diff --git a/examples/kaggle/geolifeclef2024_pre_extracted/config/glc24_cnn_multimodal_ensemble.yaml b/examples/kaggle/geolifeclef2024_pre_extracted/config/glc24_cnn_multimodal_ensemble.yaml
index 74dd4ef0..b11075ef 100644
--- a/examples/kaggle/geolifeclef2024_pre_extracted/config/glc24_cnn_multimodal_ensemble.yaml
+++ b/examples/kaggle/geolifeclef2024_pre_extracted/config/glc24_cnn_multimodal_ensemble.yaml
@@ -13,7 +13,7 @@ trainer:
 
 run:
   predict: false
-  checkpoint_path: # "outputs/glc24_cnn_multimodal_ensemble/threshold_0.5/last_torch_native.ckpt"
+  checkpoint_path: # "outputs/glc24_cnn_multimodal_ensemble/runOK_2024-06-24_19-14-48/last.ckpt"
 
 model:
   positive_weigh_factor: 10.0
diff --git a/examples/kaggle/geolifeclef2024_pre_extracted/config/glc24_cnn_multimodal_ensemble_inference.yaml b/examples/kaggle/geolifeclef2024_pre_extracted/config/glc24_cnn_multimodal_ensemble_inference.yaml
deleted file mode 100644
index 93e29ba9..00000000
--- a/examples/kaggle/geolifeclef2024_pre_extracted/config/glc24_cnn_multimodal_ensemble_inference.yaml
+++ /dev/null
@@ -1,89 +0,0 @@
-hydra:
-  run:
-    dir: outputs/${hydra.job.name}/${now:%Y-%m-%d_%H-%M-%S}
-
-trainer:
-  # gpus: 1  # Deprecated since pytorchlightning 1.7, removed in 2.0. Replaced by the 2 next attributes
-  accelerator: "gpu"
-  devices: 'auto'
-  max_epochs: 20
-  # val_check_interval: 2
-  check_val_every_n_epoch: 1
-  # log_every_n_steps: 100
-
-run:
-  predict: true
-  checkpoint_path: "outputs/glc24_cnn_multimodal_ensemble/2024-06-17_16-15-31/last.ckpt"
-
-model:
-  positive_weigh_factor: 10.0
-  provider_name: "timm" # choose from ["timm", "torchvision"]
-  model_name: "resnet18"
-  model_kwargs:
-    pretrained: true # Deprecated in torchvision since 0.13 (replaced by "weights") but used by timm
-  modifiers:
-    change_first_convolutional_layer:
-      num_input_channels: 6
-    change_last_layer:
-      num_outputs: 11255
-
-optimizer:
-  lr: 0.001
-  weight_decay: 0
-  momentum: 0.9
-  nesterov: true
-  loss_kwargs:
-    pos_weight: 10.0
-  metrics:
-    multilabel_accuracy:
-      # callable: 'Fmetrics.classification.multilabel_accuracy'
-      kwargs:
-        num_labels: 11255
-        # threshold: 0.1
-        average: micro
-    multilabel_recall:
-      callable: 'Fmetrics.classification.multilabel_recall'
-      kwargs:
-        num_labels: 11255
-        # threshold: 0.1
-        average: micro
-    multilabel_precision:
-      callable: 'Fmetrics.classification.multilabel_precision'
-      kwargs:
-        num_labels: 11255
-        # threshold: 0.1
-        average: micro
-    multilabel_f1-score:
-      callable: 'Fmetrics.classification.multilabel_f1_score'
-      kwargs:
-        num_labels: 11255
-        # threshold: 0.1
-        average: micro
-
-data:
-  root: "dataset/geolifeclef-2024/"
-  data_paths:
-    train:
-      landsat_data_dir:  "${data.root}TimeSeries-Cubes/TimeSeries-Cubes/GLC24-PA-train-landsat_time_series/"
-      bioclim_data_dir:  "${data.root}TimeSeries-Cubes/TimeSeries-Cubes/GLC24-PA-train-bioclimatic_monthly/"
-      sentinel_data_dir:  "${data.root}PA_Train_SatellitePatches_RGB/pa_train_patches_rgb/"
-    test:
-      landsat_data_dir:  "${data.root}TimeSeries-Cubes/TimeSeries-Cubes/GLC24-PA-test-landsat_time_series/"
-      bioclim_data_dir:  "${data.root}TimeSeries-Cubes/TimeSeries-Cubes/GLC24-PA-test-bioclimatic_monthly/"
-      sentinel_data_dir:  "${data.root}PA_Test_SatellitePatches_RGB/pa_test_patches_rgb/"
-  metadata_paths:
-    train:  "${data.root}GLC24_PA_metadata_train_train-10.0min.csv"
-    val:  "${data.root}GLC24_PA_metadata_train_val-10.0min.csv"
-    test:  "${data.root}GLC24_PA_metadata_test.csv"
-  num_classes: 11255
-  download_data: True
-  train_batch_size: 64
-  inference_batch_size: 16
-  num_workers: 16
-
-task:
-  task: "classification_multilabel" # ['classification_binary', 'classification_multiclass', 'classification_multilabel']
-
-loggers:
-  exp_name: "multimodal_resnet18_ensemble"  # Name of your experiment
-  log_dir_name: "tensorboard_logs/"  # Name of the logs directory
\ No newline at end of file