Microsoft
Generative AI for Data Scientists Specialization

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Microsoft

Generative AI for Data Scientists Specialization

Unlock your AI-powered efficiency and innovation. Accelerate data insights! Copilot supercharges your data science workflow, automating tasks and generating code, so you can focus on the big picture.

 Microsoft

Instructor: Microsoft

4,460 already enrolled

Included with Coursera Plus

Get in-depth knowledge of a subject
4.8

(44 reviews)

Beginner level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
4.8

(44 reviews)

Beginner level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Gain hands-on experience using Copilot to generate code, analyze data, build simple generative models, and mitigate bias in AI-driven processes

  • Define generative AI, its key concepts (GANs, VAEs, Transformers), and how Microsoft Copilot leverages these models to enhance data science workflows

  • Identify GenAI use cases in data science (data augmentation, feature engineering, anomaly detection, and generative modeling) using Copilot examples

  • Assess the strengths, weaknesses, and ethical implications of different generative model architectures in data science scenarios, using Copilot

Skills you'll gain

  • Category: Data Pipelines
  • Category: Data Ethics
  • Category: Microsoft Copilot
  • Category: Data Visualization Software
  • Category: Technical Communication
  • Category: Natural Language Processing
  • Category: Data-Driven Decision-Making
  • Category: Responsible AI
  • Category: Autoencoders
  • Category: Data Visualization
  • Category: Generative Adversarial Networks (GANs)
  • Category: Interactive Data Visualization
  • Category: Data Quality
  • Category: Generative AI
  • Category: Critical Thinking
  • Category: Data Cleansing
  • Category: Data Science
  • Category: Anomaly Detection
  • Category: Data Storytelling
  • Category: Data Preprocessing

Details to know

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Taught in English

Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from Microsoft

Specialization - 3 course series

What you'll learn

  • Define and differentiate types of generative AI models

  • Use Microsoft Copilot to generate code, analyze data, and build generative models

  • Identify practical use cases for generative AI in data science, such as data augmentation and anomaly detection

  • Assess the strengths and weaknesses of different generative models and understand their ethical implications

Skills you'll gain

Category: Responsible AI
Category: Microsoft Copilot
Category: Generative AI
Category: Anomaly Detection
Category: Information Privacy
Category: Generative Adversarial Networks (GANs)
Category: Model Evaluation
Category: Autoencoders
Category: Data Security
Category: Data Analysis
Category: Data Ethics

What you'll learn

  • Assess and improve data quality using Copilot's analysis tools

  • Generate synthetic datasets for various applications, such as model training or privacy preservation

  • Clean and prepare data for analysis, automating tasks like formatting, deduplication, and standardization

  • Develop strategies for integrating Copilot into existing data workflows

Skills you'll gain

Category: Microsoft Copilot
Category: Data Quality
Category: Anomaly Detection
Category: Data Synthesis
Category: Data Ethics
Category: Natural Language Processing
Category: Data Cleansing
Category: Generative AI
Category: Data Preprocessing
Category: Data Pipelines
Category: Data Validation
Category: Responsible AI
Category: Generative Adversarial Networks (GANs)

What you'll learn

  • Utilize Microsoft Copilot and other AI tools for in-depth data analysis and forecasting.

  • Generate clear, engaging, and inclusive data visualizations with Copilot's assistance.

  • Craft persuasive reports and presentations tailored for both technical and non-technical stakeholders.

  • Develop comprehensive communication strategies that drive data-informed decision-making.

Skills you'll gain

Category: Microsoft Copilot
Category: Generative AI
Category: Data Visualization Software
Category: Data Analysis
Category: Natural Language Processing
Category: Communication
Category: Big Data
Category: Technical Communication
Category: Data-Driven Decision-Making
Category: Artificial Intelligence
Category: Data Visualization
Category: Data Storytelling
Category: Responsible AI
Category: Strategic Communication
Category: Interactive Data Visualization
Category: Advanced Analytics
Category: Presentations

Earn a career certificate

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Instructor

 Microsoft
Microsoft
267 Courses2,114,349 learners

Offered by

Microsoft

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