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Machine Learning For Flutter - The Complete 2023 Guide
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Welcome to the Machine Learning use in Flutter The Complete 2023 Guide.
Covering all the fundamental concepts of using ML models inside Flutter applications, this is the most comprehensive Google Flutter ML course available online.
The important thing is you don’t need to know background working knowledge of Machine learning and computer vision to use ML models inside Flutter ( Dart ) and train your custom machine, learning models.
Starting from a very simple example course will teach you to use advanced ML models in your Flutter ( Android & IOS ) applications. So after completing this course you will be able to use both simple and advanced Tensorflow lite models along with a Firebase ML Kit in your Flutter ( Android & IOS ) applications.
What we will cover in this course?
Learning the use of existing machine learning models in Flutter (Android and IOS) applications
Learn to train your own custom machine-learning models and build Flutter applications
Train Machine Learning models on Custom datasets for Image Classification & Object Detection
Choosing images from the gallery ad capturing images using the camera in Flutter
Displaying live camera footage and fetching frames of live camera footage in Flutter
Image classification with images and live camera footage in Flutter (Android and IOS)
Object Detection with Images and Live Camera footage in Flutter (Android and IOS)
Image Segmentation to make images transparent in Flutter (Android and IOS)
Barcode Scanning in Flutter to scan barcodes and QR codes
Pose Estimation in Flutter to detect human body joints
Text Recognition in Flutter to recognize text in images
Text Translation in Flutter to translate between different languages
Face Detection in Flutter to detect faces, facial landmarks, and facial expressions
Smart Reply in Flutter
Digital Ink Recognition in Flutter
Language Identification in Flutter
Training image classification models for Flutter (Android and IOS) applications
Training object detection models for Flutter (Android and IOS) applications
Retraining existing machine learning models with transfer learning for Flutter (Android and IOS) applications
Using our custom machine learning models in Flutter (Android and IOS) applications
Course structure
We will start by learning about two important libraries
Image Picker: to choose images from the gallery or capture images using the camera in Flutter
Camera: to get live footage from the camera frame by frame in Flutter
So later we can use a computer vision model with both images and live camera footage in Flutter.
Then we will learn about the Firebase ML kit and the features it provides. We will explore the features of the Firebase ML Kit and build two flutter applications using each feature.
The flutter applications we will build in that section are
Image labeling Flutter application using images of gallery and camera
Image labeling Flutter application using live footage from the camera
Barcode Scanning Flutter application using images of gallery and camera
Barcode Scanning Flutter application using live footage from the camera
Text Recognition Flutter application using images of gallery and camera
Text Recognition Flutter application using live footage from the camera
Face Detection Flutter application using images of gallery and camera
Face Detection Flutter application using live footage from the camera
Object Detection Flutter application using images of gallery and camera
Object Detection Flutter application using live footage from the camera
Smart Reply Flutter Application to generate smart reply suggestions in chat applications
Digital Ink Recognition Application to Recognize handwritten text
Entity Extraction Flutter Application to extract different entities from text
Pose Detection Flutter application using images of gallery and camera
Pose Detection Flutter application using live footage from the camera
Text Translation Flutter Application to translate between any two language
Language Identification Flutter Application to identify the language of text
After learning the use of Firebase ML Kit inside Google Flutter (Android& IOS) applications we will learn the use of popular pre-trained TensorFlow lite models inside Google Flutter applications. So we explore some popular machine learning models and build the following Google Flutter applications in this section
Image classification Flutter application using MobileNet & EfficientNet models
Realtime Image classification Flutter application using MobileNet & EfficientNet models
Object detection Flutter application using MobileNet & EfficientNet models
Realtime Object detection Flutter application using MobileNet & EfficientNet models
After learning the use of pre-trained machine learning models using Firebase ML Kit and Tensorflow lite models inside Flutter ( Dart ) we will learn to train our own Image classification & object detection models without knowing any background knowledge of Machine Learning. So we will learn to
Gather and arrange the dataset for the machine learning model training
Train Machine Learning Models for Image Classification & Object Detection
Test those models
Convert models into TensorFlow lite format
Use them in Flutter with Images & Live Camera Footage
So in that section, we will
Train Fruit recognition model using Transfer learning
Building a Flutter ( Android & IOS ) application to recognize different fruits
So the course is mainly divided into three major sections
Firebase ML Kit for Flutter
Pretrained TensorFlow lite models for Flutter
Training image classification models for Flutter
In the first section, we will learn the use of Firebase ML Kit inside the Flutter dart applications for common use cases like
Image Labeling in Flutter with Images and live camera footage
Barcode Scanning in Flutter with Images and live camera footage
Text Recognition in Flutter with Images and live camera footage
Face Detection in Flutter with Images and live camera footage
Object Detection in Flutter with Images and live camera footage
Pose Detection in Flutter with Images and live camera footage
Smart Reply in Flutter
Text Translation in Flutter
Language Identification In Flutter
Digital Ink Recognition in Flutter
Entity Extraction in Flutter
So we will explore these features one by one and build Flutter applications. For each of the features of the Firebase ML Kit, we will build two applications. In the first application, we are gonna use the images taken from the gallery or camera, and in the second application, we are gonna use the live camera footage with the Firebase ML model. So you apart from simple ML-based applications you will also be able to build real-time face detection and image labeling application in Google Flutter dart using the live camera footage. So after completing this section you will have a complete grip on Google Firebase ML Kit and also you will be able to use upcoming features of Firebase ML Kit for Google Flutter ( Dart ).
