Hi Ramesh, Well, if you're encoding each one with 128 bits, you're trying to get one region to learn sequences of 80 separate variables (80x128 = 10k). If there is significant (but possibly invisible or unexplained) semantic correlation among your 80 variables, then a 2048-column region may well be able to handle it, because the correlated inputs will have some synchrony and will appear as a combined value for each record.
If the variables are uncorrelated, you're living in an 80-dimensional data space, so good luck with that! Regards, Fergal Byrne
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