Removed Other Solvers and Elastic Net

app.py

@@ -140,14 +140,12 @@ The model is trained using the scikit-learn library, which provides a range of t
         gr.Markdown("# Play with the parameters to see how the model changes")
 
         gr.Markdown("## Solver and penalty")
-
         gr.Markdown(
             """
         Penalty | Solver
         -------|---------------
-        l1 | liblinear, saga 
-        l2  | lbfgs, newton-cg, newton-cholesky, sag, saga             
-        elasticnet | saga
+        l1 | saga 
+        l2  | saga             
         """
         )
 
@@ -163,10 +161,10 @@ The model is trained using the scikit-learn library, which provides a range of t
             max_iter = gr.Slider(100, 1000, label="Max Iter", value=100, step=1)
 
             penalty = gr.Dropdown(
-                ["l1", "l2", "elasticnet"], label="Penalty", value="l1"
+                ["l1", "l2",], label="Penalty", value="l1"
             )
             solver = gr.Dropdown(
-                ["lbfgs", "liblinear", "newton-cg", "newton-cholesky", "sag", "saga"],
+                ["saga"],
                 label="Solver",
                 value="saga",
             )