Changes between Version 58 and Version 59 of Other/Summer/2025/mlCoexist

Timestamp:

Jul 15, 2025, 4:57:40 PM (4 weeks ago)

Author:

aw1086

Comment:

—

Other/Summer/2025/mlCoexist

@@ -80 +80 @@
 **Progress:** 
  * ML Models
-   * Developed CNN using pretrained model (ResNet-18) with the last layer excluded. 
-   * Developed SVM as a baseline to make sure CNN was running efficiently.
-      * Performed cross-validation to make sure the models were not overfitting. 
-      * Both models reached >95% accuracy.
+   * Developed a CNN for RFI detection using pre-trained model (ResNet-18) with the last classification layer modified and retrained  
+   * Developed SVM as a baseline to assess the efficiency of the CNN approach (potentially underutilization)  
+      * Performed cross-validation to make sure the models were not overfitting 
+      * Both models reached >95% accuracy
 
  * Continued obtaining data from transition band (100 additional rows in dataTable).