Learn how to build pose detection deep learning iPhone app

Learn to build real time pose detection in video and images using Posenet algorithm, coreml and computer vision

4.40 (5 reviews)
Udemy
platform
English
language
Mobile Apps
category
74
students
9.5 hours
content
Jul 2020
last update
$39.99
regular price

What you will learn

Use apple's coreml and vision api to detect pose in images and videos on mobile devices

Description

Course Description

Learn to build real time pose detection iPhone app using Posenet deep learning algorithm.  Deep learning is popular where a machine can be trained to detect poses in video and images.  Once trained, it can be used to detect poses in any video or image. The app does not require any wifi or cellular connectivity.  It uses deep learning and pretrained posenet model. It leverages apple's coreml and vision SDK to achieve pose detection entirely on the phone. Since the app does not send your images or vides to remote service, it maintains your privacy and data secured.


Build a strong foundation in pose detection engines  with this tutorial for beginners.

  • Understanding fundamentals of pose detection

  • Understanding fundamentals of deep learning and CNN 

  • Benefits of posenet for fitness apps

  • Build a real life pose detection in video using posenet, computer vision, coreml and swift

  • Build a real life pose detection in image  using posenet, computer vision,, coreml and swift


  • A Powerful Skill at Your Fingertips  Learning the fundamentals of real time pose detection  puts a powerful and very useful tool at your fingertips. swift, posenet and coreml are free, easy to learn, has excellent documentation.

No prior knowledge of CNN or deep learning is assumed. I'll be covering topics like CNN from scratch.

Jobs in computer vision area are plentiful, and being able to learn real time object detection will give you a strong edge. YOLO is  state of art technology that can quickly help you achieve your goal.

Learning pose detection with posenet will help you become a computer vision developer which is in high demand.



Content and Overview  

This course teaches you on how to build real time pose detection engine using open source posenet, coreml and swift .  You will work along with me step by step to build following answers

  • Real time pose detection in Video

  • Real time pose detection in image

  • Fundamentals of CNN and posenet


What am I going to get from this course?

  • Learn posenent and build real time pose detection engine from professional trainer from your own desk.

  • Over 15 lectures teaching you how to build real time pose detection engine

  • Suitable for intermediate programmers and ideal for users who learn faster when shown.

  • Visual training method, offering users increased retention and accelerated learning.

  • Breaks even the most complex applications down into simplistic steps.

  • Offers challenges to students to enable reinforcement of concepts. Also solutions are described to validate the challenges.

Content

Introduction

Introduction
About Author

Fundamentals of deep learning

What is deep learning?
Difference between Machine Learning, Deep Learning and Artificial Intelligence
Why deep learning is taking off?

Internals of deep learning

Linear Regression
Logistic regression
Cost Function
Gradient Descent

Deep Learning networks

Multi Layer Perceptron
CNN
Posenet

Developing Livecapture

Application Overview
Setting up Video Capture Part I
Setting up Video Capture Part II
Setting up Video Capture Part III

Developing Posenet model , input and output

Using Posenet model to detect poses part I
Developing Posenet output part I
Developing Posenet outoput part II
Developing posenet output part III
Developing Posenet output part IV
Developing Posenet model inference

Developing Posenet Builder

Pose Configuaration and Pose Structure
Pose Builder
Single Pose Builder
Multiple Pose Builder Part I
Multiple Pose Builder Part II
Multiple Pose Builder Part III

Developing viewcontroller

Configuration View Controller Part I
Configuration View Controller Part II
PopOver Presentation View Controller
Pose Image View
Pose Image View Part II
Main View Controller

Running Posenet App

Pose detection
Next Steps

Screenshots

Learn how to build pose detection deep learning iPhone app - Screenshot_01Learn how to build pose detection deep learning iPhone app - Screenshot_02Learn how to build pose detection deep learning iPhone app - Screenshot_03Learn how to build pose detection deep learning iPhone app - Screenshot_04

Reviews

Ryan
November 22, 2020
The content is useful. The resolution of the video is low, so anything outside of zoomed-in code can't be read. The instructor goes extended periods with glaring errors in his code, and it's clear that not a lot of time went into editing this.

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Related Topics

3243798
udemy ID
6/17/2020
course created date
7/24/2020
course indexed date
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