Update README.md

README.md

@@ -4,9 +4,6 @@ tags:
 - keras
 pipeline_tag: image-to-text
 ---
----
-license: mit
----
 ```
 API_URL = "https://api-inference.huggingface.co/models/CIS-5190-CIA/Ensamble"
 
@@ -17,17 +14,21 @@ client = InferenceClient(
     token="TOKEN HERE",
 )
 ```
+
+## How to Run
+In the notebook Run_ensamble.ipynb, replace the line:
+```python
+dataset_test = load_dataset("gydou/released_img")
 ```
+with the proper location of the testing dataset.
+
+## Training Dataset Statistics
+```python
 lat_mean = 39.95173281562989 
 lat_std = 0.0006925131397316982 
 lon_mean = -75.19143805846498 
 lon_std = 0.0006552266653111098
 ```
-# Run Instructions: 
-
-## Unpack the Ensamble models
-Use the following file to unpickle our model: Run_Ensemble.ipynb \
-It loads the model from Huggingface and the only thing that they need to update is the directory location of the testing dataset
 
 ## Helper Functions to Predict from & Evaluate Ensamble 
 These functions will allow you to use the ensamble to predict and evaluate the model