Consistency Of Empirical Risk Minimization Exam Study Material for Gate ECE

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Overview of Pattern Classifiers	lec2	02:59 to 03:48	PDF	VIDEO
Overview of Statistical Learning Theory; Empirical Risk Minimization	lec21	42:57 to 44:11	PDF	VIDEO
Consistency of Empirical Risk Minimization	lec22	01:40 to 05:31	PDF	VIDEO
Consistency of Empirical Risk Minimization; VC-Dimension	lec23	02:56 to 04:50	PDF	VIDEO
Complexity of Learning Problems and VC Dimension	lec24	29:48 to 32:28	PDF	VIDEO
Complexity of Learning Problems and VC Dimension	lec24	32:28 to 33:21	PDF	VIDEO
Complexity of Learning Problems and VC Dimension	lec24	33:21 to 37:14	PDF	VIDEO
VC-Dimension Examples; VC-Dimension of Hyperplanes	lec25	06:14 to 08:28	PDF	VIDEO
Maximum Likelihood Estimation of Different Densities	lec6	29:33 to 31:42	PDF	VIDEO