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Pruthvi226/README.md

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👋 About Me

CS undergraduate at IIIT Naya Raipur with hands-on experience designing scalable backend systems, distributed software architectures, and production-grade AI applications.

Open-source contributor to PyTorch and vLLM / LLM Compressor, with a maintainer-merged PR and a maintainer-approved PR in core ML infrastructure. Selected for Amazon ML Summer School 2026.

What I bring: →  Scalable, distributed data & ML pipelines (Databricks, PySpark, Delta Lake)
→  Evaluated models with tracked metrics (MLflow)
→  Production APIs, RAG systems, and interactive dashboards
→  Docker + CI/CD deployment readiness
→  Real, merged contributions to widely-used open-source ML infra

🎯  Actively seeking AI/ML & SWE Internships


📌 Metric 🔢
🤖  AI/ML Projects 3 end-to-end
🔗  Open-Source PRs PyTorch · vLLM (1 merged)
💻  Full-Stack Apps 3 production-ready
📐  DSA Problems 400+ solved
⚡  CF Max Rating 1263 (Pupil)
🎓  CGPA 8.11 / 10
🎓  Amazon ML Summer School 2026

Profile Views


🛠️ Technology Stack

Languages & AI / ML Frameworks

Skills

Backend, Frontend & DevOps

Skills

Data, Cloud & Databases

Skills

Scikit-learn  ·  MLflow  ·  NLP  ·  RAG  ·  Time-Series Analysis  ·  Databricks  ·  PySpark  ·  Delta Lake  ·  Docker Compose  ·  JWT / RBAC  ·  FAISS  ·  Distributed Systems  ·  System Design


🔗 Open-Source Contributions

Project Contribution Status
PyTorch (102k★, ~21M PyPI dl/wk) Fixed return typing of torch.fx.graph.CodeGen.process_inputs using TypeVarTuple/Unpack to preserve variadic argument types (zero runtime change) — approved by maintainer @Skylion007 🟡 Open (PR #188287)
vLLM — LLM Compressor (3.5k★) Modernized legacy Optional[Dict[...]] typing to native dict[...] | None syntax in the sparsification utility and removed unused imports ✅ Merged (PR #2870)
vLLM — LLM Compressor (3.5k★) Built a post-calibration guard raising ValueError on missing/non-finite/non-positive KV-cache scales; refactored into a reusable validate_module_calibration pattern per maintainer @kylesayrs — iterated across 9 review commits 🟡 Open (PR #2887)

🚀 Featured AI / ML Projects

🫀 CardioTwin AI

Repo

Healthcare ML Pipeline — Databricks Lakehouse

End-to-end cardiovascular risk prediction from PPG signals using Databricks Lakehouse (Bronze–Silver–Gold Delta Lake), PySpark, and MLflow, with reliability-adjusted late-fusion across PPG, vitals, OCR reports, and symptom history.

Raw PPG + Vitals + OCR + Symptoms
  → Delta Lake (Bronze → Silver → Gold)
  → PySpark Feature Engineering
  → MLflow-Tracked Fusion Model
  → OOD-Aware Surrogate Routing
  → FastAPI (29 endpoints) + React
  → Docker Deployment

79.49% accuracy / 0.796 F1 on subject-wise GroupKFold (15 subjects, 6,856 windows)

Python Databricks PyTorch FastAPI

🔬 Scientia.ai

Repo

Multi-Agent AI Research Platform

Production-oriented platform orchestrating 8 specialized agents (RAG, Math, Code, Citation, GitHub, Podcast) across 36 Flask routes with async job queues, bounded backpressure, and progress-polling endpoints.


📊 Metric Result
Flask Routes 36
Specialized Agents 8
Python Files 76
Unit Tests 15 / 15 passing

Runs without external API keys — lexical + optional FAISS/sentence-transformer semantic search.