After covering the Google Firebase ML Kit, In the second section of this course, you will learn about using Tensorflow lite models inside Google Flutter ( Dart ). Tensorflow Lite is a standard format for running ML models on mobile devices. So in this section, you will learn the use of pretrained powered ML models inside Google Flutter dart for building
Image Classification Flutter ( ImageNet model & EfficientNet model )
Object Detection Flutter ( MobileNet model & EfficientNet model )
applications. So not only you will learn to use these models with images but you will also learn to use them with frames of camera footage to build real-time flutter applications.
So after learning the use of Machine Learning models inside Flutter dart using two different approaches in the third section of this course you will learn to train your own Machine Learning models without any background knowledge of machine learning. So in that section, we will explore some platforms that enable us to train machine learning models for mobile devices with just a few clicks. So in the third section, you will learn to
Collect and arrange the dataset for model training
Retraining existing models using Transfer Learning
Using those trained models inside Google Flutter dart Applications
So we will train the models to recognize different fruits and then build Google Flutter Applications using those models for android and IOS.
By the end of this course, you will be able
Use Firebase ML kit inside Google Flutter dart applications for Android and IOS
Use pre-trained Tensorflow lite models inside Android & IOS applications using Google Flutter dart
Train your own Image classification & Object Detection models and build Flutter applications.
You’ll also have a portfolio of over 20 Flutter apps that you can show off to any potential employer.
Sign up today, and look forwards to:
HD 1080p video content, everything you’ll ever need to succeed as a Google Flutter Machine Learning developer.
Building over 20 fully-fledged flutter applications including ones that use Objet detection, Text Recognition, Pose estimation models, and much much more.
All the knowledge you need to start building Machine Learning-based Flutter (Android or IOS) application you want
$2500+ Source codes of 20 Applications.
REMEMBER… I’m so confident that you’ll love this course and you will also get 30-day money-back guarantee from udemy. So it’s a complete no-brainer, sign up today.
So what are you waiting for? Click the buy now button and join the world’s best Google Flutter ( Dart ) Machine Learning course.
Who this course is for:
Beginner Flutter ( Dart ) developer with very little knowledge of mobile app development in Google Flutter
An intermediate Flutter ( Dart ) developer wanted to build a powerful Machine Learning-based application in Google Flutter
Experienced Flutter ( Dart ) developers wanted to use Machine Learning models inside their applications.
Anyone who took a basic flutter ( Dart ) mobile app development course before (like Flutter ( Dart ) app development course by angela you or other such courses).
Developers Who want to train custom Machine Learning models for Image Classification & Object Detection
Who this course is for:
Anyone who took Basic Flutter course before
Beginner Flutter Developer curious about Machine learning and computer vision use in Flutter
Experienced Professional want to add ML models in their Flutter Applications
App developer want to learn use of Machine learning in their Flutter Applications
Intermediate Flutter developers looking to enhance their skillset
Requirements
A little Knowledge of App Development in Flutter
Last Updated 11/2022
VISITOR COMMENTS (0 )
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TutsNode.net.txt
63 B
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/1. Choose Images from Gallery or capture Images using Camera in Flutter/1. Setting Up a new Flutter Project and Creating Application GUI.mp4
108 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/10. Building a Smart Reply Application in Flutter for Android & IOS/5. Generating Smart Reply Suggestion in Flutter.mp4
92.3 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/11. Building an entity extraction application in Flutter for Android & IOS/3. Adding Entity Extractor Library and Creating Entity Extractor.mp4
116.5 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/11. Building an entity extraction application in Flutter for Android & IOS/4. Performing Entity Extraction In Flutter.mp4
63.3 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/12. Digital Ink Recognition in Flutter Recognizing handwritten text/3. How to Write on Screen With Fingers.mp4
181.6 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/12. Digital Ink Recognition in Flutter Recognizing handwritten text/4. Downgliding Recognition Model and Creating Recognizer.mp4
110.8 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/14. Image Classification in Flutter With Custom Models/4. Image Classification In Flutter with MobileNet Model.mp4
108.3 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/14. Image Classification in Flutter With Custom Models/9. Using MobileNet Model With Live Camera Footage In Flutter.mp4
88.8 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/16. Object Detection in Flutter With MobileNet Models/4. Using MobileNet models for Object Detection in Flutter.mp4
120.2 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/16. Object Detection in Flutter With MobileNet Models/6. Setting Up Project for Realtime Object Detection Application.mp4
59.6 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/16. Object Detection in Flutter With MobileNet Models/7. Object Detection in Flutter With MobileNet Model.mp4
148.4 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/18. Training Machine Learning Models for Image Classification and Object Detection/11. Detailed Process For Model Training.mp4
85.3 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/18. Training Machine Learning Models for Image Classification and Object Detection/4. Google Colab for Model Training.mp4
