Update README.md

README.md

@@ -43,12 +43,6 @@ Curating datasets of process images for research on studio workflows
 
 Searching/filtering large archives by stage
 
-### Downstream Use [optional]
-
-<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
-
-[More Information Needed]
-
 ### Out-of-Scope Use
 
 <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
@@ -115,15 +109,14 @@ print(IDX2LABEL[pred_idx], probs[pred_idx])
 
 <!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
 
-[More Information Needed]
-
 ### Training Procedure
 
 <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
 
 #### Training Hyperparameters
 
-- **Training regime:** Framework: PyTorch
+- **Training regime:**
+Framework: PyTorch
 
 Backbone: Compact CNN (e.g., MobileNetV3-Small or custom ~1–3M params)