Open a notebook from this extracted folder. Its first cells reuse the supplied SHA-256-verified data pack without network access. For the 30-minute live practical, upload temporal.ipynb to Colab and run its ready-to-run cells in order. Code is written linearly: define the LSTM, compile, fit, predict and evaluate, then follow the Transformer. The marked live stopping point comes before optional MLP/CNN1D laboratory sections. Maps and graphs are laboratory continuations. These notebooks use one declared seed, 7; individual scores are not three-seed averages. The earlier repeated comparison is in comparison-pack.zip. A blank Colab and copied blocks remain an independent-study alternative. The exact pinned pack downloads automatically when needed. Prepared outputs are local CPU runs, not certified Colab sessions. Only validation is evaluated.