Flask FAISS Docker Nginx

🧠 Vireon HireIQ

Repo

AI-Powered Applicant Tracking System

Production-ready ATS with JWT authentication, role-based access control (ADMIN / RECRUITER / CANDIDATE), 37 REST API routes, and React dashboards with request-traced audit logging and TTL caching.

Resume + Job Description
  → Hybrid Ranking Engine
  → Cosine Similarity + Skill Coverage
  → Project-Evidence Extraction
  → Calibrated Shortlist Score
  → React Dashboard + JWT/RBAC
  → Docker Compose Deployment

86% accuracy / 84% F1 across a 41-check live smoke suite

NLP FastAPI React JWT


💻 Full-Stack Engineering Projects

🏥 SmartClinic

Hospital Management System

Role-based hospital platform for Admin, Doctor, Receptionist & Pharmacist with billing, pharmacy, appointment scheduling, patient records, and BCrypt-secured authentication.

Java  Spring MVC  Spring Security  Hibernate  MySQL  Docker

Repo

🏙️ CivicFix

Civic Issue Resolution Platform

Location-based complaint tracking with AI-assisted categorization, duplicate detection, severity handling, and geospatial task assignment across citizen, official, and worker roles.

Java  Spring MVC  Leaflet.js  Hibernate  MySQL  Docker

Repo

🌾 AgriConnect

Agricultural Marketplace Platform

Digital farm-to-buyer marketplace with smart crop matching, location proximity scoring, bidding workflows, advisory notifications, and JWT-secured role-based access.

Java  Spring Boot  Spring Security  Hibernate  MySQL  JWT  Docker

Repo


📊 GitHub Analytics


🏆 GitHub Trophies


🧩 DSA & Competitive Programming

LeetCode Stats

Platform Standing Core Topics
🟡  LeetCode / Codeforces (combined) 400+ Problems Solved Arrays · DP · Trees · Graphs · Sliding Window
🔵  Codeforces Pupil · Max Rating: 1263 Greedy · BFS / DFS · Binary Search · Backtracking

🎖️ Achievements

🏅 Achievement Detail
🎓 Amazon ML Summer School Selected for 2026 — competitive program for top undergraduates across India
🔗 Open-Source Merged PR in vLLM / LLM Compressor; approved PR in PyTorch (102k★)
🏁 Codeforces Round 1104 (Div. 1+2) Ranked 2,458 / 24,325
🏁 Codeforces Round 1054 (Div. 3) Ranked 7,457 / 63,421
⚡ Codeforces Pupil, Max Rating 1263; 400+ DS&A problems solved
🎯 JEE Main 2024 98.25 percentile — Top 1.75% of 1.2M candidates nationwide
📊 Model Quality CardioTwin AI — 79.49% accuracy / 0.796 F1 on subject-wise GroupKFold

📜 Certifications

  • Databricks Accredited Generative AI Fundamentals — Jun 2026
  • Data Science & Analytics — HP LIFE / HP Foundation — Jun 2026

🔭 Currently Exploring

🧠  Distributed Systems · System Design · Scalable Backend Engineering
⚗️  MLOps · Databricks · PySpark · Delta Lake · Experiment Tracking
🌐  RAG Systems · LLM Fine-tuning · Prompt Engineering
🔗  Deepening contributions to PyTorch & vLLM / LLM Compressor
🎯  Open-Source AI / ML Infrastructure Contributions

🤝 Let's Connect

Seeking internship opportunities in AI/ML, backend/distributed systems, and software engineering.
Open-source contributor to PyTorch and vLLM — I bring production-grade ownership from data pipelines to deployed, documented systems.


LinkedIn Email GitHub


"Building scalable, production-grade software — from open-source ML infrastructure to deployed AI products." 🚀

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  1. AI_Research_Assistant AI_Research_Assistant Public

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  2. CardioTwin_AI CardioTwin_AI Public

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  3. Translator-Project-OOPS Translator-Project-OOPS Public

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  4. Vireon_HireIQ Vireon_HireIQ Public

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