We discussed data cleaning, normalization, and data transformation in detail in Chapter 4, Data Transformation. We discussed how we can rescale the dataset, how we can convert the dataset into a standard dataset, how we can binarize data, and how we can perform one-hot encoding and label encoding. 

After all these three steps, our missing data will have been taken care of in terms of noisy data being filtered and inconsistent data being removed.