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Ashok Kumar is an experienced data science professional currently serving as a Principal Data Scientist at Line since November 2022, where the focus is on developing products that enhance financial responsibility and sustainability through insightful recommendations. Prior to this role, Ashok worked as a Senior Data Scientist at Huawei Technologies India from November 2019 to October 2022, specializing in music recommendation systems and system architecture design based on user feedback. Ashok's earlier experience includes a position as a Data Scientist at Gaana from May 2017 to November 2019, concentrating on audio fingerprinting, user behavioral analysis, and lyric integration. Ashok holds a degree from the Indian Institute of Technology, Kanpur, and completed earlier education at R K M G G College and +2 Shanti Nayak High School.