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所在平台: Udemy |
课程主页: https://www.udemy.com/course/machine-learning-in-javascript-with-tensorflow-js/
课程评论：没有评论
课程名称：用 JavaScript 和 TensorFlow.js 实现机器学习 课程概述：如果你对在 JavaScript 应用程序和网站中使用机器学习感兴趣，那么这门课程非常适合你！这是你学习现代 JavaScript 机器学习的理想教程，到课程结束时，你将获得可以写入简历的高级机器学习知识。从零基础到精通，加入 TensorFlow.js 的革命。本课程由一支热衷于结合 JavaScript 和机器学习的专业软件开发团队设计，我们将通过实用的方式引导你掌握复杂主题，并通过深入的实验和测验来巩固学习。 课程中，我们使用房价数据来提出越来越复杂的问题，例如：“你能预测这所房子的价值吗？”，“你能告诉我这所房子是否靠近水域吗？”，“你能将其分类为有1间、2间或3间以上卧室吗？”每个示例都建立在之前的基础上，以便轻松而稳步地强化学习。 TensorFlow.js 机器学习课程为你提供了 TensorFlow 的所有优势，无需使用 Python。课程通过基于网络的示例、精彩的可视化和自定义网站组件来演示这一点。该课程内容轻松有趣，机器学习学习成果以易于消化的主题呈现。 课程结构： 第1部分 - TensorFlow.js 简介 第2部分 - 安装和运行 TensorFlow.js 第3部分 - TensorFlow.js 核心概念 第4部分 - 用 TensorFlow.js 准备数据 第5部分 - 定义模型 第6部分 - 在 TensorFlow.js 中进行训练和测试 第7部分 - TensorFlow.js 预测 第8部分 - 二元分类 第9部分 - 多类分类 第10部分 - 结论及后续步骤 作为额外福利，每位学生将获得可下载的 JavaScript 和 HTML 代码模板，便于你应用于自己的项目中。
Interested in using Machine Learning in JavaScript applications and websites? Then this course is for you!This is the tutorial you've been looking for to become a modern JavaScript machine learning master in 2024. It doesn't just cover the basics, by the end of the course you will have advanced machine learning knowledge you can use on you resume. From absolute zero knowledge to master - join the TensorFlow.js revolution.This course has been designed by a specialist team of software developers who are passionate about using JavaScript with Machine Learning. We will guide you through complex topics in a practical way, and reinforce learning with in-depth labs and quizzes.Throughout the course we use house price data to ask ever more complicated questions; "can you predict the value of this house?", "can you tell me if this house has a waterfront?", "can you classify it as having 1, 2 or 3+ bedrooms?". Each example builds on the one before it, to reinforce learning in easy and steady steps.Machine Learning in TensorFlow.js provides you with all the benefits of TensorFlow, but without the need for Python. This is demonstrated using web based examples, stunning visualisations and custom website components.This course is fun and engaging, with Machine Learning learning outcomes provided in bitesize topics:Part 1 - Introduction to TensorFlow.jsPart 2 - Installing and running TensorFlow.jsPart 3 - TensorFlow.js Core ConceptsPart 4 - Data Preparation with TensorFlow.jsPart 5 - Defining a modelPart 6 - Training and Testing in TensorFlow.jsPart 7 - TensorFlow.js PredictionPart 8 - Binary ClassificationPart 9 - Multi-class ClassificationPart 10 - Conclusion & Next StepsAs a bonus, for every student, we provide you with JavaScript and HTML code templates that you can download and use on your own projects.
