@@ -9,7 +9,7 @@ Media/data will be created in directories that begin with `_` by default - this
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@@ -9,7 +9,7 @@ Media/data will be created in directories that begin with `_` by default - this
## TODO
## TODO
- Data format will be changed to `pandas` dataframe (with columns [param1, ... param9, SNR]) for easier organisation and parsing. The data pre-processing must be changed to reflect this.
- Data format will be changed to `pandas` dataframe (with columns [{params}, SNR]) for easier organisation and parsing. The data pre-processing must be changed to reflect this.
- Need to put together optimisation code - choices to be made here: uniform sampling of hyperparameters vs. Bayesian optimisation, how to include speed/comp.cost component in optimisation (i.e. we don't want a huge lumbering network!).
- Need to put together optimisation code - choices to be made here: uniform sampling of hyperparameters vs. Bayesian optimisation, how to include speed/comp.cost component in optimisation (i.e. we don't want a huge lumbering network!).
- Diagnostics/tests need to be implemented more accessibly. We want to be able to evaluate the RMSE against a supplied dataset, along with RMSE/mismatch as a function of parameter space.
- Diagnostics/tests need to be implemented more accessibly. We want to be able to evaluate the RMSE against a supplied dataset, along with RMSE/mismatch as a function of parameter space.
- The general ideas behind this approach need to be written up more formally, i.e. paper pre-pre-pre-draft general overview style.
- The general ideas behind this approach need to be written up more formally, i.e. paper pre-pre-pre-draft general overview style.
