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Google Cloud

Responsible AI for Developers: Fairness & Bias

Google Cloud via Coursera

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Overview

Class Central Tips
This course introduces concepts of responsible AI and AI principles. It covers techniques to practically identify fairness and bias and mitigate bias in AI/ML practices. It explores practical methods and tools to implement Responsible AI best practices using Google Cloud products and open source tools.

Syllabus

  • Course Introduction
    • This module introduces the course structure and objectives.
  • Introduction to Responsible AI
    • This module provides an overview of Responsible AI, covering Google’s AI Principles and sub-topics of Responsible AI. Also, this provides actual case studies of Responsible AI in Google products.
  • AI Fairness & Bias
    • This module focuses on AI Fairness and Bias. It provides various techniques and tools to identify and mitigate biases through data and modeling.
  • Course Summary
    • This module provides a summary of the entire course by covering the most important concepts, tools, and technologies.
  • Course Resources
    • Student PDF links to all modules

Taught by

Google Cloud Training

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