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On 24 September the UT Institute of Computer Science and EXAI: Estonian Centre of Excellence in AI organised the Data Science Seminar "AI in action: success stories and lessons learned". AI achieves impressive results, but the path to success is often not straightforward. How do we decide where and how AI should be applied, and what technical challenges arise along the way? At this seminar, several AI researchers and industry experts presented their insights and experiences. Speakers 3:41 Tanel Alumäe, Tallinn University of Technology, "Weakly supervised learning for training speaker identification models" 29:11 Paula Etti, Cybernetica AS, "The Role of Synthetic Data in AI Systems" 57:13 Kristjan Eljand, Andmeteadus OÜ, “How Estonian companies have implemented AI: Practical use cases from 2023-2024 projects“ 1:25:24 Martti Praks, LHV, "AI in LHV" 1:51:07 Elena Sügis, University of Tartu, Nortal AS, "Think Tark! Leverage Retrieval-Augmented Generation for Enterprise Data." 2:21:14 Dmytro Fishman, University of Tartu, Better Medicine OÜ, "BetterMedicine: using AI to improve cancer diagnostics" The seminar was supported by the Estonian Centre of Excellence in Artificial Intelligence (EXAI), financed by the Ministry of Education and Research. The members of the Estonian Centre of Excellence in Artificial Intelligence are the University of Tartu, Tallinn University of Technology, and Cybernetica AS.