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Muhammad Ayub Ansari is a lecturer at Glasgow Caledonian University since August 2024, with prior experience as a university lecturer at The University of Huddersfield from September 2022 to July 2024. Muhammad held the position of data analyst in machine learning at Valuechain Enterprises Ltd from September 2019 to September 2022 and was a full-time researcher in machine learning at The University of Huddersfield for a brief period in September 2019. As a data scientist at the University of Bradford's Computing Enterprise Centre from May 2018 to February 2019, Muhammad contributed significantly to data-driven projects. Muhammad's academic background includes a PhD in machine learning from The University of Huddersfield (2019-2023), an MSc in Big Data Science and Technology from the University of Bradford (2017-2018), and a BS in Computer Science from the National University of Computer and Emerging Sciences (2011-2015), alongside participation in a culture exchange program at Shawnee State University in 2013.