In addition to what Charlie said; they have the following connotations or valence:
Tackle: this has positive connotation, i.e. to approach it like a challenge to be solved.
Cope with: this has a more negative connotation, i.e. it is a negative situation and you must accept it, cope with it, endure it, etc.
Fix: neutral connotation, may be more relevant to less abstract, more tangible problems, i.e. fixing mechanical problem, fixing a physical system, etc. Usually used when something is broken and it previously worked/functioned properly.
Solve: neutral connotation, more applicable to more abstract problems. Compared to 'fix,' it may be the first time this solution has been solved/found, at least by you...i.e. like solving a math problem.