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TwoCents

What are the skills required in machine learning and how can I develop them, and what are the tools required for beginners to kickstart a machine learning career?
There are so many possible skills used in machine learning that it's somewhat hard to answer this question. Obviously having a strong mathematical foundation helps, so brushing up on your linear algebra and statistics will be helpful. You can develop these skills by hard work through self-studying, taking courses on online platforms like Coursera, Udemy, and LinkedIn learning. Nowadays, there are so many blogs and resources that are a quick Google search away! As a PhD student, my career in machine learning has been mostly research based, so I am unfamiliar with the tools "required" to kickstart a machine learning career. Again, this will depend on the type of career you pursue (academic vs. industry).
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