Open to opportunities

Amit Kumar

@ak_kmit

AI/ML Engineer | 50+ GitHub projects | NLP & RAG specialist | Top researcher (100K+ pool) | Built production systems at scale

India

Message

What I'm looking for

Seeking AI/ML/NLP Engineer/Researcher roles to build scalable, real-world LLM applications. Aim to leverage my experience in production-ready AI systems, specializing in RAG and Document Intelligence. I thrive in fast, collaborative, remote-first teams valuing mentorship, open-source, and user impact over politics. My goal: innovation meets execution.

I'm Amit Kumar, a final-year CS Engineering student (CGPA: 8.51) specializing in AI/ML at GGSIPU with a minor in Artificial Intelligence & Machine Learning. I build production-ready AI systems, particularly in NLP, RAG, and LLM applications, with 50+ projects on GitHub.

Key Projects

OmniDoc-AI: Multi-format document intelligence system using hybrid retrieval with multi-provider LLM integration (OpenAI, Anthropic, Cohere). Improved user comprehension by 45% through advanced NLP and knowledge verification features.

scoreFi 2.0: ML pipeline scoring 10K+ DeFi wallets using behavioral analysis and graph-based Sybil detection. Engineered 25+ features, reducing false positives by 35%.

RAG Chatbot: Flask-based retrieval system running local GGUF models with llama.cpp—no external dependencies. Semantic caching reduced redundant LLM calls by 60%.

Solar Fault Detection: ML-based predictive maintenance system reducing false alarms by 40% using ensemble methods.

Open Source Contributions

Active contributor to 7+ major projects:

OpenBB: Awarded 600 points for Risk-Return Tradeoff analysis notebook
5ire: Built MCP proxy improving API response by 30%
GitIngest, Flare-AI-Kit, Kreuzberg, llm_runner, strawberry: Enhanced language detection, data freshness, and LLM tooling

Research

Top candidate from 100K+ nationwide entries in VIVIBHA BSM Bharat National Research Competition. Lead author of review paper on correlation and causation (under publication). Co-authored research on hypothesis testing frameworks.

Experience

System Architect, AriLab (Aug 2025 - Present): Designing scalable architecture for AI-driven MVP, translating research into production prototypes.

Founder & Lead, The FOSS Club (Feb 2023 - Jul 2024): Scaled open-source community from 0 to 300+ members. Organized 10+ workshops while mentoring 120+ students.

Tech Stack

Languages: Python, SQL, Java, C++, JavaScript AI/ML: LangChain, LangGraph, RAG, LLMs, NLP, TensorFlow, PyTorch, Scikit-learn Tools: React, Flask, Docker, MySQL, Git, Power BI, Pandas, NumPy

What I'm Looking For

AI/ML engineering or research roles where I can work on cutting-edge NLP/LLM applications, solve real-world problems at scale, and collaborate with talented teams. I thrive where research meets production and innovation drives genuine impact.

Open to: Full-time, internships, remote Location: Remote-first

Let's build something impactful together.

Experience

Work history, roles, and key accomplishments

Frontend Web Developer

Edunet Foundation

Aug 2025 - Oct 2025 (2 months)

Developed production-ready React-based landing page and dashboard components for data analytics SaaS platform, collaborating with design team to implement responsive UI/UX.
Key Achievements:

Built interactive analytics dashboard with real-time data visualization using React and Chart.js
Implemented responsive design LH Score 95
Developed reusable component library reducing development time by 30%

React HTML CSS JavaScript JavaScript (Node.Js Javascript Typescript Agile Development GitHub Git

Current

Lead Developer

Current

Personal Project

Feb 2025 - Present (9 months)

OmniDoc-AI

Built document intelligence system using hybrid retrieval (vector + keyword search) with multi-provider LLM integration that improved user comprehension by 45% and enabled 2x faster research document analysis.
Tech Stack: Python, LangChain, FAISS, React, UI/UX, OpenAI API, LLM's, LLamacpp, Ollama
GitHub: github.com/HmbleCreator/OmniDoc-AI

