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Data Processing and Optimization with Generative AI
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Data Processing and Optimization with Generative AI

This course is part of Microsoft Generative AI for Data Analysis Certificate.

Course Cost

Free course

Intermediate

Skill Level

14 Hours

Self-paced lessons

This course cannot be purchased separately - to access the complete learning experience, graded assignments, and earn certificates, you'll need to enroll in the full Microsoft Generative AI for Data Analysis Professional Certificate program. You can audit this specific course for free to explore the content, which includes access to course materials and lectures. This allows you to learn at your own pace without any financial commitment.

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What you'll learn

  • Generate synthetic data using generative AI models to overcome data limitations

  • Implement advanced data cleaning techniques with AI assistance to resolve complex data quality issues

  • Optimize datasets for improved analysis efficiency and performance

  • Apply ethical considerations in data processing and synthetic data generation

  • Identify and mitigate biases in data and AI algorithms

  • Evaluate synthetic data quality using appropriate metrics and benchmarks

  • Automate preprocessing steps using generative AI tools

  • Develop strategies for responsible and transparent data practices

Skills you'll gain

Synthetic Data Generation
AI-Assisted Data Cleaning
Dataset Optimization
Ethical AI
Feature Engineering
Data Preprocessing
Bias Mitigation
Data Quality Assessment
Privacy-Preserving Data

This course includes:

16 Hours PreRecorded video

28 assignments

Access on Mobile, Tablet, Desktop

FullTime access

Shareable certificate

Get a Completion Certificate

Share your certificate with prospective employers and your professional network on LinkedIn.

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Certificate
Certificate

Get a Completion Certificate

Share your certificate with prospective employers and your professional network on LinkedIn.

CREATED BY

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PROVIDED BY

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Top companies offer this course to their employees

Top companies provide this course to enhance their employees' skills, ensuring they excel in handling complex projects and drive organizational success.

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There are 5 modules in this course

This comprehensive course explores advanced methods for data cleaning, preparation, and optimization using AI-assisted tools. Students learn to generate synthetic data to address privacy concerns and data limitations in their projects. The curriculum covers leveraging AI to identify and resolve complex data quality issues, ensuring datasets are primed for analysis. Key topics include synthetic data generation using generative AI models, advanced data cleaning techniques with AI assistance, dataset optimization for improved analysis efficiency, and ethical considerations in data processing and synthetic data generation. Through hands-on assignments and practical examples, learners develop skills to transform their data workflows and enhance analytical capabilities using the latest AI technologies.

Synthetic data generation

Module 1 · 3 Hours to complete

Advanced data cleaning techniques

Module 2 · 3 Hours to complete

Dataset preparation

Module 3 · 3 Hours to complete

Datasets optimization

Module 4 · 3 Hours to complete

Ethical considerations in data processing

Module 5 · 2 Hours to complete

Fee Structure

Individual course purchase is not available - to enroll in this course with a certificate, you need to purchase the complete Professional Certificate Course. For enrollment and detailed fee structure, visit the following: Microsoft Generative AI for Data Analysis Certificate

Reviews

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Faculties

These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.

Data Processing and Optimization with Generative AI

Intermediate

Skill Level

14 Hours

Self-paced lessons

Course Cost

Free course

Completion

CERTIFICATE

Frequently asked Questions

Below are some of the most commonly asked questions about this course. We aim to provide clear and concise answers to help you better understand the course content, structure, and any other relevant information. If you have any additional questions or if your question is not listed here, please don't hesitate to reach out to our support team for further assistance.