Sole proprietorship, partnership or company...which way?

QUESTION: My name is Anne, I recently attended a start-up seminar hosted by a university. One speaker advised us to register the right type of business association but did not elaborate much. What are the different types?

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Note: The results are not exact but very close to the actual.