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所在平台: Udemy |
课程主页: https://www.udemy.com/course/generative-ai-for-data-analysts-professionals/
课程评论：没有评论
**课程名称：** 数据分析师与专业人士的生成式AI **课程概述：** 本课程专为现代数据分析师设计，旨在赋能他们在整个分析生命周期中运用生成式AI的变革性能力。随着组织对实时洞察、自动化报告和叙事智能的需求日益增长，生成式AI已成为实现速度、规模和可解释性的关键伙伴。 课程首先建立生成式AI的基础认知及其运作原理，随后深入探讨其在数据分析生态系统中的独特价值，涵盖数据整理、可视化、预测建模和决策支持等环节。 通过专注的模块，学员将学习如何利用生成式AI自动化核心数据准备任务，包括缺失值插补、重复项检测和数据规范化。他们还将练习使用简单的提示生成图表、摘要和相关性矩阵，并学习检测数据集中的异常值、趋势和分布模式。 课程教授的一项关键技能是如何从原始数据中自动生成面向管理层的业务报告和可操作的见解，从而显著缩短周转时间。 学员将获得使用生成式AI构建Tableau、Power BI和Looker仪表板的实践指导，并学习叙事构建技术，将复杂的分析转化为引人入胜的故事。 学员将精通高级提示策略，包括少样本（few-shot）、思维链（chain-of-thought）和思维树（tree-of-thought）方法，并将其应用于编写SQL查询、Python脚本和结构化数据叙事等任务。 课程特别强调使用生成式AI来建议回归和分类模型，自动化完整的分析管道，并通过API调度周期性任务。 课程的后半部分将教授学员如何利用生成式AI进行概念漂移检测、模式验证，并通过SHAP、LIME及生成式AI驱动的解释来增强模型可解释性。 课程最后提供一个包含1000多个针对分析专业人士的专家提示库。无论是在准备仪表板还是为管理层解构模型行为，本课程都将数据分析师转变为AI增强型决策赋能者。
This course, Generative AI for Data Analysts & Professionals, is designed to empower modern data analysts with the transformative capabilities of Generative AI across the full analytics lifecycle. As organizations increasingly demand real-time insights, automated reporting, and narrative intelligence, Generative AI emerges as a critical partner to deliver speed, scale, and interpretability. The course begins with a foundational understanding of what Generative AI is and how it functions, before delving into its unique relevance in the data analytics ecosystem-from data wrangling and visualization to predictive modeling and decision support.Through focused modules, learners will explore how to automate core data preparation tasks using Generative AI, including missing value imputation, duplicate detection, and normalization. They will also practice generating charts, summaries, and correlation matrices using simple prompts, while learning to detect anomalies, trends, and distribution patterns across datasets. A key skill taught is the auto-generation of executive-ready business reports and actionable insights from raw data, enabling professionals to reduce turnaround times significantly.The course provides hands-on instruction in prompting Generative AI to build dashboards in Tableau, Power BI, and Looker, and teaches narrative construction techniques that transform complex analytics into compelling stories. Students will master advanced prompting strategies, including few-shot, chain-of-thought, and tree-of-thought methods, and apply them to tasks such as writing SQL queries, Python scripts, and structured data narratives. A special emphasis is placed on using GenAI to suggest regression and classification models, automate full analytics pipelines, and schedule recurring tasks via APIs.The latter part of the course equips learners to use Generative AI for concept drift detection, schema validation, and model explainability through SHAP, LIME, and GenAI-driven interpretations. It concludes with a rich library of 1000+ expert prompts tailored for analytics professionals. Whether preparing dashboards or deconstructing model behavior for executives, this course turns data analysts into AI-augmented decision enablers.
