I'm Ashik Mohan, a machine learning engineer with 7+ years of experience building and scaling Generative AI and agentic AI systems. I specialize in designing LLM-based architectures with RAG, LangGraph agents, and multimodal pipelines, and I deploy deep learning models at cloud-native scale using microservices and cloud-native MLOps (FastAPI, Docker, Kubernetes, Azure, AWS). I have delivered production-ready NLP, CV, and recommender systems with measurable business impact. I enjoy collaborating with cross-functional teams across Europe, Asia, and North America to design scalable, multilingual AI systems. I'm passionate about autonomous agents, model-context protocols (MCPs), and real-time AI automation for enterprise-scale intelligence and personalization.

Ashik Mohan

I'm Ashik Mohan, a machine learning engineer with 7+ years of experience building and scaling Generative AI and agentic AI systems. I specialize in designing LLM-based architectures with RAG, LangGraph agents, and multimodal pipelines, and I deploy deep learning models at cloud-native scale using microservices and cloud-native MLOps (FastAPI, Docker, Kubernetes, Azure, AWS). I have delivered production-ready NLP, CV, and recommender systems with measurable business impact. I enjoy collaborating with cross-functional teams across Europe, Asia, and North America to design scalable, multilingual AI systems. I'm passionate about autonomous agents, model-context protocols (MCPs), and real-time AI automation for enterprise-scale intelligence and personalization.

Available to hire

I’m Ashik Mohan, a machine learning engineer with 7+ years of experience building and scaling Generative AI and agentic AI systems. I specialize in designing LLM-based architectures with RAG, LangGraph agents, and multimodal pipelines, and I deploy deep learning models at cloud-native scale using microservices and cloud-native MLOps (FastAPI, Docker, Kubernetes, Azure, AWS). I have delivered production-ready NLP, CV, and recommender systems with measurable business impact.

I enjoy collaborating with cross-functional teams across Europe, Asia, and North America to design scalable, multilingual AI systems. I’m passionate about autonomous agents, model-context protocols (MCPs), and real-time AI automation for enterprise-scale intelligence and personalization.

See more

Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
See more

Language

English
Fluent
Malayalam
Advanced
Hindi
Advanced
Tamil
Advanced

Work Experience

Machine Learning Consultant at Infosys Limited
August 1, 2021 - November 4, 2025
Led multi-agent RAG implementation for a Sales project using llama-stack and LangGraph; built multimodal embedding and retrieval for RAG-based workflows with Gemini Pro models; designed and deployed an NLP-based resume parsing engine increasing skill extraction accuracy by 80%; trained and fine-tuned deep learning models for NLP and document understanding; deployed scalable model inference APIs with PyTorch Serve in Docker-based microservices; built distributed data pipelines and microservices for model serving and monitoring using Flask, FastAPI, and Kubernetes; integrated models into production with real-time performance monitoring and logging; achieved approximately 70% reduction in manual sales proposal effort.
Data Scientist at Pfactorial Technologies Pvt Ltd.
August 1, 2021 - August 1, 2021
Completed projects in Analytics, Computer Vision, Machine Learning, Natural Language Processing, and Data Visualization. Trained multiple deep neural networks for image classification (helmet detection), text parsing (document QA), and sentiment analysis (financial reports); deployed models in microservice-based systems using Flask/Django REST APIs; built custom NLP pipelines for resume parsing and entity tagging, improving precision and recall through iterative model tuning; implemented real-time data ingestion and scoring pipelines and integrated OCR and transformer-based extractors into a unified document analysis system.

Education

Bachelor of Technology (Electrical and Electronics Engineering (EEE)) at Government Engineering College (Affiliated to Calicut University, Calicut), Thrissur, India
August 1, 2014 - June 1, 2018
Senior Secondary at Carmel CMI School (CBSE), Kerala, India
May 1, 2013 - March 1, 2014

Qualifications

Mathematics for Machine Learning Specialization
December 1, 2019 - February 1, 2020
Practical Deep Learning Using Fastai
June 1, 2019 - July 1, 2019
Deep Learning Specialization
December 1, 2018 - February 1, 2019
Python and R for Data Science
October 1, 2018 - December 1, 2018

Industry Experience

Computers & Electronics, Software & Internet, Professional Services, Education