
Ajit Piraji
@ajitpiraji
I build production machine learning, LLM, and computer vision systems that improve business outcomes.
What I'm looking for
At Innovative Digitech, I design, train, and deploy production machine learning models across classification, regression, NLP, and computer vision, improving business KPIs by up to 30%.
I've built customer-facing LLM applications with RAG, Model Context Protocol, LangChain, and FAISS, reducing query latency by 40% while improving answer relevance.
I take ML systems end to end—from data ingestion, feature engineering, and model training through experiment tracking with MLflow, Docker containerization, and scalable REST API deployment on AWS.
My work includes fine-tuning BERT and GPT models, building real-time driver-drowsiness detection at 94% accuracy, and developing a customer churn model with 89% precision using XGBoost and LightGBM.
Experience
Work history, roles, and key accomplishments
Machine Learning Engineer
Innovative Digitech Pvt Ltd
Aug 2022 - Present (4 years 1 month)
Designed, trained, and deployed 10+ production-ready machine learning models across classification, regression, NLP, and computer vision domains, improving business KPIs by up to 30%. Built LLM-based applications using RAG architecture and MCP with LangChain and FAISS, reducing query response latency by 40%.
ML Engineer - Industry Capstone
DataNexus ML Solutions
Jan 2022 - Jun 2022 (5 months)
Developed a customer churn prediction model for a telecom client achieving 89% precision using an ensemble of XGBoost and LightGBM. Engineered 50+ predictive features and architected an automated ML retraining pipeline with data drift detection.
Education
Degrees, certifications, and relevant coursework
Shivaji University
Bachelor of Technology, Civil Engineering
Bachelor of Technology in Civil Engineering from Shivaji University, Kolhapur, Maharashtra. Transitioned into Machine Learning Engineering through professional experience, industry projects, and self-directed learning.
Availability
Location
Authorized to work in
Salary expectations
Job categories
Skills
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