Machine Learning for Flutter – The Complete 2023 Guide

سرفصل های دوره

TensorFlow lite & ML Kit use in Flutter, Train ML Models for Flutter ,Build 20+ Flutter Android and IOS Applications

1. Choose Images from Gallery or capture Images using Camera in Flutter

1. Setting Up a new Flutter Project and Creating Application GUI

2. Adding the Library and setting configurations for Android & IOS

3. Choosing Images From Gallery In Flutter

4. Capturing Images using Camera in Flutter

5. Overivew

2. Displaying Live Camera Footage in Flutter

1. Creating new Flutter project and Adding library

2. Displaying Live Camera Footage in Flutter

3. Live Feed Application Demo

4. Camera Package Overview

3. Image Labeling Classification in Flutter for Android & IOS

1. Section Introduction

2. Importing Starter application code for image labeling

3. Choosing or capturing images in Flutter

4. Performing Image Labeling with images in Flutter

5. Testing the application and handling output of image classification

6. Image Labeling with Images Overview

7. Importing Starter Code for Realtime Image Labeling application

8. Adding the Package and creating Image Labeler

9. Performing Image Labeling with frames of live camera footage

10. Testing Realtime Image labeling application

11. Real Time Image Labeling Flutter Application Overview

4. Barcode Scanning in Flutter for Android & IOS

1. Barcode Scanning Section Introduction

2. Setting up Barcode Scanner Application Project

3. Adding Barcode Scanner Package and Creating Scanner

4. Performing Barcode Scanning in Flutter with Images

5. Barcode Scanning with Images Overview

6. Setting up Realtime Barcode Scanning Application Project

7. Performing Barcode Scanning with frames of live camera footage

8. Testing Realtime Barcode Scanning Application

9. Realtime Barcode Scanning Application Overview

5. Face Detection in Flutter for Android & IOS

1. Face Detection Section Introduction

2. Setting up the Face Detection with Images Project

3. Adding the Library and creating Face Detector

4. Performing Face Detection in Flutter With Images

5. Drawing Rectangles around detected Faces on Images

6. Drawing Facial Contours

7. Facial Landmarks Detection

8. Face Classification Emotion Detection

9. Face Detection with Images Overview

10. Setting Up Realtime Face Detection Flutter Project

11. What we have done so far

12. Creating Face Detector

13. Drawing Rectangles Around Detected Faces In Realtime

14. Face Detector Painter

15. RealTime Face Detection Application Testing

16. Drawing Facial Contours In Realtime

17. RealTime Facial Contours Detection Testing

18. RealTime Face Detection In Flutter Overview

6. Object Detection in Flutter for Android & IOS

1. Object Detection Section Introduction

2. Setting Up Object Detection With Images Project

3. Performing Object Detection With Images In Flutter

4. Drawing Rectangles Around Detected Object In Flutter

5. Object Classification With Images

6. Setting Up Real Time Object Detection Application Project

7. Performing Object Detection With Frames of Live Camera Footage in Flutter

8. Drawing Rectangles Around Detected Objects In Realtime

9. Realtime Object Detection Testing

10. RealTime Object Classification in Flutter

11. Realtime Object Detection Testing Drawing Names of Detected Classes

12. Live Feed Object Detection Overview

7. Text Recognition in Flutter for Android & IOS

1. Text Recognition Section Introduction

2. Setting up Text Recognition with Images Flutter Project

3. Performing Text Recognition With Images in Flutter

4. Exploring Structure Of Recognized Text

5. Text Recognition With Images Overview

6. Setting Up Realtime Text Recognition Flutter Project

7. Performing Text Recognition With Frames of Live Camera Footage

8. Drawing Rectangles Around Detected Text On Live Camera Footage

9. Realtime Text Recognition Application Testing

10. Exploring Output of Text Recognition Model

11. Realtime Text Recognition Application Drawing Rectangle Around Each line

12. Realtime Text Recognition Overview

8. Pose Estimation in Flutter for Android & IOS

1. Pose Detection Section Introduction

2. Setting Up Pose Estimation Images Project

3. Performing Pose Estimation In Flutter

4. Drawing Body Joints Position On Screen

5. Drawing Complete Pose Of Person On Screen

6. Pose Estimation Images Overview

9. Text Translation in Flutter for Android & IOS

1. Flutter Text Translation Section Introduction

2. Setting Up Text Translation Application in Flutter

3. What we have done so far

4. Adding Text Translation Library and Downloading Models

5. Performing Text Translation in Flutter

6. Text Translation In Flutter Overview

7. Performing Language Identification in Flutter

