Coursera Instructor Network
Modern Data Analytics with Python, Excel & Generative AI 专项课程
Coursera Instructor Network

Modern Data Analytics with Python, Excel & Generative AI 专项课程

Elevate Data Analytics with Python, Excel, GenAI. Learn to integrate Python, Excel, and AI tools for enhanced data analysis

Caio Avelino
Arkadi Avanesyan
Starweaver

位教师:Caio Avelino

包含在 Coursera Plus

深入学习学科知识
3.9

(7 条评论)

中级 等级

推荐体验

4 周 完成
在 10 小时 一周
灵活的计划
自行安排学习进度
深入学习学科知识
3.9

(7 条评论)

中级 等级

推荐体验

4 周 完成
在 10 小时 一周
灵活的计划
自行安排学习进度

您将学到什么

  • Utilize Python and Excel for comprehensive data analyses

  • Automate tasks and insights generation using Generative AI.

  • Craft advanced data models to solve business challenges.

要了解的详细信息

可分享的证书

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授课语言:英语(English)
最近已更新!

August 2025

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  • 通过 Coursera Instructor Network 获得职业证书

专业化 - 12门课程系列

您将学到什么

您将获得的技能

类别:Exploratory Data Analysis
类别:Generative AI
类别:Artificial Intelligence
类别:Descriptive Statistics
类别:Data-Driven Decision-Making
类别:Automation
类别:Responsible AI
类别:Data Visualization Software
类别:Pandas (Python Package)
类别:OpenAI
类别:Data Processing

您将学到什么

您将获得的技能

类别:Data Storytelling
类别:Generative AI
类别:Data Ethics
类别:Plotly
类别:Seaborn
类别:Data Presentation
类别:Interactive Data Visualization
类别:Matplotlib
类别:Automation
类别:Prompt Engineering
类别:Responsible AI
类别:Data Visualization Software
类别:Artificial Intelligence

您将学到什么

  • Apply the most widely used techniques, including Exponential Smoothing (ETS) and Autoregressive Integrated Moving Average (ARIMA).

  • Analyze real-world data to identify patterns and make accurate predictions.

  • Create advanced forecasting models using Python.

您将获得的技能

类别:Forecasting
类别:Time Series Analysis and Forecasting
类别:Exploratory Data Analysis
类别:Matplotlib
类别:Predictive Analytics
类别:Data-Driven Decision-Making
类别:Business Analytics
类别:Statistical Analysis
类别:Trend Analysis
类别:Pandas (Python Package)
类别:Advanced Analytics
类别:Strategic Decision-Making

您将学到什么

您将获得的技能

类别:Data Cleansing
类别:Automation
类别:Generative AI
类别:Data Quality
类别:Data Processing
类别:Data Transformation
类别:Alteryx
类别:Data Validation
类别:Tensorflow
类别:Responsible AI
类别:OpenAI
类别:Artificial Intelligence

您将学到什么

  • Master automated report generation with AI, and assess its real-world pros and cons.

  • Evaluate AI tools for report creation, and choose the best fit based on specific needs.

  • Learn to create tailored automated reports step-by-step with AI for efficient customization.

  • Assess how automated report generation enhances organizational efficiency, data accuracy, productivity, and decision-making.

您将获得的技能

类别:Data Analysis
类别:Generative AI
类别:Business Reporting
类别:Artificial Intelligence
类别:Automation
类别:AI Personalization
类别:Operational Efficiency
类别:Report Writing
类别:Digital Transformation
类别:Data Collection
类别:Business Process Automation
Advanced Data Analysis with ChatGPT

Advanced Data Analysis with ChatGPT

第 6 门课程3小时

您将学到什么

您将获得的技能

类别:Prompt Engineering
类别:Data Analysis
类别:Data Validation
类别:LLM Application
类别:OpenAI
类别:Analytical Skills
类别:Natural Language Processing
类别:ChatGPT
类别:Data-Driven Decision-Making

您将学到什么

  • Analyze key concepts, processes, and frameworks of Business Intelligence.

  • Identify the principles of Data Warehouses.

  • Analyze data warehouse databases to improve decision-making.

  • Apply Data Visualization Tools to create interactive dashboards.

