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I have already been in your shoes where I was trying to move from Core Java Development to Data Science but it didn't work out. It's possible, but yes it requires lot of preparation. First question which you need to ask yourself how good and interested you are in learning mathematics topics such as statistics, probability, permutation combination, calculus etc because these topics are the foundation for any ML algorithm starting from regression to neural networks. Ideally, if you are a complete beginner for data science then starting with some online courses might help. All the best!!!
Yes I did the PGDDA by Upgrad and IIIT Bangalore