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Understanding math, machine learning, and data to a satisfactory degree.
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Understanding math, machine learning, and data to a satisfactory degree.
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Bounded Rationality Skip to main content Bounded Rationality Archive Tags RSS feed A Look at The First Place Solution of a Dermatology Classification Kaggle Competition Brian Keng 2023-12-22 19:09 One interesting thing I often think about is the gap between academic and real-world solutions. In general academic solutions play in the realm of idealized problem spaces, removing themselves from needing to care about the messiness of the real-world. Kaggle competitions are a (small) step in the right direction towards dealing with messiness, usually providing a true blind test set (vs. overused benchmarks), and opening a few degrees of freedom in terms the techniques that can be used, which usually eschews novelty in favour of more robust methods. To this end, I thought it would be useful to take a look at a more realistic problem (via a Kaggle competition) and understand the practical details that result in a superior solution. This post will cover ...
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