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Chemistry
Academic Subject
Chemistry as a subject is often capitalized when referring to school courses or specific classes. 
Laboratory Setting
The word 'chemistry' can imply practical experiments, often conducted in a lab setting. 
Field of Study
In a broad sense, 'chemistry' refers to an entire field that includes many specializations, not just one class. 