How does this course differ from basic data analysis courses?

<text variant="body2">This intermediate-level course focuses specifically on integrating generative AI into advanced data analysis workflows. It builds upon foundational data analysis skills, introducing cutting-edge AI techniques for tasks like predictive modeling, anomaly detection, and automated report generation.

Is this course really 100% online? Do I need to attend any classes in person?

This course is completely online, so there’s no need to show up to a classroom in person. You can access your lectures, readings and assignments anytime and anywhere via the web or your mobile device.

Can I just enroll in a single course?

Yes! To get started, click the course card that interests you and enroll. You can enroll and complete the course to earn a shareable certificate. When you subscribe to a course that is part of a Certificate, you’re automatically subscribed to the full Certificate. Visit your learner dashboard to track your progress.

Microsoft Generative AI for Data Analysis (berufsbezogenes Zertifikat)

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Microsoft Generative AI for Data Analysis (berufsbezogenes Zertifikat)

Enhance your data analysis with generative AI.

Unlock your AI-driven data analysis potential. Build skills to turn complex data into actionable insights. Some data experience is recommended.

Dozent: Microsoft

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Fragen Sie Coursera

6-teilige Kursreihe

Erwerben Sie eine Karrierereferenz, die Ihre Qualifikation belegt

aus 208 Bewertungen von Kursen in diesem Programm

Stufe Mittel

Empfohlene Erfahrung

3 months to complete

unter 9 Stunden pro Woche

Flexibler Zeitplan

In Ihrem eigenen Lerntempo lernen

6-teilige Kursreihe

Erwerben Sie eine Karrierereferenz, die Ihre Qualifikation belegt

aus 208 Bewertungen von Kursen in diesem Programm

Stufe Mittel

Empfohlene Erfahrung

3 months to complete

unter 9 Stunden pro Woche

Flexibler Zeitplan

In Ihrem eigenen Lerntempo lernen

Was Sie lernen werden

Apply generative AI techniques to optimize data processing, cleaning, and preparation for analysis.
Use AI-powered tools for advanced data analysis, including predictive modeling and time-series forecasting.
Create compelling data visualizations and interactive dashboards using generative AI assistance.
Implement AI-driven automation for data workflows, including code generation and report creation.

Kompetenzen, die Sie erwerben

Kategorie: Risk Modeling
Kategorie: Applied Machine Learning
Kategorie: Infographics
Kategorie: Anomaly Detection
Kategorie: Data Ethics
Kategorie: Data Visualization
Kategorie: Model Evaluation
Kategorie: AI literacy
Kategorie: Dashboard Creation
Kategorie: Responsible AI
Kategorie: Root Cause Analysis
Kategorie: Predictive Analytics
Kategorie: Automation
Kategorie: Data Storytelling
Kategorie: Time Series Analysis and Forecasting
Kategorie: Interactive Data Visualization
Kategorie: Data Presentation

Werkzeuge, die Sie lernen werden

Kategorie: Prompt Engineering
Kategorie: Dashboard
Kategorie: Generative AI

Wichtige Details

Zertifikat zur Vorlage

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Stellen Sie Ihre technischen Kenntnisse unter Beweis.
Erwerben Sie ein von Arbeitgebern anerkanntes Zertifikat von Microsoft.

Berufsbezogenes Zertifikat – 6 Kursreihen

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.

Übungsprojekt

The Generative AI in Data Analytics certification course features 15 projects, from coding exercises to real-world challenges. You'll learn to analyze customer sentiment, clean datasets, and build forecasting models using AI tools.

The course covers data exploration, sentiment classification, theme extraction, and automated data cleaning. You'll apply predictive analysis to historical data, understanding preprocessing, model selection, and evaluation. Tools used include:

AI-Assisted Analysis: Leveraging large language models for analysis, code generation, and visualization
Coding Environments: Using popular programming languages and libraries for data manipulation
Data Profiling Tools: Employing software to identify and address data quality issues

By completion, you'll have the expertise to apply Generative AI in data analytics, streamlining workflows and communicating insights effectively.

Introduction to Generative AI for Data Analysis

KURS 1, 18 Stunden

Was Sie lernen werden

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.

Kompetenzen, die Sie erwerben

Kategorie: Generative AI

Kategorie: Data Analysis

Kategorie: Data Ethics

Kategorie: Responsible AI

Kategorie: Data Preprocessing

Kategorie: Prompt Engineering

Kategorie: Anomaly Detection

Kategorie: Data Cleansing

Kategorie: AI Integrations

Kategorie: Transfer Learning

Kategorie: Exploratory Data Analysis

Data Processing and Optimization with Generative AI

KURS 2, 17 Stunden

Was Sie lernen werden

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.

