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Aspiring Data Scientist. NMIMS MPSTME '26
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
medical-named-entity-recognition
November 18, 2025 – November 18, 2025
A comparison of general-purpose and biomedical language models for clinical Named Entity Recognition (NER). The project fine-tunes several transformer models on the MACCROBAT 2018/2020 case-report dataset, then evaluates their robustness on two external benchmark datasets (NCBI Disease and BC5CDR).
View Projectpytorch-crash-course
November 12, 2025 – November 12, 2025
pytorch-crash-course — GitHub repository
View Projectai-mafia
October 30, 2025 – November 2, 2025
AI Mafia is an advanced simulation of the classic social deduction game "Mafia," where AI agents play as villagers and mafia members, each with unique personalities, memory, and evolving strategies. The game is designed for research, experimentation, and entertainment, showcasing multi-agent reasoning, deception, and emergent behavior.
View Projectbraindump-sanctuary
October 30, 2025 – November 1, 2025
A full-stack NLP application that transforms scattered thoughts into organized, semantically meaningful clusters with AI-powered insights. Built with Streamlit, LangGraph agents, and Neo4j.
View Projectrl-assignments-j034
August 3, 2025 – November 1, 2025
rl-assignments-j034 — GitHub repository
View Projectsnlp-assignments-j034
July 20, 2025 – October 20, 2025
snlp-assignments-j034 — GitHub repository
View Projecttime-tracking-bot
July 4, 2025 – July 6, 2025
This AI Time Tracking chatbot helps you track your time spent on different tasks using natural language commands without the tedious process of manually entering time logs.
View Projectaevnum
July 1, 2025 – November 5, 2025
I'm Kshitij Nevrekar — a Data Scientist in training, and someone who can probably debug a Python script faster than I can find my keys. When I’m not taming dataframes or wrestling with neural nets, I’m min-maxing my builds in survival games or trying to automate something for the fun of it.
View ProjectCultural Fit Analysis
The candidate's portfolio is heavily focused on personal projects, demonstrating self-motivation and a passion for AI/ML. The diversity of projects, from NER to multi-agent systems and full-stack NLP applications, indicates a broad interest within the data science domain. This aligns well with a culture that values continuous learning and independent exploration. However, the lack of team-based projects or professional experience makes it challenging to assess collaboration and integration into a team environment.
Soft Skills & Operational Fit
The candidate's project descriptions suggest an independent and curious individual, keen on exploring advanced AI/ML concepts. The 'AI Mafia' project, in particular, hints at an interest in complex problem-solving and emergent behavior. However, without formal work experience or psychometric test results, it's difficult to assess collaboration, stress handling, or direct operational fit.