GANs and SMOTE defined by way of bartending: Knowledge Science for Machine Studying Collection (1)
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Personally, it seems like knowledge is handled as the brand new oil of the digital age. This feels very true with the growth in machine studying, the place knowledge performs such an vital position.
Nevertheless in my expertise, it additionally looks as if many individuals dive straight into machine studying with out first mastering the underlying arithmetic. That’s why I’ve made it a degree to give attention to mathematical ideas in my articles. Nevertheless, as many readers have identified, it may be much more efficient to be taught math alongside machine studying. Making use of mathematical rules in sensible machine studying eventualities not solely deepens understanding of the mathematics, but in addition makes the training course of extra partaking and efficient.
And what higher method to introduce machine studying than by speaking about knowledge — numerous knowledge! (Or the dearth of it, as you’ll see.)
I’ve been part of a analysis group centered on well being risk-prediction modeling. Whereas I’ll skip the detailed subjects of our work, a significant problem we…