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所在平台: Udemy |
课程主页: https://www.udemy.com/course/machine-learning-in-the-elastic-search/
课程评论：没有评论
课程总结：机器学习与Elastic Search 本课程名为《机器学习与Elastic Search》，专注于教会学员如何利用Elastic Search中的机器学习功能进行异常检测。近年来，异常检测在多个应用场景中变得至关重要，包括检测心脏、肺部和脑部的异常模式、识别信用卡欺诈以节省数十亿美元，以及在全天候电子商务网站中检测可用性问题。 Elastic Search近年来已发展成为强大的分布式分析解决方案，与Kibana结合提供出色的数据可视化能力，而X-Packs则进一步增加了机器学习功能。本课程将指导学员如何利用这些机器学习能力来检测数据中的异常，课程内容包括： - Elastic Search、Kibana和X-Pack的安装 - 配置机器学习作业 - 使用机器学习进行数据预测 - 通过多指标作业查找异常的根本原因 该课程适合中级程序员，帮助他们打下Elastic Search机器学习功能的坚实基础。学习Elastic Search的基础知识将使学员掌握一个强大且实用的工具，同时机器学习领域的工作机会也非常丰富，掌握Elastic Search的机器学习功能将为职业发展带来显著优势。 课程的主要内容和优势包括： - 通过专业讲师的指导在自己的桌面上学习Elastic Search的机器学习功能 - 超过10节课的学习，适合快速学习的用户 - 视觉训练法，增强记忆和加速学习过程 - 将复杂应用简化为易于理解的步骤 前置要求为对机器学习和Elastic Search有基本认知。 通过本课程的学习，将帮助学员成为可以创建异常检测解决方案的开发者，掌握预测未来异常的技能，这在当今市场上需求量很大。像Bloomberg、Microsoft和Amazon等大公司已经在信息检索和社交平台中使用Elastic Search的机器学习功能，声称这极大提高了公司的整体生产力。
Course DescriptionLearn how to use machine learning features in Elastic Search for anomaly detection.Anomaly detection has become crucial in recent years for multiple use cases. Detect abnormal patterns in heart , lungs and brainDetect credit card fraud and save billion of dollarsDetect availability issues in 24x7 e-commerce sitesElastic Search has evolved in recent years into powerful distributed analytics solution. Kibana offers great visualization capabilities and X-Packs tops it off by adding machine learning capabilities.This course teaches you how to leverage machine learning capabilities to detect anomalies in your data. It covers following topicsInstallation of Elastic Search, Kibana and x-packConfiguring machine learning jobsForecasting data with machine learningFinding root cause of anomalies by using multi metric jobYou can build a strong foundation in Machine Learning features of elastic search with this tutorial for intermediate programmers.A Powerful Skill at Your Fingertips Learning the fundamentals of machine learning features of elastic search. It puts a powerful and very useful tool at your fingertips. Elastic Search is free, easy to learn, has excellent documentation.Jobs in machine learning area are plentiful, and being able to machine learning features of elastic search will give you a strong edge.Machine Learning is becoming very popular. Alexa, Siri, IBM Deep Blue and Watson are some famous example of Machine Learning application. Machine learning features of elastic search is vital in i will help you become a developer who can create anomaly detection solutions and forecasts future anomalies which are in high demand.Big companies like Bloomberg, Microsoft and Amazon already using machine learning features of elastic search in information retrieval and social platforms. They claimed that using Machine Learning for anomaly detection boosted productivity of entire company significantly.Content and Overview This course teaches you on how to leverage machine learning features of elastic search. You will work along with me step by step to build following answersIntroduction to Anomaly DetectionIntroduction to Anomaly Detection in elastic searchBuild an anomaly detection step by step using elastic search, Kibana andX-packConfigure machine learning jobsForecast DataFinding root cause of anomalies using multi metric jobWhat am I going to get from this course?Learn machine learning features of elastic search from professional trainer from your own desk.Over 10 lectures teaching you machine learning features of elastic searchSuitable for intermediate programmers and ideal for users who learn faster when shown.Visual training method, offering users increased retention and accelerated learning.Breaks even the most complex applications down into simplistic steps.Pre-Requisites: Basic understanding of machine learning and elastic search
