Advanced Data Analysis 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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5个模块

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24 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5个模块

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.

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.

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 process2分钟
Unlocking the Power of GenAI in Data Analysis: Your Intelligent Assistant5分钟
From mess to masterpiece: Data cleaning with GenAI5分钟
AI-powered exploratory data analysis (EDA)5分钟
Crafting your data analysis strategy with GenAI5分钟
The data analysis compass: Choosing your path with GenAI2分钟
Choosing the right analytical approach5分钟
The data analysis diary: GenAI as your notetaker2分钟
Demo: Automated report generation6分钟
Beyond the basics: Enhancing reports with AI-powered insights5分钟
The data analysis toolkit: GenAI as your expert guide2分钟
GenAI technique matchmaker5分钟

8篇阅读材料总计80分钟

Advanced data analysis with generative AI syllabus10分钟
GenAI Tools for Data Analysis: A Practical Guide10分钟
GenAI-enhanced data analysis: A step-by-step guide10分钟
Analytical approaches in the real world10分钟
The future of data analysis documentation10分钟
A deep dive into data analysis techniques with GenAI10分钟
Differentiating data analysis techniques with AI assistance10分钟
Common data analysis techniques and when to use them10分钟

5个作业总计105分钟

The data analysis roadmap15分钟
Choosing the right analytical approach with GenAI15分钟
Streamlining documentation with Generative AI15分钟
Project: Creating your AI-powered data analysis report30分钟
Implement techniques with GenAI30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 analysis1分钟
Understanding the basics of predictive analysis5分钟
The AI forecaster: Predicting market trends5分钟
GenAI detectives: Uncovering hidden patterns in your data2分钟
Pattern recognition with AI6分钟
Identifying outliers in financial data5分钟
Demo: From numbers to insights: Unlocking the power of structured data5分钟
Process and applications for predictive models5分钟
Metrics for evaluating predictions built on structured data5分钟
Engineering for predictive modeling5分钟
Beyond numbers: The world of unstructured data and neural networks2分钟
Demo: Sentiment analysis and beyond with GenAI5分钟

5篇阅读材料总计50分钟

The rise of generative AI in predictive analysis10分钟
Key applications of predictive analytics across industries10分钟
Data storytelling with GenAI10分钟
Structured data: Advanced techniques with GenAI10分钟
Neural networks in action: Real-world applications of unstructured data analysis10分钟

5个作业总计90分钟

Predictive power: Matching models to problems15分钟
Identifying patterns and trends with GenAI15分钟
Activity: Building a sales forecasting model15分钟
Predicting with structured data15分钟
Image is everything: Building an image classifier with GenAI30分钟

Analyze sequential data to identify patterns and Predict future trends

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39分钟

The time traveler's guide to data: Understanding time series2分钟
Time-series analysis: Real-world applications and benefits5分钟
GenAI time machine: Unlocking the secrets of the past2分钟
Time-series analysis with GenAI tools6分钟
GenAI's time-traveling predictions2分钟
Generating time-series forecasts with GenAI5分钟
Model building with GenAI-generated code5分钟
Time-series forcasting: The GenAI advantage2分钟
Code-free forecasting: Building time-series models with AI5分钟

5篇阅读材料总计50分钟

The anatomy of time-series data: Components and characteristics10分钟
The Time Traveler's Toolkit: Essential Tools for Time-Series Analysis10分钟
Advanced time-series decomposition with GenAI: Beyond the basics10分钟
Evaluating time-series forecasts10分钟
A guide to GenAI model selection for time series10分钟

4个作业总计75分钟

Time-series data and analysis with GenAI15分钟
Patterns, trends, and structured data15分钟
Forecasting future trends with GenAI15分钟
Activity: Build and compare time-series models30分钟

1个讨论话题总计10分钟

Reflections on GenAI for time-series forecasting10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31分钟

NLP 101: A beginner's guide to understanding text data6分钟
Choosing the right tool for the job5分钟
GenAI's textual treasure hunt: Uncovering hidden insights2分钟
Demo: Text mining with GenAI: A hands-on tutorial4分钟
Content creation with GenAI: Possibilities and best practices5分钟
Fine-tuning GenAI models for text analysis5分钟

5篇阅读材料总计50分钟

Generative AI and NLP: A powerful partnership10分钟
Case studies: GenAI transforming text analysis10分钟
From draft to masterpiece: The art of refining GenAI-generated text10分钟
The Power of Personalization: Using GenAI to Tailor Content for Your Audience10分钟
The rise of custom NLP models: Real-world applications10分钟

5个作业总计105分钟

Foundations of NLP and GenAI's role15分钟
Extracting insights from unstructured text data15分钟
Generating content with GenAI15分钟
Project: Text data analysis with GenAI30分钟
Fine Tuning GenAI models for specific NLP tasks30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 detection2分钟
Beyond the obvious: Discovering complex anomalies and outliers4分钟
The Role of Generative AI in Fraud Detection and Prevention5分钟
Demo: Anomaly detection with Scikit-learn5分钟
Practical applications of GenAI for anomaly detection5分钟
Anomaly detection with AI tools5分钟
AI-Powered quality control: Detecting defects in manufacturing data5分钟
The ripple effect: How anomalies impact your data2分钟
What to do with anomalies: Remediation strategies5分钟

7篇阅读材料总计70分钟

Unveiling the impact: Anomaly and outlier detection in the real world10分钟
Generative AI and anomaly detection10分钟
Statistical and machine learning approaches to anomaly detection10分钟
The Benefits of GenAI for Anomaly and outlier detection10分钟
The benefits of GenAI for anomaly detection: Improved accuracy, flexibility, and capability10分钟
Handling Outliers in Data: A Guide for Data Analysts10分钟
The ethics of anomaly detection: Balancing privacy and security10分钟

5个作业总计90分钟

Advanced anomaly and outlier detection with Generative AI15分钟
Techniques for anomaly and outlier detection15分钟
Using GenAI for anomaly and outlier detection15分钟
Activity: Anomaly hunting with GenAI15分钟
Anomaly and outlier detection with GenAI30分钟

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位教师

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Microsoft

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