This course teaches you to harness AI-powered tools for code generation, focusing on SQL, Python, and R for data analysis tasks. The target learner for this course is a seasoned data professional or an aspiring analyst. This comprehensive program empowers. The course covers the design and implementation of automated data processing pipelines, enabling you to streamline your entire data analysis workflow.
Coding and Automation for Data Analysis with Generative AI
Coursera PlusMonthly 3 个月 课程4 折优惠 ，让你轻松掌握闪耀技能。立即节省
深入了解一个主题并学习基础知识。
中级 等级
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Prerequisite Requirements: Practical experience with data analysis, Proficiency in data analysis tools, and Foundational programming skills.
2 周 完成
在 10 小时 一周
灵活的计划
自行安排学习进度
深入了解一个主题并学习基础知识。
中级 等级
推荐体验
推荐体验
中级
Prerequisite Requirements: Practical experience with data analysis, Proficiency in data analysis tools, and Foundational programming skills.
2 周 完成
在 10 小时 一周
灵活的计划
自行安排学习进度
要了解的详细信息
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May 2026
作业
23 项作业
授课语言：英语（English）
91% of learners achieved a positive career outcome
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积累特定领域的专业知识
本课程是 Microsoft Advanced Analytics Techniques with Generative AI 专项课程 专项课程的一部分
在注册此课程时，您还会同时注册此专项课程。
- 向行业专家学习新概念
- 获得对主题或工具的基础理解
- 通过实践项目培养工作相关技能
- 获得可共享的职业证书
该课程共有5个模块
Lays the foundation for using generative AI in coding by introducing key concepts, tools, and techniques for effective code generation and prompt engineering.
涵盖的内容
11个视频8篇阅读材料4个作业
11个视频•总计50分钟
- The code whisperer: A data analyst's new best friend•2分钟
- Demo: Code generation unveiled•5分钟
- Real-world code generation: Use cases and lessons learned•6分钟
- A day in the life of AI-powered data analysis•6分钟
- The prompt whisperer's secret•2分钟
- Explore the art of prompt engineering•5分钟
- The data cleaning dynamo: AI to the rescue•2分钟
- Simplifying data transformations with AI•5分钟
- The human-AI tag team: Together, we code better•3分钟
- Collaborating with AI: The key to code generation success•6分钟
- Code comparison: Human vs. AI•6分钟
8篇阅读材料•总计80分钟
- Coding and Automation for Data Analysis with Generative AI syllabus•10分钟
- GenAI Tools for Data Analysis: A Practical Guide•10分钟
- The rise of generative AI in data analysis•10分钟
- Code generation tools: A comparative guide•10分钟
- Prompt engineering best practices: Your visual guide to communicating with AI•10分钟
- The power of automation in data analysis•10分钟
- Automation beyond the basics: Advanced applications of generative AI•10分钟
- Evaluating generative AI: A visual guide to metrics and benchmarks•10分钟
4个作业•总计75分钟
- Quiz: Introduction to code generation•15分钟
- Quiz: Prompt engineering for code generation•15分钟
- Quiz: Automating data tasks with generative AI•15分钟
- Quiz: Code generation fundamentals•30分钟
Explores the use of generative AI to automate and streamline the creation, customization, and implementation of formulas within various data analysis tools, focusing on enhancing efficiency and accuracy.
涵盖的内容
13个视频6篇阅读材料4个作业
13个视频•总计64分钟
- The case of the missing data: How formulas save the day•3分钟
- Excel formula refresher: Your essential toolkit•7分钟
- Everyday heroes: Excel formulas in action•3分钟
- The AI formula whisperer: Your coding companion•3分钟
- Generating formulas with AI•6分钟
- The prompt is mightier than the formula•6分钟
- Fine-tuning your AI formulas•6分钟
- Generative AI and formula creation•6分钟
- Supercharge your analysis: AI formulas in action•3分钟
- How to use AI to create powerful Excel dashboards•6分钟
- Unleashing AI's creative spark•3分钟
- Beyond basic formulas: Unleashing AI's creative potential•6分钟
- Building complex formulas with AI•6分钟
6篇阅读材料•总计60分钟
- Essential formulas for data analysis•10分钟
- Level up your analysis: Advanced Excel formula techniques•10分钟
- The future of formulas: AI's expanding role•10分钟
- Optimizing tool performance with AI formulas•10分钟
- The art of formula creation with AI•10分钟
- Case studies: Complex formulas made easy with AI•10分钟
4个作业•总计90分钟
- Activity: Excel formula challenge•30分钟
- Quiz: Generative AI and formula creation•15分钟
- Quiz: Implementing AI-generated formulas•15分钟
- Quiz: Building formulas•30分钟
Expand your coding capabilities by leveraging generative AI for complex code snippets, debugging, and customization, addressing specific data analysis challenges.
