Master AI ethics, bias mitigation, transparency, and data privacy to lead the responsible AI revolution in your field.
Sub Category
- Other Business
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Objectives
- Audit & Mitigate Bias: Identify historical and proxy biases in datasets and implement mathematical fairness constraints like Equalized Odds using AIF360.
- Master Explainable AI: Lift the hood on "Black Box" models using LIME, SHAP, and Saliency Maps to provide transparent, human-readable justifications.
- Implement Privacy-by-Design: Navigate GDPR and the EU AI Act while protecting user data through Differential Privacy and advanced anonymization techniques.
- Harden AI Security: Protect your systems against adversarial attacks and prompt injection while building robust "Human-in-the-loop" accountability cycles.
Pre Requisites
- Technical Foundation: A basic understanding of Machine Learning concepts and the AI development lifecycle is recommended to grasp advanced technical modules.
- Programming Literacy: Familiarity with Python and common data science libraries like Scikit-Learn or TensorFlow will help when exploring mitigation tools.
- Professional Context: Experience in software engineering, data science, or product management is helpful but not mandatory for understanding ethical theory.
- Tools & Software: Access to a computer with an internet connection; we will explore open-source frameworks like AIF360, LIME, and SHAP.
- Analytical Mindset: A willingness to think critically about the societal, legal, and moral consequences of automated decision-making systems.
- Open to All: No prior ethics degree is required—I simplify complex philosophical frameworks into actionable engineering constraints for you.
FAQ
- Q. How long do I have access to the course materials?
- A. You can view and review the lecture materials indefinitely, like an on-demand channel.
- Q. Can I take my courses with me wherever I go?
- A. Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don't have an internet connection, some instructors also let their students download course lectures. That's up to the instructor though, so make sure you get on their good side!
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