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Kunal Aggarwal

@Kunal_05

AI/ML Engineer at Markovate Technologies Pvt. Ltd.

Faridabad, Haryana, India

Markovate Technologies Pvt. Ltd.Haldia Institute of Technology

AI/ML Engineer with hands-on expertise in LLM fine-tuning, RAG optimization, and multi agentic workflow orchestration. Experienced in crafting end-to-end AI systems leveraging FastAPI, LangGraph, and Azure/GCP infrastructure. Driven by the mission to build autonomous, context-aware, and high-performance AI applications that unites NLP, speech and vision.

Experience

AI/ML Engineer

Markovate Technologies Pvt. Ltd.

Jun 2024 - Present

Built GraphIQ, a production-grade conversational AI platform leveraging LLMs, MCP, and agentic framework, reducing manual meeting coordination time by ~80% via Google Calendar integration. Designed an agentic workflow engine with LangGraph, Celery, and FastAPI supporting asynchronous multi-agent operations and improving task parallelism by ~35%, reducing response latency across workflows. Developed a speech-to-speech system integrating ASR, TTS, and RAG components, achieving ~95% speech recognition accuracy and enabling real-time, low-latency voice-based interactions with sub-2s response time. Fine-tuned Mistral-7B and OpenAI 4o-mini models on a specialized medical dataset, achieving 85% accuracy for extracting disease specific ICD and CPT codes. Served as the sole AI/ML Engineer in the Quick Response Team (QRT), delivering 10+ rapid AI PoCs for client demos and internal showcases, reducing concept-to-demo turnaround time by 40%.

Machine Learning Intern

Feynn Labs

Jan 2023 - Apr 2023

Worked on ML-driven data analysis and healthcare model development; improved accuracy by 30% through feature engineering and deployed models via Flask API.

Education

Haldia Institute of Technology

B.Tech

Computer Science & Eng (AI & ML)

Aug 2020 - Aug 2024Grade: 9.23

Skills

Python
SQL
Scikit-learn
TensorFlow
PyTorch
Transformers (BERT, GPT)
NLTK
RAG
Agentic RAG
LLM – based NLP
Speech-to-Text (STT)
Text-to-Speech (TTS)
Automatic Speech Recognition (ASR)
LangGraph
Langchain
CrewAI
Model Context Protocol (MCP)
FastAPI
Flask
Celery
WebSocket
REST APIs
GCP
AWS
Azure
MySQL
PostgreSQL
MongoDB
ChromaDB
Qdrant
Pinecone
Git
GitHub
Bitbucket
JIRA