This research paper proposes a new approach to address the computational issues associated with machine learning algorithms by employing a logarithmic number system (LNS). It to replace the multiplication operation with addition and makes use of the Mitchell’s Algorithm to perform the task of multiplication using simple and hardware friendly operations such as addition and shifts. In addition to that, computational reuse techniques are employed to perform MAC operations more efficiently.