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所在平台: Udemy |
课程主页: https://www.udemy.com/course/machine-learning-use-in-react-native-the-practical-guide/
课程评论：没有评论
课程名称：机器学习在React Native中的应用 - 实用指南 课程概述： 欢迎来到《机器学习在React Native中的应用 - 实用指南》。本课程涵盖了在React Native应用程序中使用机器学习模型的所有基本概念，是在线上最全面的React Native机器学习课程。您无需具备机器学习和计算机视觉的背景知识，即可在React Native中使用和训练ML模型。课程从简单例子入手，逐步教授如何在Android和IOS应用中使用高级机器学习模型。完成此课程后，您将能够在React Native应用中使用简单和高级的TensorFlow Lite模型。 适合人群： 本课程适合对React Native应用开发有一定了解，尤其是已掌握Expo或React Native CLI的初学者和中级开发者。课程将以React Native CLI为主，同时也会为仅掌握Expo的学员提供指导。 课程结构： 1. 学习重要库——图像选择器（Image Picker），以便从图库选择图片或使用相机拍摄图片，随后用于计算机视觉模型处理。 2. 使用流行的预训练TensorFlow Lite模型开发React Native应用，包括： - 基于图库和相机的图像分类应用 - 基于摄像头实时画面的图像分类应用 - 基于图库和相机的物体检测应用 - 基于图库和相机的人体姿态评估应用 - 基于图库和相机的图像分割应用 3. 学习如何在不具备机器学习背景知识的情况下训练自己的图像分类模型，包括： - 收集和整理数据集 - 使用简单的平台训练机器学习模型 - 训练狗种分类模型以及水果识别模型，并构建相应的React Native应用。 课程分为两个主要部分： - 使用预训练的TensorFlow Lite模型 - 自己训练图像分类模型 通过学习，您将掌握在React Native中使用TensorFlow Lite模型的技能，了解如何处理图像和实时视频流，构建先进的机器学习应用。课程结束时，您将能够展示超过10个完整的React Native应用，使您在求职时更具竞争力。 课程亮点： - 高清1080p视频内容，助您成功成为React Native机器学习开发者。 - 开发10个完整的React Native应用，涵盖物体检测、姿态估计等高级功能。 - 提供超过2000美元的10个应用源代码。 - 完全无风险，提供30天全额退款保证。 适合对象： - 初学React Native开发的学员 - 希望构建强大机器学习应用的中级开发者 - 希望在应用中使用机器学习模型的经验丰富开发者 立即注册，开始您的学习之旅！
Welcome to the Machine Learning use in React Native - The Practical GuideCovering all the fundamental concepts of using ML models inside React Native applications, this is the most comprehensive React Native 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 React Native and train them. Starting from a very simple example course will teach you to use advanced ML models in your React Native ( Android & IOS ) Applications. So after completing this course you will be able to use both simple and advanced Tensorflow lite models in your React Native( Android & IOS ) applications.Who can take this courseAnyone with a very little knowledge of app development in React Native with Expo or with React Native CLI. We will use React Native CLI but course will also guide you if you just have the expo knowledge.Course structureWe will start by learning about an important libraryImage Picker: to choose images from the gallery or capture images using the camera in React NativeSo later we can use a computer vision model with both images and live camera footage in React Native.Then we will learn the use of popular pre-trained TensorFlow lite models inside React Native applications. So we explore some popular models and build the following React Native applications in this sectionImage classification React Native application using images of gallery and cameraImage classification React Native application using live footage from the cameraObject detection React Native application using images of gallery and cameraHuman pose estimation React Native application using images of gallery and cameraImage Segmentation React Native application using images of gallery and cameraAfter learning the use of pre-trained machine learning models inside React Native we will learn to train our own Image classification models without knowing any background knowledge of Machine Learning. So we will learn toGether and arrange the data set for the machine learning model training Training Machine learning some platforms with just a few clicksSo in that section, we willTrain a dog breed classification model for React NativeBuild a React Native( Android & IOS ) application to recognize different breeds of dogsTrain Fruit recognition model using Transfer learningBuilding a React Native( Android & IOS ) application to recognize different fruitsSo the course is mainly divided into two major sectionsPretrained TensorFlow lite models for React NativeTraining image classification models for React NativeSo in the first section of this course, you will learn about using Tensorflow lite models inside React Native. 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 React Native for building Image Classification React Native( ImageNet V2 model )Object Detection React Native( MobileNet model, Tiny YOLO model)Pose Estimation React Native( PostNet model )Image Segmentation React Native( Deeplab 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 React Native applications. So after learning the use of Machine Learning models inside React Native 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 toCollect and arrange the dataset for model trainingTraining the Machine Learning models from scratch using Teachable-MachineRetraining existing models using Transfer LearningUsing those trained models inside React Native ApplicationsSo we will train the models to recognize different breeds of dogs and to recognize different fruits and then build React Native Applications using those models for android and IOS.By the end of this course, you will be able Use pre-trained Tensorflow lite models inside Android & IOS applications using React NativeTrain your own Image classification models and build React Native applications.You'll also have a portfolio of over 10 React Native 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 React Native Machine Learning developer.Building over 10 fully-fledged React Native applications including ones that use Objet detection, Pose estimation models, and much much more.All the knowledge you need to start building Machine Learning-based React Native(Android or IOS) application you want$2000+ Source codes of 10 Applications.REMEMBER… I'm so confident that you'll love this course that we're offering a FULL money-back guarantee for 30 days! So it's a complete no-brainer, sign up today with ZERO risks and EVERYTHING to gain.So what are you waiting for? Click the buy now button and join the world's best React Native Machine Learning course.Who this course is for:Beginner React Native developer with very little knowledge of mobile app development in React Native Intermediate React Native developer wanted to build a powerful Machine Learning-based application in React NativeExperienced React Native developers wanted to use Machine Learning models inside their applications.Anyone who took a basic React Native mobile app development course before Anyone with knowledge of React Native App development with expoAnyone with knowledge of React Native App development without expo (CLI)
