---
title: "Ranjith K - Machine Learning Engineer in Bengaluru | Tal"
description: "Meet Ranjith K, AI/ML Engineer | Generative AI Engineer | LLMs • RAG • AI Agents | LangChain • LangGraph | FastAPI • AWS | Open to Opportunities based in Bengaluru. AI stack includes aistudio, antigravity, and claude code."
image: "https://tal.club/meet/ranjith-1/share-image"
---

# Ranjith K on Tal

## Headline

AI/ML Engineer \| Generative AI Engineer \| LLMs • RAG • AI Agents \| LangChain • LangGraph \| FastAPI • AWS \| Open to Opportunities

## About

I'm a Machine Learning Engineer with nearly 2 years of experience building production AI solutions that solve real\-world business problems\. Currently, I work at a real estate startup where I contribute across the entire AI/ML lifecycle—from system design and data pipelines to model development, Generative AI integration, AI agent development, deployment, and MLOps\. My work focuses on AI\-assisted property legal due diligence, where I've built OCR pipelines, document classification models, Named Entity Recognition \(NER\) systems, cross\-document validation engines, Retrieval\-Augmented Generation \(RAG\) applications, and AI agents using LangChain and LangGraph\. I've worked with multiple LLM providers including OpenAI GPT, Claude, Gemini, and self\-hosted DeepSeek to build intelligent document analysis, risk assessment, and workflow automation solutions\. My technical expertise includes Machine Learning, Deep Learning, NLP, Computer Vision, Generative AI, Agentic AI, RAG, LangChain, LangGraph, Hugging Face Transformers, BERT, PaddleOCR, OpenCV, FastAPI, Docker, MLflow, Airflow, AWS, and FAISS\. I enjoy building end\-to\-end AI systems that combine traditional machine learning with LLMs and AI agents to automate complex business workflows\. I'm particularly interested in production\-grade AI applications, intelligent automation, multi\-agent systems, and scalable AI platforms\. I thrive in startup environments where ownership, collaboration, and continuous learning are valued\. Working closely with founders and domain experts has strengthened my ability to translate business requirements into practical AI solutions\. Beyond engineering, I also have an entrepreneurial mindset, having previously built and managed my own businesses\. That experience helps me think beyond algorithms, focusing on customer problems, business impact, and delivering practical AI solutions\. I'm currently open to opportunities as a Machine Learning Engineer, AI Engineer, Generative AI Engineer, or Applied AI Engineer, where I can contribute to building intelligent, production\-ready AI systems\. Let's connect if you're interested in AI, Machine Learning, Generative AI, Agentic AI, or building impactful technology\.

## Location

Bengaluru

## AI stack

aistudio

antigravity

claude code

claude

langchain

langgraph

## Work experience

Machine Learning Engineer at RealProp, Nov 2024 \- Present · 1 yr 11 mos, Bengaluru, Karnataka, India, Working as one of two engineers owning the full ML stack for an AI\-Assisted Property Legal Due\-Diligence platform that automates legal document review for Bengaluru real\-estate transactions\. Key contributions: \- Built OCR pipeline \(OpenCV\) to digitize property documents — sale deeds, Encumbrance Certificates, Khata, RTC, RERA, tax receipts \- Developed multi\-class document classification models \- Built NLP/NER pipeline using Hugging Face Transformers \(BERT\) to extract legal entities from unstructured scanned documents \- Designed cross\-document validation engine to detect ownership mismatches, EC gaps, and title discontinuities \- Built ML\-based risk scoring module \- Built Generative AI report generator using LLMs \+ RAG \(LangChain, FAISS\) \- Owned full deployment: Docker, FastAPI REST APIs, MLflow, Airflow, AWS \(S3, EC2, ECR\) \- Translated Karnataka property\-law requirements into automated AI validation rules Tech: Python · BERT · Hugging Face · LangChain · FAISS · OpenCV · scikit\-learn · PyTorch · Docker · FastAPI · MLflow · Airflow · AWS

Relationship Officer at MoneyPlant, Dec 2023 \- Oct 2024 · 11 mos, Bengaluru, Karnataka, India, Facilitated business loans for small and medium enterprises\. Managed client relationships and end\-to\-end loan processing\.

Founder / Owner at RK Elite Decor, Sep 2020 \- Jul 2023 · 2 yrs 11 mos, Bengaluru, Karnataka, India, Founded and managed a residential interior\-design business, handling client consultation, design execution, vendor coordination, and project delivery\. Managed end\-to\-end operations and customer communication

Founder / Owner at Santhrupthi, Mar 2019 \- Jul 2023 · 4 yrs 5 mos, Bengaluru, Karnataka, India, Founded and managed a packaged\-beverages business, handling sourcing, packaging, operations, and local distribution\. Built hands\-on experience in entrepreneurship, customer handling, and business execution\.

## Education

Bachelor of Engineering \- BE, Information Technology, Visvesvaraya Technological University

[View the original profile](https://tal.club/meet/ranjith-1)

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