Скачать или смотреть Flutter and Machine Learning Course Introduction

Course link
https://www.udemy.com/course/machine-...

Welcome to the Machine Learning use in Flutter, The complete guide course.

Covering all the fundamental concepts of using ML models inside Flutter applications, this is the most comprehensive and only Google Flutter ML course available online.

We built this course over months, perfecting the curriculum, and covering everything that will help you learn to use Machine Learning models inside Flutter dart applications. This course will teach you to build powerful ML-based applications in Google Flutter for Android and IOS devices.

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 them.

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 advance tflite models along with a firebase ml kit in your Flutter(Android& IOS) applications.

Course structure

We will start by learning about two important libraries

Image Picker: to chose images from the gallery or capture images using the camera

Camera: to get live footage from the camera frame by frame

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 applications using each feature.

The applications we will build in that section are

Image labeling Flutter(Android& IOS) application using images of gallery and camera

Image labeling Flutter(Android& IOS) application using live footage from the camera

Barcode Scanning Flutter(Android& IOS) application using images of gallery and camera

Barcode Scanning Flutter(Android& IOS) application using live footage from the camera

Text Recognition Flutter(Android& IOS) application using images of gallery and camera

Text Recognition Flutter(Android& IOS) application using live footage from the camera

Face Detection Flutter(Android& IOS) application using images of gallery and camera

Face Detection Flutter(Android& IOS) application using live footage from the camera

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 models and build the following Google Flutter applications in this section

Image classification Flutter(Android& IOS) application using images of gallery and camera

Image classification Flutter(Android& IOS) application using live footage from the camera

Object detection Flutter(Android& IOS) application using images of gallery and camera

Object detection Flutter(Android& IOS) application using live footage from the camera

Human pose estimation Flutter(Android& IOS) application using images of gallery and camera

Human pose estimation Flutter(Android& IOS) application using live footage from the camera

Image Segmentation Flutter(Android& IOS) application using images of gallery and camera

Image Segmentation Flutter(Android& IOS) application using live footage from the camera

After that, we will learn to use Regression models in Google Flutter and build a couple of applications including

Basic Regression Example for Android and IOS

Fuel Efficiency predictor for vehicles for Android and IOS

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 models without knowing any background knowledge of Machine Learning. So we will learn to

Gether and arrange the data set for the machine learning model training

Training Machine learning some platforms with just a few clicks

So in that section, we will

Train dog breed classification model

Build a Flutter(Android& IOS) application to recognize different breeds of dogs

Train Fruit recognition model using transfer learning

Building a Flutter(Android& IOS) application to recognize different fruits