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所在平台: Udemy |
课程主页: https://www.udemy.com/course/image_classification_for_android_app_development_kotlin/
课程评论：没有评论
课程名称：训练图像分类模型与构建Android Kotlin应用 课程概述：通过本课程，充分发挥移动应用开发的潜力，学习训练自定义图像识别模型并将其集成到Android应用中。课程将引导您从机器学习和深度学习的基础知识开始，逐步创建复杂的实时图像识别应用。 您将学到的内容： 1. **机器学习和深度学习入门**： - 理解机器学习、深度学习和图像识别的基础概念，为您的学习之旅打下坚实基础。 2. **数据集收集**： - 学习有效的方法来收集和准备数据集，以训练您的图像识别模型。 3. **模型训练方法**： - 使用两种强大的方法训练图像识别模型： - **Teachable Machine**：易于使用的平台，可以创建自定义模型。 - **迁移学习**：利用预训练模型以提高准确性和效率的高级技术。 4. **Tensorflow Lite转换**： - 将训练好的模型转换为TensorFlow Lite格式，使其与移动应用兼容。 5. **Android集成**： - 将您的模型无缝集成到Android应用中： - 图像识别：选择或拍摄Android中的图像，并使用您的模型进行准确的图像识别。 - 实时摄像头画面：在Android中显示实时摄像头画面，将图像帧传递给您的模型，构建实时智能移动应用。 项目包括： - 水果和蔬菜分类模型：创建一个识别不同水果和蔬菜的应用。 - 脑肿瘤分类模型：开发一个分类脑肿瘤图像的模型。 - 花卉分类模型：构建一个识别各种花卉的系统。 完成本课程后，您将能够： - 训练符合您特定需求的自定义图像识别模型。 - 将模型无缝集成到使用Kotlin开发的Android应用中。 - 制作利用实时图像识别功能的智能移动应用。 立即加入我们，掌握Android应用开发，创建具有图像和视频识别能力的前沿移动应用。立即报名，开始您的Android和图像识别精通之旅！
Unlock the full potential of mobile app development with our comprehensive course on training custom image Recognition models and integrating them into Android applications. This course is designed to guide you from the basics of machine learning and deep learning to creating sophisticated, real-time image recognition apps in Android Kotlin.What You Will Learn:Introduction to Machine Learning and Deep Learning: Start with the foundational concepts of machine learning, deep learning, and image Recognition to build a strong base for your journey.Dataset Collection: Learn effective methods to collect and prepare datasets for training your image Recognition models.Model Training Approaches: Train image Recognition models using two powerful approaches:Teachable Machine: A user-friendly platform to create custom models.Transfer Learning: Advanced technique to leverage pre-trained models for better accuracy and efficiency.Tensorflow Lite Conversion: Convert your trained models into TensorFlow Lite format, making them compatible with mobile applications.Android Integration: Seamlessly integrate your models into Android apps:Image Recognition: Choose or capture images in Android and use your models for accurate image recognition.Real-Time Camera Footage: Display live camera footage in Android, pass frames to your models, and build real-time, intelligent mobile apps.Projects Included:Fruit and Vegetable Classification Model: Create an app that identifies different fruits and vegetables.Brain Tumor Classification Model: Develop a model to classify brain tumor images.Flower Classification Model: Build a system to recognize various types of flowers.By the end of this course, you'll be able to:Train custom image Recognition models tailored to your specific needs.Seamlessly integrate your models into Android applications built with Kotlin.Craft intelligent mobile apps that leverage real-time image recognition functionalities.So join us to become proficient in Android app development and create cutting-edge mobile apps with image and video recognition capabilities using Kotlin.Enroll now and start your journey towards mastering Android and Image Recognition.
