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Great set of tutorials. However, it is so difficult to find tutorials that don't crash the system.
In the case of your MLP tutorial (the first one), all goes well until I execute t-sne. The Jupyter-lab (version 3) kernel resets.
Perhaps I do not have enough memory? It is possible. But a kernel reset is really a poor response since all my outputs must be recomputed, which takes time. So perhaps add checkpointing to your tutorial?
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