import gradio as gr

def render():
    gr.Markdown("### Model Selection Workflow")

    with gr.Row():
        with gr.Column():
            gr.Markdown("""
            - Compared **Random Forest** vs **Logistic Regression**  
            - Used **cross-validation** to ensure robustness  
            - Checked **learning curves** for bias/variance  
            """)

        with gr.Column():
            gr.Markdown("#### Example Learning Curve (placeholder)")
            gr.Image("assets/learning_curve.png")   # you can replace with generated plot