Here, we will run 15 epochs (or iterations) where, in each epoch, a batchwise (size = 100) optimization is performed. In each batch, the CD is computed and, accordingly, weights and biases are updated. To keep track of the optimization, MSE is calculated after every batch of 10,000 rows.

The following image shows the declining trend of mean squared reconstruction errors computed for 90 batches: