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Coding and Automation for Data Analysis with Generative AI

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Coding and Automation for Data Analysis with Generative AI

本课程是 Microsoft Advanced Analytics Techniques with Generative AI 专项课程的一部分

位教师： Microsoft

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5个模块

深入了解一个主题并学习基础知识。

中级等级

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2 周完成

在 10 小时一周

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自行安排学习进度

5个模块

深入了解一个主题并学习基础知识。

中级等级

推荐体验

2 周完成

在 10 小时一周

灵活的计划

自行安排学习进度

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您将学习的工具

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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。

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该课程共有5个模块

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.

单元详情

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 friend2分钟
Demo: Code generation unveiled5分钟
Real-world code generation: Use cases and lessons learned6分钟
A day in the life of AI-powered data analysis6分钟
The prompt whisperer's secret2分钟
Explore the art of prompt engineering5分钟
The data cleaning dynamo: AI to the rescue2分钟
Simplifying data transformations with AI5分钟
The human-AI tag team: Together, we code better3分钟
Collaborating with AI: The key to code generation success6分钟
Code comparison: Human vs. AI6分钟

8篇阅读材料总计80分钟

Coding and Automation for Data Analysis with Generative AI syllabus10分钟
GenAI Tools for Data Analysis: A Practical Guide10分钟
The rise of generative AI in data analysis10分钟
Code generation tools: A comparative guide10分钟
Prompt engineering best practices: Your visual guide to communicating with AI10分钟
The power of automation in data analysis10分钟
Automation beyond the basics: Advanced applications of generative AI10分钟
Evaluating generative AI: A visual guide to metrics and benchmarks10分钟

4个作业总计75分钟

Quiz: Introduction to code generation15分钟
Quiz: Prompt engineering for code generation15分钟
Quiz: Automating data tasks with generative AI15分钟
Quiz: Code generation fundamentals30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 day3分钟
Excel formula refresher: Your essential toolkit7分钟
Everyday heroes: Excel formulas in action3分钟
The AI formula whisperer: Your coding companion3分钟
Generating formulas with AI6分钟
The prompt is mightier than the formula6分钟
Fine-tuning your AI formulas6分钟
Generative AI and formula creation6分钟
Supercharge your analysis: AI formulas in action3分钟
How to use AI to create powerful Excel dashboards6分钟
Unleashing AI's creative spark3分钟
Beyond basic formulas: Unleashing AI's creative potential6分钟
Building complex formulas with AI6分钟

6篇阅读材料总计60分钟

Essential formulas for data analysis10分钟
Level up your analysis: Advanced Excel formula techniques10分钟
The future of formulas: AI's expanding role10分钟
Optimizing tool performance with AI formulas10分钟
The art of formula creation with AI10分钟
Case studies: Complex formulas made easy with AI10分钟

4个作业总计90分钟

Activity: Excel formula challenge30分钟
Quiz: Generative AI and formula creation15分钟
Quiz: Implementing AI-generated formulas15分钟
Quiz: Building formulas30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 code3分钟
Navigate common pitfalls in AI-generated code6分钟
Demo: Error detection in practice: Using code editors and debugging tools5分钟
The debugging toolkit: Equipping you for code success2分钟
Demo: Debugging tools in action5分钟
Debugging strategies for data analysts5分钟
The quest for efficiency: Factors impacting AI-generated code performance5分钟
Unlocking hidden performance boosts in AI models5分钟
The AI coding dilemma: A debate3分钟
Demo: Scale and accelerate coding tasks with generative AI6分钟
Evaluating generative AI for coding5分钟
The limitations of AI coding: Navigating the pitfalls3分钟

6篇阅读材料总计60分钟

Troubleshooting AI-generated code10分钟
Tackling complex errors in AI-generated code10分钟
Debugging resources and communities: Your support network10分钟
Prompt optimization techniques10分钟
Measuring code efficiency: Key metrics and tools10分钟
When to use (and not use) AI for coding10分钟

4个作业总计75分钟

Quiz: Troubleshooting AI-generated code15分钟
Quiz: Debugging strategies and tools15分钟
Quiz: Optimizing AI-generated code15分钟
Quiz: Advanced coding techniques30分钟

1个讨论话题总计10分钟

Troubleshooting AI-generated code10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 clarity3分钟
Explore the data analysis life cycle5分钟
The coder's unexpected ally2分钟
Achieve seamless integration: Connect AI tools to your coding environment5分钟
Integration adventures: Choosing the best path for your workflow2分钟
The AI data cleanup crew2分钟
Transform data with AI: Uncover hidden insights6分钟
AI-powered visualization: From data to insights5分钟
Measuring the impact of automation6分钟
The automation skeptic6分钟

5篇阅读材料总计50分钟

The automation mindset: Embracing AI for efficiency10分钟
Choosing the right integration method10分钟
Automation in action: Real-world success stories10分钟
The return on investment with AI automation10分钟
The future of data analysis automation: Trends and prediction10分钟

5个作业总计105分钟

Quiz: The data analysis life cycle and automation opportunities15分钟
Quiz: Integrating generative AI into coding environments15分钟
Activity: Integrating GenAI into your coding environment30分钟
Quiz: Automating data processing tasks15分钟
Quiz: Automation and integration30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.