Train MachineLearning Models with MLflow in Microsoft Fabric

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课程主页: https://www.udemy.com/course/train-machine-learning-models-with-mlflow-in-microsoft-fabric/

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课程名称:在Microsoft Fabric中使用MLflow训练机器学习模型 课程概述: MLflow正在改变我们开发和部署机器学习模型的方式。它解决了机器学习生命周期中关键的挑战,从跟踪实验和比较结果到模型的打包和部署。结合Microsoft Fabric的企业级平台,您将学习到管理机器学习项目的行业标准实践。本课程的亮点是我们的端到端项目,您将体验完整的机器学习生命周期。您将学会如何有效跟踪实验、比较模型版本和管理机器学习管道,这些技能在真实的数据科学角色中是非常宝贵的。 学习Microsoft Fabric的主要理由: - Microsoft Fabric结合了微软业界广泛使用的所有顶级云数据分析工具。 - 数据专业人员的需求不断上升,这在数据科学、数据工程和实时分析等领域都是目前最热门的职业之一。 - 全球范围内都有多个机会等待掌握这项技能的人。 - 这是一项全球仅有少数专家掌握的新技能。现在正是学习Microsoft Fabric的最佳时机。 - Microsoft Fabric的学习曲线较小,您可以迅速掌握甚至高级概念。 - 您不需要高配置的计算机来学习该工具,所有您需要的就是一台可以连接互联网的计算机,您可以在浏览器中进行实践,无需安装。 学习MLflow的主要理由: - MLflow是一个多功能、可扩展的开源平台,用于管理机器学习生命周期中的工作流程和工件。 - 它被MLOps团队和数据科学家使用,是管理机器学习工作流的理想平台。 - 机器学习是当今社会中最受欢迎的技能之一,而MLflow是业界运行机器学习解决方案的顶级工具之一。 选择本课程的主要理由: - 本课程针对各类背景的学生设计,涵盖基础知识,逐步深入高级主题。 - 逐步指导共同完成机器学习项目。 - 提供支持门户、文档和社区的链接。 - 所有疑问都会得到解答。 - 定期添加新内容,并向所有学生发送有用的教育邮件。 - 最重要的是,课程提供超越工具的指导——您不仅会学习软件,还会学习重要的机器学习原理。 - 完成Microsoft Fabric + MLflow课程后,所有学生将获得可验证的结业证书。

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MLflow is transforming how we develop and deploy machine learning models. It solves critical challenges in the ML lifecycle - from tracking experiments and comparing results to packaging models for deployment. Combined with Microsoft Fabric's enterprise-grade platform, you'll learn industry-standard practices for managing your ML projects.The highlight of this course is our end-to-end project, where you'll experience the full ML lifecycle. You'll learn to track experiments, compare model versions, and manage your ML pipeline effectively - skills that are invaluable in real-world data science roles.Top Reasons why you should learn Microsoft Fabric: Microsoft Fabric is a combination of all the #1 cloud based Data Analytics tools from Microsoft that are used industry wide.The demand for data professionals is on the rise. This is one of the most sought-after profession currently in the lines of Data Science / Data Engineering / Real Time Analytics.There are multiple opportunities across the Globe for everyone with this skill.This is a new skill that has a very few expert professionals globally. This is the right time to get started and learn Microsoft Fabric. Microsoft Fabric has a small learning curve and you can pick up even advanced concepts very quickly.You do not need high configuration computer to learn this tool. All you need is any system with internet connectivity and you can practice Fabric within your browser, no installation required.Top Reasons why you should learn MLFlow: MLflow is a versatile, expandable, open-source platform for managing workflows and artifacts across the machine learning lifecycle.MLflow is an open source platform for managing machine learning workflows. It is used by MLOps teams and data scientists.Machine Learning is one of the most sought after skill in today's world and MLFlow is one of the top tools to run ML solutions industry wide.Top Reasons why you should choose this Course:This course is designed keeping in mind the students from all backgrounds - hence we cover everything from basics, and gradually progress towards advanced topics.Step by Step Instruction to complete the ML project together.Links to support portal, documentation and communities.All Doubts will be answered.New content added regularly and useful educational emails are sent to all students.Most Importantly, Guidance is offered beyond the Tool - You will not only learn the Software, but important Machine Learning principles. A Verifiable Certificate of Completion is presented to all students who undertake this Microsoft Fabric + MLflow course.

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