Time Series Data is a sequence of information that attaches a time period to each value.
White Noise is a type of time series where data doesn’t follow any pattern. It is a sequence of random numbers where every value is associated with a time period.
Random Walk is another type of time series data in which values tend to persist over time but the difference between the consecutive values is simply white noise.