This course delves into sophisticated analytical methods, including predictive modeling, time-series forecasting, and anomaly detection. You'll learn to harness the power of AI to uncover hidden patterns and trends in complex datasets. The course covers text data analysis, enabling you to extract valuable insights from unstructured data sources.
Advanced 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
24 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
Establish a structured data analysis workflow and harness the power of generative AI tools to streamline documentation, enhance efficiency, and make informed decisions throughout the process. In this module, you'll explore the core principles that underpin effective data analysis and discover how generative AI can act as a practical partner at every stage — from clarifying your analytical objectives to summarizing findings. You'll get hands-on experience using AI tools to clean and prepare data, generate initial hypotheses, and produce clear documentation without getting bogged down in manual tasks. By the end of this module, you'll have a repeatable, AI-assisted workflow you can apply immediately to your own data projects.
涵盖的内容
12个视频8篇阅读材料5个作业
12个视频•总计55分钟
- A journey through the analysis process•3分钟
- Unlocking the Power of GenAI in Data Analysis: Your Intelligent Assistant•6分钟
- From mess to masterpiece: Data cleaning with GenAI•5分钟
- AI-powered exploratory data analysis (EDA)•6分钟
- Crafting your data analysis strategy with GenAI•6分钟
- The data analysis compass: Choosing your path with GenAI•3分钟
- Choosing the right analytical approach•5分钟
- The data analysis diary: GenAI as your notetaker•2分钟
- Demo: Automated report generation•6分钟
- Beyond the basics: Enhancing reports with AI-powered insights•6分钟
- The data analysis toolkit: GenAI as your expert guide•2分钟
- GenAI technique matchmaker•6分钟
8篇阅读材料•总计80分钟
- Advanced data analysis with generative AI syllabus•10分钟
- GenAI Tools for Data Analysis: A Practical Guide•10分钟
- GenAI-enhanced data analysis: A step-by-step guide•10分钟
- Analytical approaches in the real world•10分钟
- The future of data analysis documentation•10分钟
- A deep dive into data analysis techniques with GenAI•10分钟
- Differentiating data analysis techniques with AI assistance•10分钟
- Common data analysis techniques and when to use them•10分钟
5个作业•总计105分钟
- The data analysis roadmap•15分钟
- Choosing the right analytical approach with GenAI•15分钟
- Streamlining documentation with Generative AI•15分钟
- Project: Creating your AI-powered data analysis report•30分钟
- Implement techniques with GenAI•30分钟
Leverage generative AI models to analyze historical data, identify patterns, and generate accurate predictions for future trends and outcomes.
涵盖的内容
12个视频5篇阅读材料5个作业
12个视频•总计56分钟
- Unveiling the power of predictive analysis•2分钟
- Understanding the basics of predictive analysis•6分钟
- The AI forecaster: Predicting market trends•6分钟
- GenAI detectives: Uncovering hidden patterns in your data•2分钟
- Pattern recognition with AI•6分钟
- Identifying outliers in financial data•5分钟
- Demo: From numbers to insights: Unlocking the power of structured data•5分钟
- Process and applications for predictive models•5分钟
- Metrics for evaluating predictions built on structured data•6分钟
- Engineering for predictive modeling•6分钟
- Beyond numbers: The world of unstructured data and neural networks•2分钟
- Demo: Sentiment analysis and beyond with GenAI•5分钟
5篇阅读材料•总计50分钟
- The rise of generative AI in predictive analysis•10分钟
- Key applications of predictive analytics across industries•10分钟
- Data storytelling with GenAI•10分钟
- Structured data: Advanced techniques with GenAI•10分钟
- Neural networks in action: Real-world applications of unstructured data analysis•10分钟
5个作业•总计90分钟
- Predictive power: Matching models to problems•15分钟
- Identifying patterns and trends with GenAI•15分钟
- Activity: Building a sales forecasting model•15分钟
- Predicting with structured data•15分钟
- Using Generative AI for Predictive Analytics•30分钟
Explore the key components of time series data and learn how to decompose patterns over time. Apply a range of forecasting methods to predict future trends with confidence. Evaluate model accuracy to select the approach that best fits your data. Build practical solutions that turn time series analysis into real business insight.
