On March 16, the data scientist of ISSAI, Madina Abdrakhmanova participated in the Fourth Virtual Integrity Student Forum “Education in an AI Era”. During her presentation, she explored the ethical landscape of generative artificial intelligence (AI). Madina shed light on the significant challenge of bias inherent in deep learning models and its profound impact on the application of generative AI. Furthermore, she highlighted the pressing issues related to data privacy during the deployment phase of generative AI systems. Finally, Madina explained the significant environmental footprint associated with the operation of large-scale AI models.