No-Code ML: Build & Deploy AI with Dataiku

所在平台: Udemy

课程主页: https://www.udemy.com/course/no-code-ml-build-deploy-ai-without-coding/

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课程简介

**课程名称:** 无代码机器学习:使用 Dataiku 构建和部署人工智能 **课程概述:** 本课程为希望入门机器学习但又对复杂编码心存顾虑的学习者提供了理想的途径。您将无需编写任何代码,即可深入理解并应用机器学习概念。课程面向初学者和专业人士,通过生动的讲座和实际操作演示,帮助您掌握机器学习的理论和实际应用。 **学习内容:** * **核心概念与基础:** 全面掌握机器学习基础知识,包括深度学习概述、机器学习与深度学习的区别,以及驱动这些技术关键要素。探索规则型系统与数据驱动型系统之间的细微差别,并学习如何有效地定义问题和收集数据。 * **数据准备与模型构建:** 学习必要的数据预处理技术,如标准化、归一化和特征工程。通过 Kaggle 和 Dataiku 等平台进行实际演示,了解从模型构建、训练到评估(包括混淆矩阵、ROC 曲线等)的真实应用。 * **无代码工具与部署:** 体验无代码机器学习工具的强大功能。学习如何无需传统编程即可无缝构建、测试、部署和监控模型。探讨模型公平性等高级主题,并学会生成全面的模型公平性报告。 **适合人群:** * **机器学习爱好者:** 机器学习新手,希望获得清晰易懂的入门介绍,克服编码障碍。 * **数据分析师与专业人士:** 通过学习使用无代码平台快速实施和部署机器学习解决方案,提升自身技能。 * **商业领袖与创新者:** 深入了解如何利用人工智能驱动组织内的决策和创新。 **课程收益:** 完成本课程后,您将掌握运用直观的无代码平台创建强大的机器学习模型的知识和实践技能。无论您是希望提升当前岗位的技能,还是转向快速增长的人工智能领域,本课程都将赋能您将数据挑战转化为战略机遇。立即报名,迈出掌握未来技术的第一步——无需编写任何代码! **教学大纲:** 无

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课程详情

Are you eager to dive into the world of machine learning but wary of complex coding? This course is your gateway to understanding and applying machine learning concepts-without writing a single line of code. Designed for beginners and professionals alike, you'll explore both the theory and practical applications of machine learning through a dynamic blend of lectures and hands-on demos.What You'll Learn:Core Concepts & Foundations:Gain a thorough grounding in machine learning fundamentals, including an overview of deep learning, the differences between ML and DL, and the key components that drive these technologies. Explore the nuances between rule-based and data-driven systems and understand how to define problems and collect data effectively.Data Preparation & Model Building:Learn essential data preprocessing techniques such as normalization, standardization, and feature engineering. Dive into practical demos using platforms like Kaggle and Dataiku to see real-world applications-from model building and training to evaluation techniques including confusion matrices, ROC curves, and more.No-Code Tools & Deployment:Discover the transformative power of no-code machine learning tools. Understand how to build, test, deploy, and monitor models seamlessly without traditional programming. Explore advanced topics such as model fairness and learn to generate comprehensive model fairness reports.Who Should Enroll:Aspiring Machine Learning Enthusiasts:If you're new to machine learning and want a clear, accessible introduction without the coding barrier, this course is for you.Data Analysts & Professionals:Enhance your skill set by learning to implement and deploy machine learning solutions quickly using no-code platforms.Business Leaders & Innovators:Gain insights into leveraging AI to drive better decision-making and innovation within your organization.By the end of this course, you'll be equipped with the knowledge and practical skills to create robust machine learning models using intuitive, no-code platforms. Whether you're aiming to upskill in your current role or pivot into the rapidly growing field of AI, this course will empower you to transform data challenges into strategic opportunities. Enroll now and take your first step toward mastering the future of technology-all without writing a single line of code!

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