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所在平台: Udemy |
课程主页: https://www.udemy.com/course/recommendation-engine-machine-learning/
课程评论：没有评论
**课程名称：** 推荐引擎训练营 (Recommendation Engine Bootcamp) **课程概述：** 本课程是关于推荐引擎的综合性在线课程，旨在帮助您深入理解并掌握各种推荐引擎技术。推荐系统通过机器学习算法预测用户兴趣，从而向用户推荐最相关的产品或项目。课程将深入探讨推荐系统的原理，包括如何从用户行为数据中发现模式，这些数据可以被隐式或显式地收集。 **课程内容亮点：** * **推荐引擎入门：** 了解推荐引擎的基本概念和重要性。 * **推荐系统用例：** 学习推荐系统在现实世界中的各种应用场景。 * **基于内容的过滤 (Content-based filtering)：** 学习根据物品内容（如电影的类型）为用户推荐相似物品。 * **协同过滤 (Collaborative filtering)：** * **用户-基于协同过滤 (User-based collaborative filtering)：** 基于相似用户的偏好进行推荐。 * **物品-基于协同过滤 (Item-based collaborative filtering)：** 基于用户对物品的偏好相似性进行推荐。 * **奇异值分解 (Singular Value Decomposition - SVD)：** 使用 Surprise 库实现 SVD 进行推荐。 * **以及更多内容！** **实践项目：** 您将有机会参与三个激动人心的实践项目，将所学知识应用于实际问题： 1. **电影推荐系统 (Movie Recommender Systems)** 2. **开放职位分析与推荐系统 (Open Jobs Analyzer and Recommendation System)** 3. **书籍推荐引擎 (Books Recommendation Engine)** 通过这些项目，您将能够实际构建电影推荐引擎、书籍推荐引擎以及职位分析推荐系统，体验根据用户过往偏好推荐新书籍或电影的乐趣。 **课程特色：** * **讲师支持：** 讲师随时为您的提问提供快速支持。 * **资源共享：** 课程中使用的所有资源都将与您共享。 * **实战导向：** 强调动手实践，通过项目学习。 **立即报名，开启您的数据科学推荐引擎之旅！**
Welcome to the best online course on Recommendation Engine.Master various recommendation engines including Content-based filtering, collaborative filtering, Singular value decomposition.Recommender systems aim to predict users' interests and recommend product items that quite likely are interesting for them.A recommendation engine is a type of data filtering tool using machine learning algorithms to recommend the most relevant items to a particular user or customer.It operates on the principle of finding patterns in consumer behavior data, which can be collected implicitly or explicitly.This course gives you a thorough understanding of the Recommendation systems.In this course, you will coverIntroduction to Recommendation Engine.Use cases of recommender systems.Content-based filtering.Filtering movies based on genres.User-based collaborative filtering.Item-based collaborative filtering.Singular value decomposition using Surprise library.and much, much more!Not only this, you will also work on three very exciting projects such as Project Course 1: Movie Recommender SystemsProject Course 2: Open Jobs Analyzer and Recommendation SystemProject Course 3: Books Recommendation Engine.I am always available to answer your questions and help you along your data science journey. See you in class!You will learn to create a movie recommendation engine as well as a book recommendation engine and Open job analyzer system.It will be fun working on such exciting projects.You will see how easy it is to recommend new books or movies based on the user's past preferences.Instructor Support - Quick Instructor Support for any queries.I'm looking forward to see you in the course!I guarantee you will love this course.All the resources used in this course will be shared with you.Don't wait and Enroll now.
