Game — Predict the Next Stage
A classifier that only looks at ONE epoch at a time has no memory. You, right now, have memory — the history strip. Use it to predict what comes next, the same job an LSTM does automatically.
DONE WHEN
You can get all 5 rounds right, and more importantly, notice how much easier each guess became once you had a few epochs of history to lean on.