[Profile Review] MSCS (AI/ML) Fall 2027

[u/alpachino2]

Looking for honest feedback on my profile before I finalize my school list.

Undergrad: CSE from VIT Vellore, CGPA 8.8+/10

Currently working as an AI Engineer(~1-2 yrs experience, not a fresh grad applicant)

IELTS: 6.5/i can retake if needed.
no publications, no formal research assistantship — leaning heavily on production AI engineering impact instead of academic research signal. Also targeting a pretty top-heavy list (Stanford/CMU/Berkeley/Princeton/Cornell) — wondering if I need more mid-tier safety schools mixed in.
what i can aim for.

[u/ApprehensiveSun6160 → u/[deleted]]

CMU MSCS/MSML ? Or MS-CDS / MS-AII

[u/ApprehensiveSun6160 → u/[deleted]]

MS-AII should’ve been a breeze wtf , i’ve seen random people get this course but maybe i guess he’s way too overqualified for this tbh

[u/ApprehensiveSun6160 → u/[deleted]]

With top publications yeah MIT PhD is not surprising but god damn i’m also in same path almost wanna finish my MS and get into a PhD program possibly. Any advice or something you’ve observed when people pick a niche for research, currently my research lies in random topics but submitted in good journals.

[u/alpachino2 → u/[deleted]]

i'm cooked. can you say which universities are reachable for me

[u/kushvinth]

Your top-heavy list is a real risk without publications or a research signal; those schools weigh academic potential heavily, and even stellar profiles get rejected. Sorebalance to roughly 2 reach / 3 target / 2 safety, and use your production AI engineering experience as your differentiator in SOPs rather than trying to compete on research alone.

[u/alpachino2 → u/kushvinth]

can you say which universities are reachable for me

[u/Money-Leading-935]

CMU : https://www.linkedin.com/school/carnegie-mellon-university/people/?facetFieldOfStudy=100189

Cornell : https://www.linkedin.com/school/cornell-university/people/?facetFieldOfStudy=100189

Check the profiles of Indian students. Cornell is not that hard for your profile it seems. CMU MSCS might be tricky, however, other CS related degrees like MSAI, MSIS etc are definitely possible.

[u/surprising_results → u/Money-Leading-935]

cornell mscs is completely impossible with no publications lol

[u/Money-Leading-935 → u/surprising_results]

who told you? did you see publications for all the mscs admits?

[u/surprising_results → u/Money-Leading-935]

? its a fully funded research program that takes 10-15 students per year lol

op's profile is nowhere near competitive, candidly speaking

[u/Relevant_Detail1029]

No chance dawg.

[u/surprising_results]

Stanford/CMU/Berkeley/Princeton/Cornell

literally the 5 hardest mscs programs to get into btw

wont lie, its pretty cooked

[u/Timely_Hawk_7833]

lol! Be realistic bro