3. Analyzing and Visualizing Results

This section provides tools and guidance to assess optimization success, extract insights, and further refine your model. Learn how to explore output files, visualize optimization progress, and interpret search space results.

3.4. Overview of Contents

• Explore Directory Structure: Review and understand the organization of output files, including checkpoints, logs, and result summaries, to locate key information easily.

• Generate an Evolution Graph: Visualize how fitness scores evolved across generations to assess convergence and track optimization progress.

• Map the Search Space: Examine the hyperparameter search space to see which configurations yielded the highest fitness scores, providing insights into parameter sensitivity and tuning effectiveness.