AI & ML Engineer

AASHISH
BAGMAR

AI & ML Engineer building production-ready RAG systems, Voice AI applications, intelligent backend platforms, and real-world AI products.

Available for AI/ML Engineering Opportunities

5+ Projects
1 Research Publication
1 Production Application

Achievements

Published research paper in IJCA

Peer-reviewed · Mar 2026

Production Flutter POS system used by a real business

Shamsundar Industries · 80% faster billing

VoiceHack 2026 participant

Built CareCaller AI healthcare voice agent

Meta Scaler participant

Hackathon builder · AI product development

10 SGPA in Semesters 7 & 8

AI & Data Science · APCoER Pune

Self-corrective RAG assistant with 74 passing tests

LangGraph · Express Analytics assignment

Experience

Flutter Developer (Freelance)

Shamsundar Industries · Pune, India

2026
80% Faster Billing 5 Employees Offline-First Real-Time Sync
  • Delivered a production Android POS app powering daily billing, inventory, and reporting — cutting manual billing time by 80% for a 5-person team
  • Engineered offline-first architecture with Firestore real-time sync, Hive local caching, and an offline queue so operations never stop without connectivity
  • Integrated Bluetooth ESC/POS thermal printing, role-based access for 2 user roles, device-locking security, and admin analytics with CSV/Excel export
Flutter Dart Firebase Firestore Hive Provider

Featured Projects

Express Analytics RAG Assistant

Self-corrective RAG pipeline with 74 passing tests — production-grade document intelligence.

LangGraph-orchestrated technical documentation assistant with document grading, bounded retry loops, citation-backed responses, and incremental indexing across PDF, DOCX, MD, and TXT corpora.

74 Tests Passed LangGraph Workflow FastAPI Backend
LangGraph FastAPI ChromaDB Ollama Streamlit Python
GitHub Live Demo Architecture

CareCaller AI

Real-time healthcare voice agent with clinical risk scoring — built for VoiceHack 2026.

End-to-end conversational AI platform conducting patient check-ins via Whisper STT and TTS, extracting medical adherence data through a 14-question compliance state machine, and predicting LOW / MEDIUM / HIGH clinical risk in real time.

Voice AI Real-time Risk Scoring Healthcare AI
Python FastAPI Whisper XGBoost Streamlit scikit-learn
GitHub Live Demo Architecture

DocMind — Offline RAG

Fully offline PDF Q&A — no API keys or internet required after setup.

Multi-document knowledge base using LangChain, Llama 3 via Ollama, and FAISS with disk-cached embeddings, conversational memory, and source chunk visibility through Streamlit and CLI interfaces.

Offline AI Multi-PDF QA FAISS Retrieval
LangChain FAISS Ollama Llama 3 Streamlit
GitHub Live Demo Architecture

Holo for Windows

Acoustic tap-zone classification turning desk space into four assignable action triggers.

Windows port of the macOS Holo utility — reimplements HoloCore in C# with WASAPI audio capture, WPF calibration UI, and local action dispatch for shell commands, clipboard, speech, and screenshots.

Acoustic ML WPF Desktop 4 Tap Zones
C# .NET 8 WPF WASAPI NAudio
GitHub Live Demo Architecture

AI Stock Analyst

Peer-reviewed StockSense implementation — hybrid ML + BERT sentiment for BUY / SELL / HOLD signals.

Streamlit application combining Linear Regression, Random Forest, and LSTM ensemble with BERT news sentiment analysis, live Yahoo Finance data, and Bloomberg-style pipeline visualizations.

Published Research LSTM Ensemble BERT Sentiment
Python TensorFlow PyTorch BERT Streamlit

Skills

AI Engineering
Python LangGraph LangChain RAG LLMs TensorFlow PyTorch
Backend Engineering
FastAPI REST APIs PostgreSQL Microservices
Frontend & Mobile
React Flutter Streamlit TypeScript
Cloud & DevOps
Docker AWS Git Firebase

Research & Publications

Education

Anantrao Pawar College of Engineering and Research

Bachelor of Engineering — Artificial Intelligence and Data Science

Aug 2022 – May 2026 · Pune, India

Machine Learning Deep Learning Data Structures Database Systems Software Engineering
CGPA 8.65 Semester 7 SGPA: 10.0 Semester 8 SGPA: 10.0

Ashoka Universal School

Higher Secondary Education (HSC)

Jun 2020 – Jun 2022 · Nashik, India

Certifications

AWS Prompt Engineering

AWS Training Online

Data Analytics Job Simulation

Deloitte Australia · Forage

Let's Work
Together

Open to internships, full-time opportunities, freelance projects, and AI collaborations.

bagmaraashish@gmail.com