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@AWSSBG-at-SRMIST

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hemish22/README.md

Hemish Jain

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I build ML systems that hold up on messy, real-world data β€” documents, video, and text β€” and benchmark them honestly instead of trusting a demo.

πŸŽ“ B.Tech CSE β€” SRM Institute of Science and Technology, KTR Β· CGPA 8.42
☁️ Technical Manager for AI/ML β€” AWS Student Builder Group (AWS SBG), SRMIST
πŸ† Tech Co-Lead β€” IEEE GRSS Club
πŸ”¬ UROP researcher
πŸ’Ό Ex - JA Assure AI/ML Engineer Intern
πŸ’Ό IIT Ropar Intern working on GAR
πŸ“« hemishjain22@gmail.com


⚑ Highlights

2 peer-reviewed publications (CVIP 2025, ICRAIS 2025) Β· 2 industry/research internships Β· ~70% estimated cut in manual data entry (on-prem document pipeline) Β· Engineered a three-layer end-to-end document intelligence pipeline.


πŸ’Ό Experience

Role What I did When
AI/ML Research Intern β€” IIT Ropar Built a benchmarking pipeline comparing FFmpeg, DeepStream, and GStreamer for real-time face detection on RTSP streams May 2026 - Present
Intern β€” JA Assure Built a three-layer, fully on-prem document intelligence pipeline: VLMs extract text/tables/checkboxes from PDF forms β†’ open-source LLMs normalize to JSON β†’ REST-based spreadsheet population. Zero external API calls; ~70% estimated reduction in manual entry Jan - March 2026

πŸš€ Projects

Project What it is Stack
Hiree Built a multi-signal hiring platform that parses resumes and verifies claimed skills against live GitHub and LeetCode profiles, generating AI-powered job-fit scores and hiring verdicts via Groq LLMs with a Gemini fallback. ext.js, React, FastAPI, Scikit-learn, Sentence-Transformers, Groq LLM, PostgreSQL
Savify Built a productivity tool that ingests YouTube reels, videos, and blog URLs, extracting transcripts directly or transcribing audio via speech-to-text when captions are unavailable. Python, Gemini API, Speech-to-Text, SQLite
LinguaLens Snap or drop a medicine label, a government form, a signboard β€” and get a plain-language explanation tailored to you, with audio and follow-up questions. Python, Groq API, Text-to-Speech
Site-sabha One safety briefing, every worker's language, with proof that each worker understood it. Sarvam AI: Saaras, Sarvam Vision, Sarvam-105B, Mayura, Bulbul, ffmpeg

πŸ“„ Research

Work What it explores Status
Multimodal Anemia Detection Using Convolution Neural Network and Ensemble Learning Stacked ensemble over multiple modalities for non-invasive anemia screening βœ… Accepted β€” CVIP 2025
Suicidal Text Detection Using Machine Learning and Large Language Model NLP approach to classifying distress and emotion in text βœ… Published β€” ICRAIS 2025
Robustness of Lightweight Retrieval on Metadata-Stripped Medical Images πŸ“ Paper writting
Decoding Group Affect: A Systematic Review and Research Agenda πŸ“ Paper writting
Water, Not Watts: Re-examining the Water Footprint of Liquid-Cooled AI Data Centres in India πŸ“ Paper done
Battery-Evaluation πŸ”¬ In progress
VLM benchmark on Indian government forms πŸ”¬ In progress
Architecture and Precision Leakage in Quantised Edge AI πŸ”¬ In progress

🌱 Currently

  • Extending HireSense with a retrieval layer and an evaluation harness
  • Planning a Government Scheme Informer: deterministic rules engine for eligibility, LLM used only to explain the result
  • Leading AI/ML tracks for the AWS SBG, SRM
  • Leading AI/ML tracks for the IEEE GRSS, SRM

πŸ’» Tech Stack

🧠 Languages

Python Typescript C C++ Java Kotlin JavaScript Bash

πŸ€– ML & Computer Vision

PyTorch TensorFlow scikit-learn OpenCV Pandas Hugging Face

βš™οΈ Backend, Cloud & Tools

FastAPI Flask MySQL AWS Git GitHub Actions LaTeX


πŸ“Š GitHub Stats

GitHub Stats GitHub Streak
Top Languages

🌐 Connect

LinkedIn Email Kaggle


If a benchmark in one of my repos disagrees with the paper it's based on, that's usually the point.

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  1. Slate-Mac_Native_Lightweight_Markdown_Reader Slate-Mac_Native_Lightweight_Markdown_Reader Public

    A lightweight, native macOS Markdown reader and editor with live preview, split view, syntax highlighting, and Finder integration.

    Swift

  2. swatter-flybody swatter-flybody Public

    You hover a swatter over a fly. The fly sees it grow, and a 495-neuron slice of the fly connectome decides when and which way it jumps.

    Python

  3. TinyScribe TinyScribe Public

    TinyScribe fine-tunes Qwen3.5-9B on synthetic filled government forms, quantizes it to a 3.9 GB GGUF (4.5 GB with its vision projector) and runs it with llama.cpp on a 16 GB MacBook Pro M4.

    Python

  4. hiree hiree Public

    Intelligence beyond the resume β€” a multi-signal hiring platform that evaluates true ability, maps your talent pool in 3D, and plans your team's next hires.

    TypeScript 1