Machine Learning Basics Lecture 7: Multiclass classification
Machine Learning Basics Lecture 7: Multiclass Classification
Princeton University COS 495 Instructor: Yingyu Liang
Example: image classification
iIndoor
outdoor
Example: image classification (multiclass)
ImageNet figure borrowed from vision.standford.edu
Multiclass classification
? Given training data , : 1 i.i.d. from distribution
? , {1,2, ... , }
? Find : {1,2, ... , } that outputs correct labels
? What kind of ?
Approaches for multiclass classification
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