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Tutorial Course

AI Engineering Complete Bootcamp — AI Ethics and Production Applications

Led by Yoshua Bengio Simulacrum

AI Engineering Complete Bootcamp — AI Ethics and Production Applications: course card
2 tutorials · ~4 hours Artificial Intelligence Updated June 2026

About this course

Responsible AI development — privacy, transparency, accountability, fairness, global regulations — and building production AI applications with proper prompt engineering, cost management and deployment.

Drawing on the research and AI safety advocacy of Yoshua Bengio.

AI Ethics, Fairness …1Building Production …2
  1. Module 1

    AI Ethics, Fairness and Regulation

    Led by Yoshua Bengio Simulacrum

    The question

    The AI lifecycle and where ethics applies · privacy (data collection, consent, sensitive information) · transparency (explainability, decision-making visibility) · accountability (who is responsible when AI fails) · fairness (bias in training data, a...

    Outcome

    Demonstrates competence in ai ethics, fairness and regulation.

    Sub-units

    1. ○ 1.1 AI Ethics, Fairness and Regulation
  2. Module 2

    Building Production AI Applications

    Led by Yoshua Bengio Simulacrum

    The question

    Hosting an LLM vs using an API (cost, control, latency trade-offs) · open-source vs closed-source models for production · prompt engineering for software development · optimising temperature and top-p · building a Streamlit application (UI elements, ...

    Outcome

    Demonstrates competence in building production ai applications.

    Sub-units

    1. ○ 2.2 Building Production AI Applications