Kompetenzen, die Sie erwerben

Kategorie: Generative AI

Kategorie: Data Quality

Kategorie: Data Synthesis

Kategorie: Data Ethics

Kategorie: Data Preprocessing

Kategorie: Data Cleansing

Kategorie: Responsible AI

Kategorie: Feature Engineering

Kategorie: Microsoft Copilot

Kategorie: Generative Adversarial Networks (GANs)

Kategorie: Data Processing

Kategorie: Generative Model Architectures

Kategorie: Data Integrity

Kategorie: Information Privacy

Advanced Data Analysis with Generative AI

KURS 3, 17 Stunden

Was Sie lernen werden

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.

Kompetenzen, die Sie erwerben

Kategorie: Generative AI

Kategorie: Model Evaluation

Kategorie: Natural Language Processing

Kategorie: Anomaly Detection

Kategorie: Generative Adversarial Networks (GANs)

Kategorie: Predictive Analytics

Kategorie: Model Training

Kategorie: Data Analysis

Kategorie: Predictive Modeling

Kategorie: Time Series Analysis and Forecasting

Kategorie: Unstructured Data

Kategorie: Generative Model Architectures

Kategorie: Advanced Analytics

Kategorie: Forecasting

Kategorie: Statistical Machine Learning

Kategorie: Applied Machine Learning

Kategorie: Machine Learning Methods

Kategorie: Text Mining

Kategorie: Large Language Modeling

Kategorie: Statistical Analysis

Data Visualization and Reporting with Generative AI

KURS 4, 16 Stunden

Was Sie lernen werden

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.

Kompetenzen, die Sie erwerben

Kategorie: Generative AI

Kategorie: Data Storytelling

Kategorie: Interactive Data Visualization

Kategorie: Dashboard

Kategorie: Dashboard Creation

Kategorie: Data Presentation

Kategorie: Report Writing

Kategorie: Data Visualization Software

Kategorie: Web Content Accessibility Guidelines

Kategorie: Responsible AI

Kategorie: Data-Driven Decision-Making

Kategorie: Statistical Visualization

Kategorie: Data Visualization

Kategorie: Data Ethics

Kategorie: Infographics

Kategorie: Storytelling

Coding and Automation for Data Analysis with Generative AI

KURS 5, 18 Stunden

Was Sie lernen werden

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.

Kompetenzen, die Sie erwerben

Kategorie: Generative AI

Kategorie: Prompt Engineering

Kategorie: Data Cleansing

Kategorie: AI Integrations

Kategorie: Data Analysis

Kategorie: Code Review

Kategorie: Debugging

Kategorie: Excel Formulas

Kategorie: Responsible AI

Kategorie: Data Transformation

Kategorie: Model Optimization

Kategorie: Analytics

Kategorie: Data Preprocessing

Kategorie: Data Analysis Software

Kategorie: Data Ethics

Kategorie: AI Workflows

Kategorie: AI literacy

Kategorie: Data Manipulation

Kategorie: SQL

Kategorie: Prompt Patterns

Scenario and Root Cause Analysis with Generative AI

KURS 6, 15 Stunden

Was Sie lernen werden

In this final course, you'll apply generative AI to scenario planning and root cause analysis. The target learner for this course is a seasoned data professional or an aspiring analyst. This comprehensive program empowers.

Kompetenzen, die Sie erwerben

Kategorie: Generative AI

Kategorie: Root Cause Analysis

Kategorie: Decision Making

Kategorie: Strategic Decision-Making

Kategorie: Risk Management

Kategorie: Scenario Testing

Kategorie: Data-Driven Decision-Making

Kategorie: Risk Mitigation

Kategorie: Anomaly Detection

Kategorie: AI Workflows

Kategorie: Responsible AI

Kategorie: Risk Analysis

Kategorie: Decision Support Systems

Kategorie: Strategic Planning

Kategorie: Strategic Thinking

Kategorie: Correlation Analysis

Kategorie: Analytical Skills

Kategorie: Analysis

Kategorie: Risk Modeling

Erwerben Sie ein Karrierezertifikat.

Fügen Sie dieses Zeugnis Ihrem LinkedIn-Profil, Lebenslauf oder CV hinzu. Teilen Sie sie in Social Media und in Ihrer Leistungsbeurteilung.

Dozent

Microsoft

420 Kurse2.804.745 Lernende

von

Microsoft

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Lernender seit 2018

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Häufig gestellte Fragen

This is an intermediate-level program. You should have practical experience in data analysis, proficiency with data analysis and visualization tools, database knowledge, and foundational programming skills.

Generative AI can automate repetitive tasks, uncover hidden patterns in data, assist in creating visualizations, and help generate code for analysis. This allows you to focus on higher-level analysis and decision-making.

You'll gain experience with a variety of AI-powered data analysis tools. This program covers AI-enhanced features for business intelligence platforms and spreadsheet software to enhance learning.

Students should be aware that some of these AI-powered capabilities are premium features not included in standard software subscriptions.

The skills learned in this program can be applied to streamline data cleaning processes, enhance data exploration and visualization, automate report generation, and provide more robust predictive analyses and scenario planning. The skills you learn will prepare you for positions that require a deep understanding of AI-enhanced data analysis techniques.