Advanced Data Analysis with Generative AI

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Advanced Data Analysis with Generative AI

Dieser Kurs ist Teil von Spezialisierung „Microsoft Advanced Analytics Techniques with Generative AI“

Dozent: Microsoft

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5 Module

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5 Module

Verschaffen Sie sich einen Einblick in ein Thema und lernen Sie die Grundlagen.

Stufe Mittel

Empfohlene Erfahrung

2 Wochen zu vervollständigen

unter 10 Stunden pro Woche

Flexibler Zeitplan

In Ihrem eigenen Lerntempo lernen

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Dieser Kurs ist Teil der Spezialisierung Spezialisierung „Microsoft Advanced Analytics Techniques with Generative AI“

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In diesem Kurs gibt es 5 Module

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 Who this course is for: Advanced Data Analysis with Generative AI is designed for business analysts and data analysts who are ready to move beyond foundational data work and apply AI-powered techniques to real-world analytical challenges. It's ideal for professionals who are comfortable working with data day-to-day and want to expand their skillset into predictive modeling, forecasting, and text analysis — without needing a background in data science or machine learning. If you've been looking for a practical, tool-focused way to bring advanced analytics into your workflow, this course is for you.

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.

Das ist alles enthalten

12 Videos8 Lektüren5 Aufgaben

12 VideosInsgesamt 55 Minuten

A journey through the analysis process3 Minuten
Unlocking the Power of GenAI in Data Analysis: Your Intelligent Assistant6 Minuten
From mess to masterpiece: Data cleaning with GenAI5 Minuten
AI-powered exploratory data analysis (EDA)6 Minuten
Crafting your data analysis strategy with GenAI6 Minuten
The data analysis compass: Choosing your path with GenAI3 Minuten
Choosing the right analytical approach5 Minuten
The data analysis diary: GenAI as your notetaker2 Minuten
Demo: Automated report generation6 Minuten
Beyond the basics: Enhancing reports with AI-powered insights6 Minuten
The data analysis toolkit: GenAI as your expert guide2 Minuten
GenAI technique matchmaker6 Minuten

8 LektürenInsgesamt 80 Minuten

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

5 AufgabenInsgesamt 105 Minuten

Project: Creating your AI-powered data analysis report30 Minuten
Implement techniques with GenAI30 Minuten
The data analysis roadmap15 Minuten
Choosing the right analytical approach with GenAI15 Minuten
Streamlining documentation with Generative AI15 Minuten

Leverage generative AI models to analyze historical data, identify patterns, and generate accurate predictions for future trends and outcomes.

Das ist alles enthalten

12 Videos5 Lektüren5 Aufgaben

12 VideosInsgesamt 56 Minuten

Unveiling the power of predictive analysis2 Minuten
Understanding the basics of predictive analysis6 Minuten
The AI forecaster: Predicting market trends6 Minuten
GenAI detectives: Uncovering hidden patterns in your data2 Minuten
Pattern recognition with AI6 Minuten
Identifying outliers in financial data5 Minuten
Demo: From numbers to insights: Unlocking the power of structured data5 Minuten
Process and applications for predictive models5 Minuten
Metrics for evaluating predictions built on structured data6 Minuten
Engineering for predictive modeling6 Minuten
Beyond numbers: The world of unstructured data and neural networks2 Minuten
Demo: Sentiment analysis and beyond with GenAI5 Minuten

5 LektürenInsgesamt 50 Minuten

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

5 AufgabenInsgesamt 90 Minuten

Using Generative AI for Predictive Analytics30 Minuten
Predictive power: Matching models to problems15 Minuten
Identifying patterns and trends with GenAI15 Minuten
Activity: Building a sales forecasting model15 Minuten
Predicting with structured data15 Minuten

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.

Das ist alles enthalten

9 Videos5 Lektüren4 Aufgaben1 Diskussionsthema

9 VideosInsgesamt 40 Minuten

The time traveler's guide to data: Understanding time series3 Minuten
Time-series analysis: Real-world applications and benefits6 Minuten
GenAI time machine: Unlocking the secrets of the past3 Minuten
Time-series analysis with GenAI tools6 Minuten
GenAI's time-traveling predictions3 Minuten
Generating time-series forecasts with GenAI6 Minuten
Model building with GenAI-generated code6 Minuten
Time-series forcasting: The GenAI advantage3 Minuten
Code-free forecasting: Building time-series models with AI6 Minuten

5 LektürenInsgesamt 50 Minuten

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

4 AufgabenInsgesamt 75 Minuten

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

1 DiskussionsthemaInsgesamt 10 Minuten

Reflections on GenAI for time-series forecasting10 Minuten

Harness generative AI technologies to extract valuable insights from unstructured text data, including sentiment analysis and automated content generation.

Das ist alles enthalten

6 Videos5 Lektüren5 Aufgaben

6 VideosInsgesamt 32 Minuten

NLP 101: A beginner's guide to understanding text data6 Minuten
Choosing the right tool for the job6 Minuten
GenAI's textual treasure hunt: Uncovering hidden insights3 Minuten
Demo: Text mining with GenAI: A hands-on tutorial5 Minuten
Content creation with GenAI: Possibilities and best practices6 Minuten
Fine-tuning GenAI models for text analysis6 Minuten

5 LektürenInsgesamt 50 Minuten

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

5 AufgabenInsgesamt 105 Minuten

Project: Text data analysis with GenAI30 Minuten
Fine Tuning GenAI models for specific NLP tasks30 Minuten
Foundations of NLP and GenAI's role15 Minuten
Extracting insights from unstructured text data15 Minuten
Generating content with GenAI15 Minuten

Apply generative AI algorithms to detect and analyze anomalies and outliers in datasets, enhancing data quality and uncovering potential issues.

Das ist alles enthalten

9 Videos7 Lektüren5 Aufgaben

9 VideosInsgesamt 43 Minuten

From data chaos to clarity: Advanced anomaly detection2 Minuten
Beyond the obvious: Discovering complex anomalies and outliers5 Minuten
The Role of Generative AI in Fraud Detection and Prevention5 Minuten
Demo: Anomaly detection with Scikit-learn5 Minuten
Practical applications of GenAI for anomaly detection6 Minuten
Anomaly detection with AI tools5 Minuten
AI-Powered quality control: Detecting defects in manufacturing data6 Minuten
The ripple effect: How anomalies impact your data2 Minuten
What to do with anomalies: Remediation strategies6 Minuten

7 LektürenInsgesamt 70 Minuten

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

5 AufgabenInsgesamt 90 Minuten

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

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Dozent

Microsoft

297 Kurse2.540.068 Lernende

von

Microsoft

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