Udemy

Platform

English

Language

Mobile Apps

Category

Learn to build boat image classifier mobile app

Learn how to build boat image classifier app using computer vision and apple's create ml and core ml package

Students

4 hours

Content

Aug 2021

Last Update
Regular Price

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What you will learn

Learn to build boat image classifier mobile app


Description

Course Description

Learn to build boat image classifier iPhone app using Apple's crate ML and core ML SDK.  Deep learning is popular where a machine can be trained to detect objects in images.  Once trained, it can be used to detect objects in any image. The app does not require any wifi or cellular connectivity.  It uses deep learning to train the model from scratch on your own image dataset. The model can then be used inside an mobile app using Apple's coreML SDK. We'll build this app in this course. 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 CreateML and CoreML

  • Understanding fundamentals of deep learning and CNN 

  • Train a model on your own dataset using create ML SDK and XCode

  • Build a real life object detection mobile application  using coreml and swift


  • A Powerful Skill at Your Fingertips  Learning the fundamentals of object detection  puts a powerful and very useful tool at your fingertips. swift, create ml 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 object detection will give you a strong edge.

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



Content and Overview  

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

  • Train Object Detection model

  • Build Mobile object detection app using trained model


What am I going to get from this course?

  • Learn object detection from professional trainer from your own desk.

  • Over 10 lectures teaching you how to build  object detection engine

  • Suitable for beginner 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.


Screenshots

Learn to build boat image classifier mobile app
Learn to build boat image classifier mobile app
Learn to build boat image classifier mobile app
Learn to build boat image classifier mobile app

Content

Introduction

Course Overview

Introduction to create ML

About Author

Deep Learning Fundamentals

What is deep learning?

What is difference between AI, ML and DL?

Challenges and Wins

Cost Function

Gradient Descent

Deep Learning networks

Linear Regression

Logistic regression

MLP

CNN

Model Training

Training model

Accuracy, Precision, Recall and F1 Score

Model Inference

Creating XCode Project

Importing Model

Enabling Permission

Capturing image from camera

Using CoreML and Vision API

Running App

Next Steps


3243806

Udemy ID

6/17/2020

Course created date

7/24/2020

Course Indexed date
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