Data Visualization and Reporting with Generative AI

本课程是 Microsoft Generative AI for Data Analysis 专业证书的一部分

位教师： Microsoft

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4个模块

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4个模块

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在 10 小时一周

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作业

20 项作业

授课语言：英语（English）

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积累 Data Analysis 领域的专业知识

本课程是 Microsoft Generative AI for Data Analysis 专业证书专项课程的一部分

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该课程共有4个模块

This course focuses on creating impactful data visualizations and interactive dashboards that effectively communicate complex insights. You'll learn to leverage AI-assisted tools to design visually stunning charts, graphs, and infographics that bring your data to life. The course covers advanced techniques for dashboard creation, enabling you to build dynamic, user-friendly interfaces for data exploration.

By the end of this course, you'll be able to: - Explore and prepare datasets for visualization using generative AI, identifying key insights, patterns, and trends relevant to business objectives. - Create a variety of compelling and interactive data visualizations tailored to specific audiences and business needs, utilizing generative AI tools. - Produce detailed and structured reports that effectively summarize data insights, incorporating visualizations, narratives, and recommendations to drive decision-making with the assistance of generative AI. - Communicate complex data insights effectively to diverse audiences, using storytelling techniques, such as narratives, metaphors, and visual cues, to drive business impact.

Develop compelling data narratives through effective visualizations, leveraging generative AI tools to streamline the creation process and enhance audience engagement.

涵盖的内容

10个视频10篇阅读材料5个作业1个讨论话题

10个视频总计49分钟

The data whisperer: Unveiling stories hidden in numbers2分钟
The art of visual storytelling6分钟
Types of data visualizations5分钟
Beyond bar charts and pie charts: Exploring creative visualization options with AI6分钟
The AI-powered visualization revolution2分钟
AI-powered visualization platforms7分钟
Data storytelling with AI: captivating your audience2分钟
Demo: Crafting visual stories with AI4分钟
Choosing the right visualization5分钟
Dashboard design essentials6分钟

10篇阅读材料总计95分钟

Data Visualization and Reporting with Generative AI syllabus5分钟
GenAI Tools for Data Analysis: A Practical Guide10分钟
The data storytelling playbook10分钟
How Generative AI is transforming data storytelling10分钟
Ethical considerations in AI-generated visualizations10分钟
Case study: AI-powered storytelling10分钟
Building a dashboard with AI10分钟
The future of AI in dashboard creation10分钟
The interactive dashboard adventure10分钟
Dashboard usability and accessibility10分钟

5个作业总计105分钟

Fundamentals of data visualization15分钟
Generative AI in data visualization15分钟
Utilizing generative AI for effective communication15分钟
Activity: Creating a visual story with AI30分钟
Interactive dashboards with generative AI30分钟

1个讨论话题总计30分钟

Data visualization and reporting with Generative AI30分钟

Design and build interactive dashboards that provide meaningful insights, utilizing generative AI for automation and customization for a better user experience.

涵盖的内容

12个视频6篇阅读材料5个作业

12个视频总计55分钟

Dashboard dilemmas: Avoiding design disasters2分钟
Dashboard design principles5分钟
Layout and information hierarchy5分钟
User-centric dashboard design5分钟
The AI dashboard: Automating creation with a click2分钟
Generative AI for dashboard automation5分钟
Integrating AI into your dashboard workflow6分钟
Mobile-first dashboards: Designing for the small screen with AI5分钟
Customizing your data story2分钟
Customization techniques5分钟
The dashboard detective: Uncovering user insights with AI2分钟
Beyond clicks: Interpreting AI-driven dashboard feedback5分钟

6篇阅读材料总计60分钟

Dashboard design mistakes to avoid10分钟
Benefits and challenges of AI-driven dashboard creation10分钟
Why personalized dashboards matter10分钟
Personalization in dashboard design10分钟
AI-powered dashboard analytics10分钟
The role of AI in dashboard improvement10分钟

5个作业总计105分钟

Dashboard design essentials15分钟
Generative AI and dashboard automation fundamentals15分钟
Your AI dashboard assistant30分钟
Customizing dashboards for accessibility and impact15分钟
Assessing dashboard effectiveness with AI30分钟

Develop expertise in advanced visualization techniques with generative AI to create visually appealing and insightful data representations tailored to diverse audiences.

涵盖的内容

13个视频5篇阅读材料5个作业

13个视频总计55分钟

Dashboard design disasters2分钟
Beyond the basics: Advanced visualizations6分钟
Choosing the perfect visual: A data analyst's dilemma1分钟
AI-powered visualization: Enhancing clarity and impact2分钟
Demo: AI-assisted visualization creation5分钟
Designing for impact: Making your visualizations memorable6分钟
Visual clarity and accessibility5分钟
Demo: Designing for accessibility5分钟
Visual storytelling for diverse audiences5分钟
The power of accessible design2分钟
Unveiling insights through visualization2分钟
The right tool for the job5分钟
Demo: AI-powered visualization comparison4分钟

5篇阅读材料总计50分钟

When to use advanced visualizations10分钟
Best practices for AI visualization design10分钟
Collaborative AI: Human-AI partnerships in visualization design10分钟
Inclusive data visualization10分钟
Case study: Visualization selection with AI10分钟

5个作业总计105分钟

Matching visualizations to data scenarios15分钟
Optimizing visualizations with AI15分钟
Designing accessible and inclusive visualizations15分钟
Activity: AI-powered visualization comparison30分钟
Comparing and contrasting data visualization30分钟

Produce comprehensive reports with generative AI, seamlessly integrating data, insights, and actionable recommendations to inform stakeholders and drive decision-making.

涵盖的内容

16个视频6篇阅读材料5个作业

16个视频总计79分钟

The report's journey: From data to decision5分钟
Report anatomy6分钟
Your report's first impression5分钟
Bringing reports to life5分钟
Enhancing report structure with AI-driven insights6分钟
The AI report generator2分钟
Demo: AI-powered report generation3分钟
Overcoming challenges in AI-assisted report creation5分钟
Benefits and limitations of AI report automation6分钟
From data to decisions: AI's insights engine2分钟
Demo: AI-powered insights generation4分钟
The AI Translator6分钟
Guiding choices with AI-powered insights1分钟
Templates for success6分钟
Demo: Building custom report templates5分钟
Developing customized report templates6分钟

6篇阅读材料总计60分钟

Report writing best practices10分钟
Types of reports10分钟
AI for report automation: A game changer10分钟
AI for data analysis and insights10分钟
Template design best practice10分钟
The future of AI in report customization10分钟

5个作业总计105分钟

Key elements of a well-structured report15分钟
Automating report generation with generative AI15分钟
Generating insights with AI15分钟
Activity: Automating a Simple Report with AI30分钟
Report development with generative AI30分钟

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位教师

Microsoft

239 门课程1,901,452 名学生

提供方

Microsoft

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学生评论

4.7

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已于 Jun 29, 2025审阅

Very good with demo and concise points for learning.

已于 Dec 18, 2024审阅

More emphasis on hands on experience would have enhanced the value of this course.

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