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The problem was with high learning rate. When the learning rate was changed from the default value of 0.01 to 0.0001 the accuracy increased from 40% to 83.6 %

The changed line was

optimizer.alpha = static_cast<tiny_dnn::float_t>(0.0001);

Thanks a lot @LBerger for the support

Amal