I'm a final-year Mathematics & Computing student (Rank 1 in my department) who works in the space between a research paper and a production system — training models that hold up under distribution shift, and shipping the pipelines that carry them.
My work spans multilingual & code-mixed NLP, model robustness, edge AI, and multi-agent LLM systems. I care about honest metrics, reproducible experiments, and software that keeps working after the demo ends. Three of my projects have turned into peer-reviewed publications; many more live in the repos below.
role: ML researcher & systems builder
education: B.Tech Mathematics & Computing · RGIPT (Rank 1) · 2022–2026
focus: robustness · evaluation · multilingual NLP · agentic systems
publications: 3 (ESWA · CASML · ICDM)
principle: honest metrics > hero numbers
open to: research-associate / applied-scientist roles · 2026
location: Hapur, India · open to relocation- Proscend Communications India — Edge-AI & Video Analytics Intern (B.Tech Thesis) · Feb–May 2026 Built Edge-VCA, a CPU-only video-analytics pipeline (YOLOv8-Nano + a custom tracker) hitting 24.5 FPS at 185 MB RAM — replicating and extending a commercial surveillance system.
- Polka Labs · Polkassembly (Singapore) — AI Developer Intern, Remote · May–Nov 2025 Shipped multi-platform governance & persona bots — multi-agent LLM voting, a 9-agent persona factory, Mem0 long-term memory — and designed a multimodal RAG memory architecture.
- IIM Shillong — Research Analyst Intern, Remote · May–Dec 2025 Explainable-AI pipelines (SHAP / LIME / attention) over XGBoost & LightGBM, with Tableau dashboards and stakeholder-facing model interpretation.
- Earlier AI/ML internships (2024): AspireNex, Lizmotors, Sambin — applied ML tasks, model building, and data pipelines.
- Rajiv Gandhi Institute of Petroleum Technology (RGIPT) — B.Tech, Mathematics & Computing + Minor in Business Consulting · 2022–2026 · Rank 1, Dept. of Mathematical Sciences.
- Delhi Public School, Hapur — CBSE · Class XII 90.67%, Class X 96.80%.
| Year | Venue | Work |
|---|---|---|
| 2026 | Expert Systems with Applications · Elsevier Q1 | Span-level target & harmfulness detection in code-mixed Hinglish — built the 6,800-post HINTOS dataset ⧉ |
| 2025 | CASML · poster | Enhancing & evaluating zero-cost LLMs for scientific QA — ~68% hallucination reduction ⧉ |
| 2025 | ICDM · camera-ready | ML-based network intrusion detection over large-scale IDS flow datasets ⧉ |
| Project | What it is | Stack |
|---|---|---|
| IRMDS | Real-time monitoring & decision system — kernel + 4 anomaly modules, REST/WS API, dashboard (98 tests, CI, Docker) | FastAPI YOLOv8 Docker |
| PRISM / Verity-Ranker | Evidence-backed hiring ranker — 100k candidates in seconds, deterministic | FAISS BM25 RRF LLMs |
| Edge-VCA | CPU-only edge video analytics — 24.5 FPS at 185 MB RAM, custom tracker (thesis) | YOLOv8 OpenCV |
| IACV TTA Study | Test-time adaptation on CIFAR-10-C — when adaptation helps vs. hurts | PyTorch Tent |
| IACV CLIP Robustness | Zero-shot CLIP robustness & calibration under shift | OpenCLIP ViT |
| sql-migration-env | Adversarial RL benchmark for LLM DB-migration agents (OpenEnv) | RL SQLite Docker |
➕ event extraction & cross-lingual transfer · recsys + off-policy eval · uncertainty estimation · industrial anomaly detection — see all repos.
| Languages | |
| ML / DL | |
| NLP / CV | XLM-R MuRIL Whisper CLIP YOLOv8 RAG |
| Systems | FAISS Streamlit GitHub Actions |
| Data | Power BI XGBoost LightGBM stats & A/B testing |
- 🥇 Rank 1 — Department of Mathematical Sciences, RGIPT
- 🎓 MCM Scholarship (merit-cum-means)
- 🧠 National Policy Hackathon 2024 — Finalist (IIM Calcutta & IIFT Kolkata)
- 🌊 FloodAI Hackathon — Finalist (IIT Gandhinagar)
- 📈 JEE Advanced 2022 (top ~1.5 percentile) · GATE 2026 (Data Science & AI) qualified
- ⭐ 3★ CodeChef · 🤝 Gyanarpan Teaching Volunteer (56 hrs)
I'm open to research-associate and applied-scientist roles (2026), research collaborations in robustness / multilingual NLP, and interesting problems in applied ML.
📮 eishaankhatri@gmail.com · 🌐 Portfolio · ✍️ Blog · 💼 LinkedIn · 🎓 Scholar
✦ Robustness over leaderboard chasing. Honest metrics over hero numbers. ✦ | Beyond code: anime, lofi, and the occasional AI-made song. ✦

