Microsoft
Microsoft Copilot for Data Science Specialization

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Microsoft

Microsoft Copilot for Data Science 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.

Taught in English

 Microsoft

Instructor: Microsoft

Included with Coursera Plus

Specialization - 3 course series

Get in-depth knowledge of a subject

Beginner level

Recommended experience

1 month 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

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Recently updated!

September 2024

Specialization - 3 course series

Get in-depth knowledge of a subject

Beginner level

Recommended experience

1 month at 10 hours a week
Flexible schedule
Learn at your own pace

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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: Generative AI
Category: Data Augmentation
Category: Model Evaluation

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: Anomaly Detection
Category: Data Validation
Category: Data Cleaning
Category: Data Preparation
Category: Synthetic Data

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: Data Analysis
Category: Data Storytelling
Category: Natural Language Processing
Category: Data Visualization

Instructor

 Microsoft
Microsoft
128 Courses917,900 learners

Offered by

Microsoft

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