8. Language Identification Overview

10. Building a Smart Reply Application in Flutter for Android & IOS

1. Smart Reply Section Introduction

2. Setting up the Flutter Application For Smart Reply

3. What we have done so far

4. Adding Smart Reply Module and Creating Suggestion Generator

5. Generating Smart Reply Suggestion in Flutter

6. Testing Smart Reply Application

7. Smart Reply In Flutter Overview

11. Building an entity extraction application in Flutter for Android & IOS

1. Entity Extraction Section Introduction

2. Setting Up Starter Application

3. Adding Entity Extractor Library and Creating Entity Extractor

4. Performing Entity Extraction In Flutter

5. Showing Extracted Entities On Screen

6. One More Step

7. Entity Extraction Android Overview

12. Digital Ink Recognition in Flutter Recognizing handwritten text

1. Digital Ink Recognition Section Introduction

2. Setting up the Project for Digital Ink Recognition

3. How to Write on Screen With Fingers

4. Downgliding Recognition Model and Creating Recognizer

5. Performing Digital Ink Recognition In Flutter

6. Testing Digital Ink Recognition Application

7. Digital Ink Recognition Overview

13. Using Pre-Trained Machine Learning Models

1. Section Introduction

14. Image Classification in Flutter With Custom Models

1. Pretrained models for Image Classification

2. Setting Up the Images Project

3. Tensorflow Hub How to download Pretrained Machine Learning Models

4. Image Classification In Flutter with MobileNet Model

5. How to Get Names of Classes Which a Model can Recognize

6. Custom Model Integration In Flutter With Images Overview

7. Setting Up the RealTime Image Classification Project

8. Adding the Custom Model In Flutter Project

9. Using MobileNet Model With Live Camera Footage In Flutter

10. Testing MobileNet Model for Realtime Image Classification

11. Custom Model Integration With Live Camera Footage Overview

15. Image Classification In Flutter With EfficientNet Models

1. Downloading the EfficientNet Models

2. Using EfficientNet Model In Flutter With Images

3. Building Realtime Image Classification Application In Flutter Using EfficientNet

4. Test RealTime Image Classification Application

16. Object Detection in Flutter With MobileNet Models

1. Pretrained Models for Object Detection Detection

2. Setting Up Object Detection With Images Project

3. Downloading the Model and Using it in Flutter

4. Using MobileNet models for Object Detection in Flutter

5. Using Pre-Trained Model For Object Detection In Flutter Overview

6. Setting Up Project for Realtime Object Detection Application

7. Object Detection in Flutter With MobileNet Model

8. Testing MobileNet for Realtime Object Detection

17. Object Detection in Flutter With EfficientNet Models

1. Downlaoding the EfficientNet model

2. Using EfficientNet Model with Images in Flutter for Object Detection

3. Using EfficientNet Model With live Camera Footage In Flutter

4. EfficientNet Model Testing

18. Training Machine Learning Models for Image Classification and Object Detection

1. Section Introduction

2. Data Collection for Model Training

3. Uploading Data On Google Drive For Model Training

4. Google Colab for Model Training

5. Training ML Model for Flutter

6. Testing the Model And Converting it to Tensorflow Lite

7. Retraining MobileNet Model

8. Retraining ResNet Models

9. Using other EfficientNet Models for Training

10. Retraining EfficientNet Lite4 Model

11. Detailed Process For Model Training

12. Model Training For Flutter Overview

19. Using Trained Model For Image Classification In Flutter

1. Setting Up Image Classification With images Project

2. Using Fruits EfficientNet Model in Flutter

3. Using Fruits MobileNet Model in Flutter

4. Using Fruits ResNet Model in Flutter

5. Using Our Own Trained Model in Flutter With Images Overview

6. Setting Up Realtime Image Classification Application Project

7. Using Fruit Model With Live Camera Footage To Perform Image Classification

8. Realtime Fruit Recognition Application Testing

9. Using MobileNet and Other Fruits Model In Flutter

20. Object Detection Using Our Owned Trained Model

1. Setting Up Custom Object Detection With Images Project

2. Using Fruits EfficientNet Model for Object Detection

3. Using Fruits MobileNet Model for Object Detection

4. Using Fruits ResNet Model for Object Detection

5. Using Our Trained Model With Images For Object Detection Overview

6. Setting Up Realtime Custom Object Detection Flutter Project

7. Realtime Fruits Object Detection in Flutter

8. Testing Realtime Frutis Object Detection Application

9. Using Other Model For Object Detection In Flutter

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تولید کننده: Udemy-Training