Train Your Custom Image Classification Models For Flutter

Train Image recognition models for Flutter and build Android/IOS Applications | Machin Learning based Flutter Apps

What you'll learn
Learn use of image recognition models in Flutter Applications
Train image recognition models for Flutter with zero coding
Using image recognition models with Images and Live camera footage in Flutter
Learn to implement your own vision base ideas in Flutter
You will have a beautiful fully functional dog breed recognition application
Build computer vision based applications for Android & IOS with single codebase in Flutter
Requirements
Little knowledge of Application development in Flutter
Description
Have you ever wondered that how Google Len's can recognize different things?Well, that is something we will cover in this course. So, we will learn to build smart Flutter applications that can recognize different things like a breed of a dog, type of precious stones, and so on.So our main goal of this course is to learntraining machine learning and computer vision models that can recognize different things using those trained models in FlutterCourse Structure:The course is divided into two main partsTraining dog breed recognition modelBuilding Flutter ApplicationTraining dog breed recognition modelSo, we will start by learning the basics of training computer vision models. Then we will learn toCollect and arrange dataset from KaggleTrain dog breed recognition model on that dataset for FlutterSo after covering that part you will be able to train your own models to recognize different things with zero coding.Building Flutter ApplicationAfter training the dog breed recognition model in the second, we will learn to use that model in Flutter applications. So we will learn to use that model both withImages in FlutterLive Camera Footage in FlutterSo in that application, we will perform Dog breed recognition using live camera footage in FlutterDog breed recognition using images from the gallery in FlutterCapturing images using a camera and performing dog breed recognition in FlutterSo after completing that part you will be able to use computer vision models(tflite) both with images and live camera footage in Flutter.The course will prepare you to build modern world smart Flutter applications. So, you can Implement your own vision-based idea in Flutter and earn a handsome amount from it.Requirements:You need to have very little knowledge of Application Development in Flutter.You should have Android Studio installed on your system

Overview

Section 1: Introduction

Lecture 1 Introduction

Lecture 2 What we will cover

Section 2: Preparing Image Recognition Model for Flutter

Lecture 3 How to find Image Recognition datasets

Lecture 4 Arranging dog breed dataset

Lecture 5 Training dog breed recognition model

Lecture 6 How to test the model and download it

Lecture 7 What we have done so far

Section 3: Flutter Application for Dog Breed Recognition

Lecture 8 Setup Up the Flutter Project

Lecture 9 Home Screen Code of Flutter Application

Section 4: Dog breed Recognition with Images in Flutter

Lecture 10 How to choose images from gallery and capture images using camera in Flutter

Lecture 11 Adding the Dog Breed Recognition model in Flutter

Lecture 12 Passing input image to model in Flutter

Lecture 13 Performing recognition in Flutter and showing results

Lecture 14 Improving the look and feel of Flutter Application

Lecture 15 What we have done so far

Section 5: Dog Breed Recognition with live camera footage in Flutter

Lecture 16 How to show live camera footage in Flutter

Lecture 17 Performing dog breed recognition with camera footage

Lecture 18 Testing the Flutter Application

Lecture 19 Showing predicted dog image along with name in Flutter

Lecture 20 Verifying the changes

Section 6: What's next

Lecture 21 What we can do after this

Anyone who want to build computer vision based Flutter applications,Anyone who want to train vision models for Flutter without coding