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Any good references on the art part, or is it just an intuition you develop over time? In my experience, all the ML education will teach you a ton of theory an
by Stasis5001 7y ago
Any good references on the art part, or is it just an intuition you develop over time? In my experience, all the ML education will teach you a ton of theory and basics but none of the practical details you're referring to.
- jimfleming 7y agoIt takes time and a lot of hands-on experience. Many ML teams tend to work on one or just a few tightly coupled project for years. By contrast, we’ve worked on a lot of unique projects with real-world constraints so it gives us a different perspective. An important part has been developing a rigorous process; sort of a framework for applying the “art”. As you mention, this often isn’t covered in ML or data science education, which tends to focus on (important) fundamentals.