86.8 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/18. Training Machine Learning Models for Image Classification and Object Detection/6. Testing the Model And Converting it to Tensorflow Lite.mp4
61.6 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/2. Displaying Live Camera Footage in Flutter/1. Creating new Flutter project and Adding library.mp4
68.1 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/2. Displaying Live Camera Footage in Flutter/2. Displaying Live Camera Footage in Flutter.mp4
91.9 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/3. Image Labeling Classification in Flutter for Android & IOS/3. Choosing or capturing images in Flutter.mp4
59.7 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/3. Image Labeling Classification in Flutter for Android & IOS/4. Performing Image Labeling with images in Flutter.mp4
143.4 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/3. Image Labeling Classification in Flutter for Android & IOS/7. Importing Starter Code for Realtime Image Labeling application.mp4
70.6 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/3. Image Labeling Classification in Flutter for Android & IOS/9. Performing Image Labeling with frames of live camera footage.mp4
151.6 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/4. Barcode Scanning in Flutter for Android & IOS/2. Setting up Barcode Scanner Application Project.mp4
77.5 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/4. Barcode Scanning in Flutter for Android & IOS/3. Adding Barcode Scanner Package and Creating Scanner.mp4
81.2 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/4. Barcode Scanning in Flutter for Android & IOS/4. Performing Barcode Scanning in Flutter with Images.mp4
104.1 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/4. Barcode Scanning in Flutter for Android & IOS/6. Setting up Realtime Barcode Scanning Application Project.mp4
65.1 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/4. Barcode Scanning in Flutter for Android & IOS/7. Performing Barcode Scanning with frames of live camera footage.mp4
141 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/5. Face Detection in Flutter for Android & IOS/11. What we have done so far.mp4
118.1 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/5. Face Detection in Flutter for Android & IOS/12. Creating Face Detector.mp4
65.1 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/5. Face Detection in Flutter for Android & IOS/13. Drawing Rectangles Around Detected Faces In Realtime.mp4
61.9 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/5. Face Detection in Flutter for Android & IOS/14. Face Detector Painter.mp4
71.4 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/5. Face Detection in Flutter for Android & IOS/3. Adding the Library and creating Face Detector.mp4
81.5 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/5. Face Detection in Flutter for Android & IOS/5. Drawing Rectangles around detected Faces on Images.mp4
138.1 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/5. Face Detection in Flutter for Android & IOS/6. Drawing Facial Contours.mp4
65.8 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/6. Object Detection in Flutter for Android & IOS/10. RealTime Object Classification in Flutter.mp4
60.9 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/6. Object Detection in Flutter for Android & IOS/2. Setting Up Object Detection With Images Project.mp4
69.1 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/6. Object Detection in Flutter for Android & IOS/3. Performing Object Detection With Images In Flutter.mp4
146 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/6. Object Detection in Flutter for Android & IOS/4. Drawing Rectangles Around Detected Object In Flutter.mp4
129.6 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/6. Object Detection in Flutter for Android & IOS/6. Setting Up Real Time Object Detection Application Project.mp4
103.9 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/6. Object Detection in Flutter for Android & IOS/7. Performing Object Detection With Frames of Live Camera Footage in Flutter.mp4
123.2 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/6. Object Detection in Flutter for Android & IOS/8. Drawing Rectangles Around Detected Objects In Realtime.mp4
139.3 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/7. Text Recognition in Flutter for Android & IOS/2. Setting up Text Recognition with Images Flutter Project.mp4
63.1 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/7. Text Recognition in Flutter for Android & IOS/3. Performing Text Recognition With Images in Flutter.mp4
126.6 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/7. Text Recognition in Flutter for Android & IOS/6. Setting Up Realtime Text Recognition Flutter Project.mp4
82.7 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/7. Text Recognition in Flutter for Android & IOS/7. Performing Text Recognition With Frames of Live Camera Footage.mp4
73.1 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/7. Text Recognition in Flutter for Android & IOS/8. Drawing Rectangles Around Detected Text On Live Camera Footage.mp4
154 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/8. Pose Estimation in Flutter for Android & IOS/3. Performing Pose Estimation In Flutter.mp4
131.4 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/8. Pose Estimation in Flutter for Android & IOS/4. Drawing Body Joints Position On Screen.mp4
91 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/8. Pose Estimation in Flutter for Android & IOS/5. Drawing Complete Pose Of Person On Screen.mp4
60.7 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/9. Text Translation in Flutter for Android & IOS/4. Adding Text Translation Library and Downloading Models.mp4
134.3 MB
[TutsNode.net] - Machine Learning for Flutter - The Complete 2023 Guide/9. Text Translation in Flutter for Android & IOS/7. Performing Language Identification in Flutter.mp4
