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Academic writing tips.how to write clearly and concisely in technical papers (99)

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Distinguished 560 pts 0 followers
University of Mysore · Posted
Neuroscience Machine Learning & AI

I just finished my PhD defense last week (Computer Science, IIT Madras) and wanted to share some honest reflections while everything is still fresh.

What went well:

  • My advisor was supportive and gave me genuine intellectual freedom
  • The collaborative atmosphere in the lab made the isolation of research more bearable
  • The depth of knowledge I built in my area is something I am genuinely proud of

What was hard:

  • Years 2–3 were brutal. Two major paper rejections triggered serious self-doubt.
  • The PMRF stipend still does not cover Bangalore costs comfortably
  • The academic job market is brutal.I applied to 22 positions and got 3 interviews

Where I am now: Joining a research lab at Microsoft India. Not the faculty position I originally wanted, but I am honestly excited.

Happy to answer questions from PhD students or people considering the PhD path in India.

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Asha Pillai Distinguished 880 pts · Accepted answer

Check whether your institution has a Springer/Elsevier waiver agreement.many NITs and IITs do.

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Suresh Iyer · Accepted answer

I have a slightly different take from my experience in industry research. The reproducibility crisis is real but unevenly distributed. Fields with strong engineering culture (computational biology, ML with benchmarks) have actually improved significantly in the last 5 years. The bigger problem is in fields where data sharing is structurally difficult.clinical medicine, behavioral economics.

The ML community's move toward open code and reproducibility checklists has been genuinely effective.