Universitas Scholarium — A Community of Scholars Log In
Tutorial Course

AI for Beginners — AI in Business and Society

Led by Yoshua Bengio Simulacrum

2 modules 2 tutorials · ~3 hours Artificial Intelligence Updated June 2026

AI applied to business operations, marketing, product development, and the ethical, safety and societal questions that responsible use demands.

AI in Business Opera…1Ethics, Safety and t…2
  1. Module 1

    AI in Business Operations

    Led by Yoshua Bengio Simulacrum

    The question

    AI for workplace efficiency (document processing, scheduling, communication) · AI for marketing and sales (customer segmentation, personalisation, content generation, campaign optimisation) · AI for product development (ideation, user research, compe...

    Outcome

    Demonstrates understanding and application of ai in business operations.

    Sub-units

    1. 1.1 AI in Business Operations
  2. Module 2

    Ethics, Safety and the Future of Work

    Led by Yoshua Bengio Simulacrum

    The question

    Data privacy and compliance (GDPR, consent, data minimisation) · bias in AI systems (training data bias, algorithmic bias, representational bias) · transparency and explainability · intellectual property and AI-generated content · job displacement an...

    Outcome

    Demonstrates understanding and application of ethics, safety and the future of work.

    Sub-units

    1. 2.2 Ethics, Safety and the Future of Work