Microsoft Generative AI for Data Analysis

Microsoft via Coursera Professional Certificate

Overview

Class Central Tips

Unlock the transformative power of AI in data analysis with this Gen AI for Data Analysis Professional Certificate. Designed for both seasoned data professionals and aspiring analysts, this comprehensive program empowers you to leverage AI across the entire data lifecycle, streamlining processes and uncovering deeper insights crucial for career success. Key program features: Hands-on experience: engage in real-world projects for practical skill application Ethical AI practices: learn to implement AI responsibly and ethically Build a portfolio: Showcase your new skills with a robust portfolio You'll develop expertise in: Integrating AI tools into data analysis workflows Optimizing data processing and preparation with AI assistance Enhancing exploratory data analysis and uncover hidden insights Applying advanced analytical methods, including predictive modeling Creating dynamic visualizations and interactive dashboards Automating workflows through AI-powered code generation Upon completion, you'll be equipped to: Streamline data cleaning and preparation processes Uncover deeper insights from complex datasets Communicate findings more effectively through AI-enhanced visualizations Make data-driven decisions informed by AI-powered scenario analysis No prior experience with generative AI required, familiarity with data analysis concepts and basic programming skills is recommended. Join us to unlock the full potential of your data analysis capabilities.

Syllabus

Course 1: Introduction to Generative AI for Data Analysis
- Offered by Microsoft. This foundational course provides a comprehensive understanding of generative AI and its applications in data ... Enroll for free.

Course 2: Data Processing and Optimization with Generative AI
- Offered by Microsoft. This course focuses on advanced methods for data cleaning, preparation, and optimization using AI-assisted tools. ... Enroll for free.

Course 3: Advanced Data Analysis with Generative AI
- Offered by Microsoft. This course delves into sophisticated analytical methods, including predictive modeling, time-series forecasting, and ... Enroll for free.

Course 4: Data Visualization and Reporting with Generative AI
- Offered by Microsoft. This course focuses on creating impactful data visualizations and interactive dashboards that effectively communicate ... Enroll for free.

Course 5: Coding and Automation for Data Analysis with Generative AI
- Offered by Microsoft. This course teaches you to harness AI-powered tools for code generation, focusing on SQL, Python, and R for data ... Enroll for free.

Course 6: Scenario and Root Cause Analysis with Generative AI
- Offered by Microsoft. In this final course, you'll apply generative AI to scenario planning and root cause analysis. You'll learn to ... Enroll for free.

Courses

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16 hours 33 minutes
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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. Upon completion of this course, you'll be able to: - Perform predictive analysis using generative AI tools - Conduct time-series analysis and forecasting with AI assistance - Extract insights from text data using generative AI technologies - Identify and analyze anomalies and outliers in datasets using AI
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4 hours 10 minutes
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This course teaches you to harness AI-powered tools for code generation, focusing on SQL, Python, and R for data analysis tasks. You'll learn to create complex formulas and automate repetitive data manipulation processes, significantly boosting your productivity. The course covers the design and implementation of automated data processing pipelines, enabling you to streamline your entire data analysis workflow. Upon completion of this course, you'll be able to: - Generate code snippets for data analysis tasks using AI - Create and optimize formulas for data manipulation and analysis - Design automated data processing pipelines with generative AI - Integrate AI capabilities into existing coding environments and workflows
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16 hours 32 minutes
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This course focuses on advanced methods for data cleaning, preparation, and optimization using AI-assisted tools. You'll learn to generate synthetic data, address privacy concerns and data limitations in your projects. Discover how to leverage AI to identify and resolve complex data quality issues, ensuring your datasets are primed for analysis. Upon completion of this course, you'll be able to: Generate synthetic data using generative AI models Implement advanced data cleaning techniques with AI assistance Optimize datasets for improved analysis efficiency Apply ethical considerations in data processing and synthetic data generation
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15 hours 51 minutes
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This course focuses on creating impactful data visualizations and interactive dashboards that effectively communicate complex insights. You'll learn to leverage AI-assisted tools to design visually stunning charts, graphs, and infographics that bring your data to life. The course covers advanced techniques for dashboard creation, enabling you to build dynamic, user-friendly interfaces for data exploration. By the end of this course, you'll be able to: - Explore and prepare datasets for visualization using generative AI, identifying key insights, patterns, and trends relevant to business objectives. - Create a variety of compelling and interactive data visualizations tailored to specific audiences and business needs, utilizing generative AI tools. - Produce detailed and structured reports that effectively summarize data insights, incorporating visualizations, narratives, and recommendations to drive decision-making with the assistance of generative AI. - Communicate complex data insights effectively to diverse audiences, using storytelling techniques, such as narratives, metaphors, and visual cues, to drive business impact.
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17 hours 34 minutes
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This foundational course provides a comprehensive understanding of generative AI and its applications in data analysis. You'll explore key tools and platforms, learn to integrate AI into existing workflows, and master prompt engineering for various data analysis tasks. Upon completion of this course, you'll be able to: Define generative AI and its role in data analysis Integrate generative AI tools into existing data analysis workflows Develop prompt engineering skills for data analysis tasks Evaluate ethical considerations in using generative AI for data analysis
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5 hours 50 minutes
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In this final course, you'll apply generative AI to scenario planning and root cause analysis. You'll learn to identify potential risks, develop mitigation strategies, and make data-driven decisions based on AI-generated insights. Upon completion of this course, you'll be able to: - Conduct scenario analysis using generative AI models - Perform root cause analysis with AI assistance - Identify and assess potential risks using AI-powered techniques - Develop data-driven strategies based on AI-generated scenario insights