I am a masters candidate at UWC under the supervision of Prof. Mario Santos working on the simulations in the EoR. The title of my project is -Fast power spectrum generation using machine learning techniques. By using an ensemble of simulations from the new SimFast21 and machine learning techniques we will be able to create a fast power spectrum generator of the 21cm signal. This then can allow us to generate the signal for different cosmological/astrophysical parameters. I am interested in the application of machine learning in radio astronomy.