您将获得的技能

类别:Data Warehousing
类别:Business Intelligence
类别:Business Analytics
类别:Data-Driven Decision-Making
类别:Data Visualization Software
类别:Data Management
类别:Data Analysis
类别:Dashboard
类别:Databases
类别:Data Transformation
类别:Interactive Data Visualization
Applying Python for Data Analysis

Applying Python for Data Analysis

第 8 门课程3小时

您将学到什么

  • Construct and manipulate data structures using Pandas.

  • Analyze and visualize data sets to extract meaningful insights.

  • Evaluate and apply advanced data analysis techniques such as time series analysis and data aggregation.

您将获得的技能

类别:Pandas (Python Package)
类别:Data Manipulation
类别:Trend Analysis
类别:Business Analytics
类别:Data Import/Export
类别:Statistics
类别:Data Analysis
类别:Data Visualization
类别:Data Visualization Software
类别:Data Cleansing
类别:Data Transformation
类别:Data-Driven Decision-Making
类别:Statistical Analysis
类别:Time Series Analysis and Forecasting
类别:Python Programming
GenAI for Data Science Teams

GenAI for Data Science Teams

第 9 门课程2小时

您将学到什么

  • A comprehensive understanding of how GenAI technologies can be applied in a data science team, enhancing data quality and model development.

  • GenAI tools to automate and optimize data augmentation, to automate repetitive tasks such as data manipulation, model development, etc.

  • The ethical implications and best practices for integrating GenAI within data science team projects to ensure responsible and effective use.

您将获得的技能

类别:Generative AI
类别:Data Quality
类别:Responsible AI
类别:AI Product Strategy
类别:Data Strategy
类别:Prompt Engineering
类别:Predictive Modeling
类别:Data Ethics
Microsoft Excel VBA and Macros

Microsoft Excel VBA and Macros

第 10 门课程2小时

您将学到什么

  • Analyze the basics of Excel VBA and Macros to understand their functions and applications.

  • Design macros using the Excel and VBA editor to automate routine tasks.

  • Implement macros to automate repetitive tasks, enhancing productivity.

  • Evaluate and debug VBA code to ensure efficient data manipulation and analysis.

您将获得的技能

类别:Automation
类别:Excel Macros
类别:Visual Basic (Programming Language)
类别:Debugging
类别:Data Analysis Expressions (DAX)
类别:Strategic Decision-Making
类别:Data Transformation
类别:Microsoft Excel
类别:Spreadsheet Software
类别:Excel Formulas
类别:Data Cleansing
类别:Productivity Software
类别:Programming Principles

您将学到什么

  • Practice with Excel's Analysis ToolPak to perform advanced statistical analysis.

  • Evaluate various hypothesis tests within Excel, including t-tests and ANOVA.

  • Analyze business problems with the use of Excel to conduct simple and multiple regression analyses

您将获得的技能

类别:Statistical Hypothesis Testing
类别:Regression Analysis
类别:Variance Analysis
类别:Probability & Statistics
类别:Business Analytics
类别:Case Studies
类别:Data Analysis
类别:Correlation Analysis
类别:Data Manipulation
类别:Statistical Analysis
类别:Data Visualization
类别:Microsoft Excel
类别:Data-Driven Decision-Making
类别:Quality Control
类别:Forecasting
类别:Analytics
类别:Business Analysis
GenAI for Data Analysts

GenAI for Data Analysts

第 12 门课程2小时

您将学到什么

  • Identify the advanced capabilities of GenAI for enhancing various data analysis tasks, including unique functionalities and innovative use cases.

  • Examine and apply real-world applications of GenAI in data analysis, highlighting unique success stories and innovative practices.

  • Reflect on how GenAI can significantly improve productivity & foster innovation in data analysis, with insights into future trends & industry shifts.

您将获得的技能

类别:Predictive Analytics
类别:Generative AI
类别:Analytics
类别:Data Analysis
类别:Data Processing
类别:Responsible AI
类别:Data Transformation
类别:Advanced Analytics
类别:Machine Learning Algorithms
类别:AI Product Strategy
类别:Data Cleansing
类别:Prompt Engineering Tools

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位教师

Caio Avelino
6 门课程6,148 名学生
Arkadi Avanesyan
Coursera Instructor Network
8 门课程55,764 名学生
Starweaver
Coursera Instructor Network
448 门课程823,036 名学生

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