Train Image Classification Models & Build Flutter Apps 2024

سرفصل های دوره

Use Image Classification Models in Flutter with Images or Videos | Learn to train Image Recognition Models from Scratch

1. Introduction

1. Introduction

2. Image Classification Introduction & Applications

2. Machine Learning & Deep Learning for Flutter

1. What is Machine Learning

2. Supervised Machine Learning

3. Regression and Classification

4. Unsupervised Machine Learning & Reinforcement Learning

5. Deep Learning and Neural Network Introduction

6. Neural Network Example

7. Working of Neural Networks for Image Classification

8. Basic Concepts of Machine Learning

3. Data Collection - Collecting Dataset for Training Image Classification Model

1. Data Collection Introduction

2. Finding ready to use dataset for training image classification models

3.1 dataset.zip

3. Exploring Downloaded dataset for training custom image classification models

4. Find and Download A Dataset for Brain Tumor Classification using MRI.html

4. Train Your First Custom Image Classification Model in 15 Minutes

1. Section Introduction

2. Exploring Teachable Machine and Uploading Dataset for Model Training

3. Training, Testing and Converting Model into Tensorflow Lite

4. Attaching Metadata with Trained Tensorflow Lite Models

5. Google Colab Introduction

6.1 metadata writer tutorial.zip

6. Attaching Metadata and Downloading Ready to Use Model

5. Training Custom Image Classification Model with Transfer Learning

1. Transfer Learning Introduction

2. Google Colab Introduction

3.1 2024 training image classification models.zip

3. Installing and Importing Libraries for Model Training

4. Uploading Dataset and Connecting Google Drive

5. Dividing dataset into train test and validation parts

6. Training Custom Image Classification Model

7. Testing the model and Converting it to Tensorflow Lite Format

6. Training Brain Tumor Classification Model

1. Train Brain Tumor Classification Model.html

7. Flutter App Development

1. Section Introduction

8. Image Picker - Choose or Capture Images 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

9. Image Labeling Classification in Flutter With Images

1. Setting up the Image Labeling With Images Flutter Project

2. Adding Library in Flutter and Setup for Android and IOS

3. Performing Image Labeling in Flutter With Images

4. Showing ML models results on Screen to the User in Flutter

5. Image Labeling with Images in Flutter Overview

6. Building GUI of Image Labeling with Images Flutter Application

7. Making Image Labeling Results Look better in Flutter

10. Image Classification With Your Custom Trained Model

1.1 fruits.zip

1. Adding Custom Trained Image Classification Model in Flutter

2. Loading Tensorflow Lite Model in Flutter and Performing Inference

3.1 model (11).zip

3. Using Transfer Learning Trained Model in Flutter

11. Displaying Live Camera Footage in Flutter

1. Creating new Flutter project and Adding library

2. Displaying Live Camera Footage in Flutter

3. Getting Frames of Camera Footage One by One in Flutter

4. Camera Package Overview

12. Realtime Image Classification in Flutter

1. Setting up Real Time Image Labeling Project in Flutter

2. Setting up Image Labeling Library for Android & IOS in Flutter

3. Converting Camera Frames and Processing them one by one in Flutter

4. Passing Frames on Image Classification model and Getting Results in Flutter

5. Building GUI of Realtime Image Classification Flutter Application

6. Showing Frame Image on Camera Footage in Flutter

13. Using Custom Trained Image Classification Models with Live Camera Footage

1.1 fruits.zip

1. Adding Tensorflow Lite Model in Flutter Project

2. Loading Tensorflow Lite Model in Flutter and Passing Input

3. Testing Realtime Custom Image Classification Flutter App

4. Using Transfer Learning Trained Tensorflow Lite Model in Flutter

5. Testing Realtime Custom Image Classification Flutter App

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تولید کننده: Udemy