涵盖的内容
12个视频6篇阅读材料4个作业1个讨论话题
12个视频•总计52分钟
- Unravel the mystery: Debugging AI-generated code•3分钟
- Navigate common pitfalls in AI-generated code•6分钟
- Demo: Error detection in practice: Using code editors and debugging tools•5分钟
- The debugging toolkit: Equipping you for code success•2分钟
- Demo: Debugging tools in action•5分钟
- Debugging strategies for data analysts•5分钟
- The quest for efficiency: Factors impacting AI-generated code performance•5分钟
- Unlocking hidden performance boosts in AI models•5分钟
- The AI coding dilemma: A debate•3分钟
- Demo: Scale and accelerate coding tasks with generative AI•6分钟
- Evaluating generative AI for coding•5分钟
- The limitations of AI coding: Navigating the pitfalls•3分钟
6篇阅读材料•总计60分钟
- Troubleshooting AI-generated code•10分钟
- Tackling complex errors in AI-generated code•10分钟
- Debugging resources and communities: Your support network•10分钟
- Prompt optimization techniques•10分钟
- Measuring code efficiency: Key metrics and tools•10分钟
- When to use (and not use) AI for coding•10分钟
4个作业•总计75分钟
- Quiz: Troubleshooting AI-generated code•15分钟
- Quiz: Debugging strategies and tools•15分钟
- Quiz: Optimizing AI-generated code•15分钟
- Quiz: Advanced coding techniques•30分钟
1个讨论话题•总计10分钟
- Troubleshooting AI-generated code•10分钟
Guides learners in streamlining their data analysis workflows by identifying automation opportunities, integrating generative AI tools into coding environments, and automating key tasks like data cleaning, transformation, and visualization.
涵盖的内容
10个视频5篇阅读材料5个作业
10个视频•总计43分钟
- A data analysis journey from chaos to clarity•3分钟
- Explore the data analysis life cycle•5分钟
- The coder's unexpected ally•2分钟
- Achieve seamless integration: Connect AI tools to your coding environment•5分钟
- Integration adventures: Choosing the best path for your workflow•2分钟
- The AI data cleanup crew•2分钟
- Transform data with AI: Uncover hidden insights•6分钟
- AI-powered visualization: From data to insights•5分钟
- Measuring the impact of automation•6分钟
- The automation skeptic•6分钟
5篇阅读材料•总计50分钟
- The automation mindset: Embracing AI for efficiency•10分钟
- Choosing the right integration method•10分钟
- Automation in action: Real-world success stories•10分钟
- The return on investment with AI automation•10分钟
- The future of data analysis automation: Trends and prediction•10分钟
5个作业•总计105分钟
- Quiz: The data analysis life cycle and automation opportunities•15分钟
- Quiz: Integrating generative AI into coding environments•15分钟
- Activity: Integrating GenAI into your coding environment•30分钟
- Quiz: Automating data processing tasks•15分钟
- Quiz: Automation and integration•30分钟
Solidify coding skills and enhance practical experience by applying generative AI in real-world data analysis projects, fostering collaboration and receiving valuable feedback to improve code quality and problem-solving abilities.
涵盖的内容
9个视频7篇阅读材料6个作业
9个视频•总计45分钟
- GenAI's data adventure: A journey through the AI landscape•3分钟
- Demystifying generative AI: A glossary for data analysts•5分钟
- Project walkthrough: Data cleaning and exploration with GenAI•5分钟
- Project showcase: Predicting customer churn with generative AI•5分钟
- Real-world applications of generative AI in data analysis•6分钟
- The power of feedback: Excelling at code review•5分钟
- Workflow design workshop: Crafting custom solutions with AI•5分钟
- Demo: Building a workflow from scratch•5分钟
- GenAI and the future of work•5分钟
7篇阅读材料•总计70分钟
- Generative AI for data analysts: A comprehensive guide•10分钟
- The GenAI ecosystem: A vibrant network of models, tools, and platforms•10分钟
- Generative AI case studies: Data analysis across industries•10分钟
- Code review best practices: A guide to effective collaboration•10分钟
- The ethics of AI-generated code•10分钟
- Workflow optimization tips: A guide to efficiency•10分钟
- Real-world workflow examples: Inspiration from industry leaders•10分钟
6个作业•总计150分钟
- Quiz: Key concepts and terminology in generative AI for data analysis•15分钟
- Quiz: Practical applications of generative AI in data analysis•15分钟
- Quiz: Analyzing and improving AI-generated code•15分钟
- Activity: Enhancing AI-generated code•30分钟
- Project: Beyond the build: Critical reflection on workflow design•45分钟
- Quiz: Designing and automating workflows with GenAI•30分钟
获得职业证书
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位教师
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Our goal at Microsoft is to empower every individual and organization on the planet to achieve more. In this next revolution of digital transformation, growth is being driven by technology. Our integrated cloud approach creates an unmatched platform for digital transformation. We address the real-world needs of customers by seamlessly integrating Microsoft 365, Dynamics 365, LinkedIn, GitHub, Microsoft Power Platform, and Azure to unlock business value for every organization—from large enterprises to family-run businesses. The backbone and foundation of this is Azure.
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