NLP Faiss LLM LLMOps NLP Machine Learning Deployment Vector Databases RAG React Lang Chain

Freelance Web Developer

Synthetix

Sep 2025 - Oct 2025 (1 month)

Modernized and optimized psychotherapy practice website, migrating from legacy Joomla CMS to contemporary web standards with integrated booking functionality.
Key Achievements:

Implemented integrated booking system reducing appointment scheduling time by 60%
Enhanced site interactivity and mobile responsiveness, decreasing bounce rate by 25%
Improved page load speed by 50% through optimization

PHP Joomla HTML CSS JavaScript

SaaSquatch Lead Scoreing

Personal Project

Sep 2025 - Oct 2025 (1 month)

AI-powered lead scoring & prioritization tool for SaaSquatch Leads. Analyzes leads across 5 dimensions, automatically tiers A/B/C/D, and provides actionable buying signals.
Tech Stack: Python, Gemini API, React, OpenAI API, PostgreSQL
GitHub: https://github.com/HmbleCreator/SaaSquatch-Intelligence-Hub

Machine Learning NLP Data Analysis Natural Language Processing MySQL JavaScript TypeScript

Current

System Architect

Current

AriLab

Aug 2025 - Oct 2025 (2 months)

Led end-to-end architecture and product development for an AI-driven MVP, translating research concepts into production-ready prototypes [30% faster than projected / in an average of 2 weeks].

Architected a scalable AI/ML infrastructure that reduced data processing costs by 20% and enabled 3x faster / daily team iteration.

React Git GitHub Actions GitHub CLI Deployment Docker APIs LLMOps LLM Integrations MLOps AI ML Product Development Systems Architecture Systems Integrations

ML Engineer

Personal Project

Aug 2024 - Sep 2024 (1 month)

Solar Fault Detection

Engineered predictive maintenance system reducing false alarms by 40% using ensemble ML methods for proactive solar infrastructure monitoring.
Tech Stack: Python, Scikit-learn, Plotly
GitHub: github.com/HmbleCreator/solar-fault-detection-simulator

Python PostgreSQL scikit learn Web3 Salesforce

Lead ML Engineer

Personal Project

Aug 2024 - Sep 2024 (1 month)

ScoreFI 2.0

Description: Developed end-to-end ML pipeline scoring 10K+ DeFi wallets with 35% reduction in false positives using behavioral feature engineering and graph-based Sybil detection.
Tech Stack: Python, Scikit-learn, Web3.py, PostgreSQL
GitHub: github.com/HmbleCreator/scoreFi-2.0

Python PostgreSQL scikit learn Web3 Salesforce

Developer

Personal Project

Feb 2024 - Feb 2024 (0 months)

Rag- Chatbot

Created standalone RAG system reducing redundant LLM calls by 60% through semantic caching, running local GGUF models without external dependencies.
Tech Stack: Python, Flask, llama.cpp, GGUF Models
GitHub: github.com/HmbleCreator/rag-chatbot

Python Flask Flask API LLamacpp GGUF fastAPI LLM Integrations

Founder & Community Lead

The FOSS Club @DTC

Oct 2022 - Feb 2024 (1 year 4 months)

Founded and scaled an open-source software community from 0 to 300+ active members in 3 semesters.

Organized 10+ technical workshops, hackathons, and mentorship programs focused on open-source contribution and best practices, resulting in 25+ new open-source Contributors.

Event Management Technical Expertise Leadership Communication Problem Solving Community Building Technical Mentorship Event Management Operations Open Source

Education

Degrees, certifications, and relevant coursework

Delhi Technical Campus {GGSIPU}

Bachelor of Technology (B.Tech.), Computer Science and Engineering

2022 - 2026

Grade: 8.51

Activities and societies: FOSS CLUB(Technical And Mentoring Experience), Research Papers, Hackathons.

ML Engineer specializing in NLP and RAG architectures, with experience building 6+ AI applications including document intelligence systems and DeFi scoring models. Founded and scaled a 300-member open-source community, contributed to 7+ OSS projects, and recognized nationally as a top research candidate from 100K+ entries.