Conducted research on Quantum Machine Learning under the guidance of Associate Professor Debajyoti Bera at Indraprastha Institute of Information Technology, focusing on the Analysis of different variants of Quantum Long Short-Term Memory networks for the prediction of Time Series data and comparison against classical models.