Degree

You can apply for cabin crew profile which requires only 12th as educational qualification. Jobs in aviation do not necessarily require the Candidates to hold a degree in aviation to get hired. The airlines or avaition companies train the Candidates as per their needs after shortlisting them by some rounds of selection process or may be just after an interview. You already have completed your graduation and hence you are eligible to apply for jobs as and when they are announced by the hiring authority. Still if you feel the need to go for some specific course in aviation, than you may look for courses like airport management, airline ticketing, crew resourcing etc. For any further discussion on this you can elaborate your interests so that I can suggest you a suitable profile.

You can directly walk-in for interview. In general Candidate Profile for Freshers for cabin crew is as under :
Age:Between 18 and 27 years
Minimum Height:Men - 170 cms and Women - 157 cms
Weight:In proportion to height
Educational Qualification:HSC (10 + 2). Candidates who are appearing for their HSC examinations can also apply
Physical features:Pleasing personality, clear complexion (scars, pimples and blemishes not acceptable) and good eyesight
Marital Status:Unmarried
Language skills:Fluency in English and Hindi. Proficiency in a foreign language will be an added advantage. Interactive skills:Excellent communication and good interpersonal skills
Nationality:Indian citizens only
Passport:Must possess a valid Indian passport or should have applied for a passport
Mandatory Documentation :Must possess a Pan Card and Aadhaar Card
So that becomes very clear that it merely requires some grooming to get the job of a cabin crew. They don't demand much from candidates. You should be interpersonal sound and capable to handle people from different cultures. Cabin crew is the face of the airline. Coz they face the passengers for the first time. Foreign languages like German, French, Russian, Arabic, Chinese and Japanese, Can allow you to get an edge over others. As this allows the airline to roster you on routes where such languages are spoken.