Recognition of Gurmukhi Handwritten City Names Using Deep Learning and Cloud Computing

Table 6

Results obtained for different batch sizes.

Batch size	Epochs	Training loss	Validation loss	Validation accuracy (%)	Average validation accuracy
2	1	1.59	0.70	80.2	92.07%
	2	1.22	0.39	85.1
	3	1.08	0.31	92.4
	4	0.92	0.30	92.5
	5	0.91	0.16	94.2
	6	0.76	0.24	93.5
	7	0.78	0.11	95.4
	8	0.76	0.43	92.6
	9	0.73	0.10	97.1
	10	0.68	0.08	97.5
4	1	0.49	0.08	98.5	99.13%
	2	0.19	0.07	98.3
	3	0.13	0.05	99.2
	4	0.12	0.04	99.1
	5	0.09	0.02	99.3
	6	0.09	0.01	99.5
	7	0.09	0.03	99.6
	8	0.09	0.02	99.6
	9	0.09	0.02	99.8
	10	0.07	0.01	99.8
8	1	0.23	0.54	78.6	97.24%
	2	0.03	0.02	99.1
	3	0.02	0.03	98.5
	4	0.01	0.00	99.2
	5	0.01	0.00	99.2
	6	0.03	0.04	97.8
	7	0.02	0.02	99.1
	8	0.01	0.02	99.7
	9	0.00	0.01	99
	10	0.00	0.01	99