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Secure AI Systems Across Lifecycle Stages

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Coursera

Secure AI Systems Across Lifecycle Stages

Ashish Mohan
Starweaver

Instructors: Ashish Mohan

Included with Coursera Plus

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Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

3 hours to complete
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

3 hours to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Identify and classify various classes of attacks targeting AI systems.

  • Analyze the AI/ML development lifecycle to pinpoint stages vulnerable to attack.

  • Apply threat mitigation strategies and security controls to protect AI systems in development and production.

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Recently updated!

December 2025

Assessments

1 assignmentÂą

AI Graded see disclaimer
Taught in English

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There are 3 modules in this course

This module introduces learners to the landscape of AI security. It breaks down the primary categories of attacks that target AI systems and introduces foundational frameworks for understanding and classifying these emerging threats.

What's included

4 videos2 readings1 peer review

This module focuses on using MLflow for experiment tracking and model management, a critical component of MLOps on Databricks.

What's included

3 videos1 reading1 peer review

This module concludes the ML lifecycle by covering model deployment and management using the MLflow Model Registry.

What's included

4 videos1 reading1 assignment2 peer reviews

Instructors

Ashish Mohan
Coursera
2 Courses247 learners

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