KDnuggets™ News 15:n27, Aug 19: Data Science MS/Certificates Online; Big idea to avoid overfitting; Largest Dataset Mined: trends

Data Science, Analytics Online Degrees and Certificates; Where is Big Data? For most, Largest Dataset is in laptop-size Gigabytes ; 11 things to know about Sentiment Analysis; Recycling Deep Learning Models with Transfer Learning.

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In a nutshell, the reusable holdout mechanism is simply this: access the holdout set only through a suitable differentially private algorithm. Moritz Hardt, in Overcoming Overfitting with the reusable holdout: Preserving validity in adaptive data analysis