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So I have started learning machine learning at least 1 year ago. Many People ask me "how do i start Machine learning ?". So here's the tip start. Question: Which OS to use? Answer: Use Linux, if you are on Windows you will be stuck at some point. If you don't want standalone Linux Operating System then Dual Boot with windows. Ubuntu and Arch Linux are my favorite distros. Linux Mint can be added to the list. But Many Machine learning APIs target Ubuntu. and Arch has all the libraries in the repository. If you do not trust me just go to this link , and check your self. Short answer: Arch (if you are advanced user) Ubuntu (beginner or just get things done ) Question: Which programming language to start with? Short answer: Use python don't get a headache with java or c in machine learning, i am not against both of them. but the installation of libraries become easy in Linux for python. and also python is a sea of Machine learning libraries. so just get st