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
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