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Data science vs. machine learning: What’s the difference?

IBM Big Data Hub

.” “Data science” was first used as an independent discipline in 2001. Both data science and machine learning are used by data engineers and in almost every industry. It’s also necessary to understand data cleaning and processing techniques.

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ML internals: Synthetic Minority Oversampling (SMOTE) Technique

Domino Data Lab

We present the inner workings of the SMOTE algorithm and show a simple “from scratch” implementation of SMOTE. Their tests are performed using C4.5-generated 1988), E-state data (Hall et al., Chawla et al., 2002) have performed a comprehensive evaluation of the impact of SMOTE- based up-sampling. 1998) and others).