DMML Assignments

This page is dedicated to analyzation of different ML model I had to make in Data Mining and Machine Learning course at CMI.

<aside> 💡 This is the evaluation metrics of different ML model fitted on UCI Banking Dataset

	train_whtd_rcl	test_whtd_rcl	test_acc	test_prec	test_roc	time_to_train (ns)	model_size (KB)
DTclf	0.901719	0.902602	0.902602	0.643432	0.631061	6.80573e+07	5.63574
gnb	0.870637	0.869002	0.869002	0.412993	0.671698	3.07792e+07	2.31738
mnb	0.889071	0.891881	0.891881	0.52505	0.636322	1.21876e+07	2.33496
bnb	0.876651	0.878938	0.878938	0.443425	0.643411	2.26029e+07	2.35254

DT Classifier

Gaussian NB

Multinomial NB

Binomial NB

</aside>

<aside> 💡 This is the evaluation metrics of different ML model fitted on Bollywood Movies Dataset

	train_whtd_rcl	test_whtd_rcl	test_acc	test_prec	test_roc	time_to_train (ns)	model_size (KB)
DTclf	0.818125	0.805882	0.805882	0.705882	0.714669	3.8615e+06	3.63965
gnb	0.784241	0.785294	0.785294	0.818182	0.631422	2.5081e+06	1.68262
mnb	0.749677	0.758824	0.758824	0.571429	0.682148	1.6352e+06	1.7002
bnb	0.722374	0.761765	0.761765	0.614035	0.641455	2.5861e+06	1.71777

DT Classifier

Gaussian NB

Multinomial NB

Binomial NB

</aside>