CONGRATULATIONS!!! On completing your first task of building your very own model

By now, you may have successfully completed your previous challenge and gained valuable experience in model building. I encourage you to revisit each step you took and explore ways to enhance your model's accuracy and experiment with visualizations. Consider the following suggestions:

• Evaluate the impact of using a smaller subset of data or create new data columns by combining existing ones to derive additional insights. Additionally, explore encoding more data points for improved analysis.
• Experiment with different color schemes for your plots to enhance visual representation.
• Vary the "test_size" parameter to observe how it affects your model's accuracy.
• Expand your exploration by fitting your training data to alternative algorithms, such as:
  • Decision Tree Regressor
  • Support Vector Machine (Regressor)
  • Random Forest (Regressor)

Lastly, don't forget to support the video creator by liking the video and subscribing for more content.

By incorporating these suggestions, you can further refine your model, gain deeper insights, and enhance your overall learning experience.