait Analysis With Javascript And Tensorflowjs - 1
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Beginning Machine Learning In The Browser Quickstart Guide To Gait Analysis With Javascript And Tensorflowjs
Chapter 1: What is Machine Learning (ML)? Basics of Java Script (JS) Programming in the browser using Java Script Graphics and Interactive processing in the browser using Java Script libraries Getting started with P5.JS and ML5.JS References
Chapter 2: Human Pose Estimation in the Browser Browser based data processing Posenet vs Openpose models Human pose estimation using ML5.Posenet Inputs, Outputs and Data...

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Beginning Machine Learning In The Browser Quickstart Guide To Gait Analysis With Javascript And Tensorflowjs
Chapter 1: What is Machine Learning (ML)?
     Basics of Java Script (JS)
     Programming in the browser using Java Script
     Graphics and Interactive processing in the browser using Java Script libraries
     Getting started with P5.JS and ML5.JS
     References

Chapter 2: Human Pose Estimation in the Browser
     Browser based data processing
     Posenet vs Openpose models
     Human pose estimation using ML5.Posenet
     Inputs, Outputs and Data structures of Posenet model
     References

Chapter 3: Human Pose Classification 
     Classification techniques using ML Neural Network in the browser
     Human Pose classification based on the outputs of Posenet model
     Consideration of poses using Confidence scores of Posenet model
     Storage of data using JSON formats related to the outputs of Posenet model
     References

Chapter 4: Gait Analysis
     Normal vs Abnormal Gait patterns
     Determination of Gait patterns using threshold values of the models
     User Interface design and development for monitoring of Gait patterns
     Real-Time data visualization of the Gait patterns on the browser
     References

Chapter 5: Future Possible Applications of Key Concepts

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Encadernação: Capa Mole / Paperback
Tema: Artificial intelligence
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Editora

Apress

Idiomas

Inglês

Peso

308,0

Data de lançamento

17/03/2021

Série/Edição Limitada

1st ed.

EAN

9781484268421

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Publicidade