Can I deduct expense on business travel that my company did not reimburse?

No, it was possible before TCJA came into effect.But now, as an employee you can not  deduct any unreimbursed expense that was incurred on business trip. Now,  only businesses and the self-employed can now deduct expense on business travel on actual basis  or per diem for meals and lodging expense on actual basis
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