How to apply Machine learning model on time series to predict next time step
As your question is quite vague I just throw in some tools: MCMC, Kalman, LSTM, ARIMA, one-step-ahead and many more.
Have a look at this to get started.

Can you please provide a part of your data? There are a lot of tools but it depends a lot on your situation and data.