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Requirements for work and level of professional skills depend on which company the specialist is in. For example, in large data analytics corporations, it is important to understand math and statistics. Marketplaces, Mobile data collection software companies and media companies need experts in the development of recommender systems, and in large retail – in the development of machine vision.
The journey from zero to first results in machine learning takes six months to a year. With programming experience, faster. The field of machine learning has already received a set of tools with which you can quickly create working models. The only problem is writing a wrapper around the model and writing that part of the code that is responsible for data preprocessing. Therefore, specialists need experience, and experience is gained only by work.