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Not really. You can be a bit smart about it and try to connect your previous work(not all) to some relevant Data Science work because Data Science is not just ML , it's data engineering (web scraping , database management , sql etc) , modelling , ML, DL , pipeline building. If you have done anything previously which anyhow related to all this , you don't start as a fresher