涵盖的内容
9个视频5篇阅读材料4个作业1个讨论话题
9个视频•总计40分钟
- The time traveler's guide to data: Understanding time series•3分钟
- Time-series analysis: Real-world applications and benefits•6分钟
- GenAI time machine: Unlocking the secrets of the past•3分钟
- Time-series analysis with GenAI tools•6分钟
- GenAI's time-traveling predictions•3分钟
- Generating time-series forecasts with GenAI•6分钟
- Model building with GenAI-generated code•6分钟
- Time-series forcasting: The GenAI advantage•3分钟
- Code-free forecasting: Building time-series models with AI•6分钟
5篇阅读材料•总计50分钟
- The anatomy of time-series data: Components and characteristics•10分钟
- The Time Traveler's Toolkit: Essential Tools for Time-Series Analysis•10分钟
- Advanced time-series decomposition with GenAI: Beyond the basics•10分钟
- Evaluating time-series forecasts•10分钟
- A guide to GenAI model selection for time series•10分钟
4个作业•总计75分钟
- Time-series data and analysis with GenAI•15分钟
- Patterns, trends, and structured data•15分钟
- Forecasting future trends with GenAI•15分钟
- Activity: Build and compare time-series models•30分钟
1个讨论话题•总计10分钟
- Reflections on GenAI for time-series forecasting•10分钟
Harness generative AI technologies to extract valuable insights from unstructured text data, including sentiment analysis and automated content generation.
涵盖的内容
6个视频5篇阅读材料5个作业
6个视频•总计32分钟
- NLP 101: A beginner's guide to understanding text data•6分钟
- Choosing the right tool for the job•6分钟
- GenAI's textual treasure hunt: Uncovering hidden insights•3分钟
- Demo: Text mining with GenAI: A hands-on tutorial•5分钟
- Content creation with GenAI: Possibilities and best practices•6分钟
- Fine-tuning GenAI models for text analysis•6分钟
5篇阅读材料•总计50分钟
- Generative AI and NLP: A powerful partnership•10分钟
- Case studies: GenAI transforming text analysis•10分钟
- From draft to masterpiece: The art of refining GenAI-generated text•10分钟
- The Power of Personalization: Using GenAI to Tailor Content for Your Audience•10分钟
- The rise of custom NLP models: Real-world applications•10分钟
5个作业•总计105分钟
- Foundations of NLP and GenAI's role•15分钟
- Extracting insights from unstructured text data•15分钟
- Generating content with GenAI•15分钟
- Project: Text data analysis with GenAI•30分钟
- Fine Tuning GenAI models for specific NLP tasks•30分钟
Apply generative AI algorithms to detect and analyze anomalies and outliers in datasets, enhancing data quality and uncovering potential issues.
涵盖的内容
9个视频7篇阅读材料5个作业
9个视频•总计43分钟
- From data chaos to clarity: Advanced anomaly detection•2分钟
- Beyond the obvious: Discovering complex anomalies and outliers•5分钟
- The Role of Generative AI in Fraud Detection and Prevention•5分钟
- Demo: Anomaly detection with Scikit-learn•5分钟
- Practical applications of GenAI for anomaly detection•6分钟
- Anomaly detection with AI tools•5分钟
- AI-Powered quality control: Detecting defects in manufacturing data•6分钟
- The ripple effect: How anomalies impact your data•2分钟
- What to do with anomalies: Remediation strategies•6分钟
7篇阅读材料•总计70分钟
- Unveiling the impact: Anomaly and outlier detection in the real world•10分钟
- Generative AI and anomaly detection•10分钟
- Statistical and machine learning approaches to anomaly detection•10分钟
- The Benefits of GenAI for Anomaly and outlier detection•10分钟
- The benefits of GenAI for anomaly detection: Improved accuracy, flexibility, and capability•10分钟
- Handling Outliers in Data: A Guide for Data Analysts•10分钟
- The ethics of anomaly detection: Balancing privacy and security•10分钟
5个作业•总计90分钟
- Advanced anomaly and outlier detection with Generative AI•15分钟
- Techniques for anomaly and outlier detection•15分钟
- Using GenAI for anomaly and outlier detection•15分钟
- Activity: Anomaly hunting with GenAI•15分钟
- Anomaly and outlier detection with GenAI•30分钟
获得职业证书
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