Result-Review-O4a.md

@@ -154,10 +154,9 @@ Comparison of the PSDs used for training and testing in O3 and O4 etc. _will be
 | Notebook | Short description | Status | Comment | Reviewed |
 |----------|-------------------|--------|---------|----------|
 | [pop_datasets.ipynb](https://git.ligo.org/srashti.goyal/lensid-ml-o4/-/blob/master/retraining_for_O4/pop_datasets.ipynb) | Notebook having plots of injection parameters for training and testing. |  |  | \-------------- |
-| Config | ML models and config for production runs |  |  | \-------------- |
-| PSDs | PSD used for training and testing |  |  | \-------------- |
-| ML_train_test_optimise_fpp | ML models benchmark performance and background estimations. |  |  | \-------------- |
-| Investigate pairs | Eyeballing pairs and compare the performances with the other pipelines |  |  | \-------------- |
+| [Config](https://git.ligo.org/srashti.goyal/lensid-ml-o4/-/blob/master/config_o4a.yaml?ref_type=heads) | ML models and config for production runs | Needs to be finalised  |  | \-------------- |
+|[make_predictions.ipynb](https://git.ligo.org/srashti.goyal/lensid-ml-o4/-/blob/master/make_predictions.ipynb?ref_type=heads) | ML models benchmark performance and background estimations along with MDC results for the final model. | In development |  | \-------------- |
+| [investigations_visualisations.ipynb](https://git.ligo.org/srashti.goyal/lensid-ml-o4/-/blob/master/investigations_visualisations.ipynb?ref_type=heads) | Investigating/Eyeballing pairs and compare the performances with the other pipelines |  |  | \-------------- |
 
 </details>