Project27: smart parking demand prediction

[shreerai001]

Summary

This PR merges the Smart Parking Demand Prediction project into master.

Included

• Notebook updates for smart parking demand analysis
• Data cleaning and feature engineering
• Model training and evaluation
• Updated conclusions and project documentation

Validation

• Notebook runs end to end
• Model evaluation cells execute successfully
• Final report text was updated to reflect the validated workflow

[molliefernandez-mentor]

Hi Shree, as discussed:

• Please rename your use case to comply with naming conventions using the Usecase Naming tool
• Please make sure you rebase and repush your pull request as there are some deletions of newly added use cases in your PR.
• There is one error and one visualisation which is not displaying

[shreerai001]

Hi Mollie, thanks for the feedback. I have now rebased and updated the PR, restored the unintended deletions, updated the use case naming, and fixed the remaining visualization/error issue. Please let me know if any further changes are required.

[molliefernandez-mentor]

Hi Shree, just a few changes from me:

• Please make sure you are using Australian English
• The is an error under the data ingestion section
• I would love to see more explanation under the numbered sections in the exploratory data analysis and the machine learning development model section, about what you are doing and why and what it shows.
• Looks like the high demand zone map isn't working

[shreerai001]

Hi Mollie, thanks for the feedback. I have now updated the PR according to your comments, Please let me know if any further changes are required. Thank you!

[molliefernandez-mentor]

Hey Shree, remember that your playground folder needs to be deleted at the end of the trimester. So don't leave any files in there that are needed for your use case.

Just one thing on the use case, can you please remove "executive summary" and "use case" from the title parts of the notebook.