The role of R&D Intern - Fairness in Deep Learning at Artefact focuses on reducing biases in neural networks concerning sensitive continuous variables. The intern will implement established methods and create new approaches to ensure fairness in AI models. Key responsibilities include using dependency measures and open-source libraries for code reproducibility.