AI Training Data Collection

I need help collecting data for AI training. The type of data, source, and cleaning requirements are yet to be determined.

Ideal Skills and Experience:
- Experience in data collection and handling
- Familiarity with web scraping tools
- Ability to work with surveys/forms and existing databases
- Data cleaning and preprocessing expertise

Please provide your approach and any relevant experience.