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Why ML?

I am interested in the part of machine learning where theory becomes an actual system.
Based in
Kolkata, India
Current
M.Tech CSE · 2026–2028
Focus
ML Engineering · Research
A.01Statement

I am interested in the part of machine learning where theory becomes an actual system.

I enjoy understanding why a model works, where it fails, how it can be improved, and what happens when it leaves the notebook and enters the real world.

My current goal is to grow into a Machine Learning Engineer who can contribute to serious research while also building systems capable of surviving production.

Relevant coursework

  • Data Structures & Algorithms
  • Database Management Systems
  • Object-Oriented Programming
  • Operating Systems
  • Computer Networks
  • Artificial Intelligence
  • Deep Learning
  • Cloud Computing
A.02Education

Academic
timeline

  1. Aug 2026 – July 2028Current

    M.Tech

    Computer Science Engineering

    Heritage Institute of Technology

    MAKAUT University · Kolkata, India

    The beginning of the research chapter.

  2. Aug 2022 – July 2026

    B.Tech

    Information Technology

    RCC Institute of Information Technology

    MAKAUT University · Kolkata, India · CGPA 7.2 / 10

A.03Records

Selected
records

Listed as citations rather than awards.

Record5 ENTRIES
  1. [01]

    Smart Bengal Hackathon 2024, Runner-Up, 2nd Place.

    Placed 2nd among 500+ teams statewide; built and presented an end-to-end AI solution within a 36-hour deadline.

    2024
  2. [02]

    Smart India Hackathon 2023, National Finalist.

    Selected among the top 1% of teams nationally; represented RCCIIT in the Healthcare AI track with a prototype emergency response system.

    2023
  3. [03]

    ACM RCCIIT Student Chapter, Vice Chair.

    Led 40% membership growth; organised 3 technical workshops and 2 inter-college coding competitions with 300+ participants; managed a ₹2L annual budget.

    Dec 2024 – Present
  4. [04]

    Competitive Programming, 300+ problems solved.

    Across LeetCode, Codeforces and CodeChef.

  5. [05]

    Open Source, Linux AUR package maintainer.

    500+ downloads; contributed to 5+ GitHub projects; 2 public repositories with 100+ stars combined.

Certifications3 ENTRIES
  1. [01]

    Python · Machine Learning · C Programming

    HackerRank

    5-star in each; top 5% globally per domain.

  2. [02]

    Cloud Digital Leader · Compute Engine · Cloud Storage

    Google Cloud

    Google Cloud Skills track.

    2024
  3. [03]

    Deep Learning Specialization

    Coursera — Andrew Ng

    Neural Networks, CNNs, RNNs, Sequence Models.

    2024
13The Next Chapter

The next chapteris stillbeing written.

M.Tech · Research · Machine Learning

More experiments. More questions. Better systems.