Advanced Topics in Machine Learning - Caltech
Advanced Topics in Machine Learning - Caltech
Advanced Topics in Machine Learning - Caltech
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Key ques8ons ! How can we deal with data sets that don’t fit <strong>in</strong> ma<strong>in</strong> memory of a s<strong>in</strong>gle mach<strong>in</strong>e? Onl<strong>in</strong>e learn<strong>in</strong>g ! Labels are expensive. How can we obta<strong>in</strong> most <strong>in</strong>forma8ve labels at m<strong>in</strong>imum cost? Ac=ve learn<strong>in</strong>g ! How can we adapt complexity of classifiers for large data sets? Nonparametric learn<strong>in</strong>g 10