Open to opportunities

Shivam Kole

@shivamkole

Message

AI/ML and GenAI engineer building production Agentic RAG and LLM systems for financial intelligence.

India

Message

What I'm looking for

I’m looking for an AI/ML or GenAI role where I can build production Agentic RAG/LLM systems for real business intelligence, own end-to-end ML & LLMOps observability, and deliver measurable latency/cost improvements. Open to remote/hybrid/on-site.

I’m an AI/ML Engineer and Data Scientist with 3.5+ years of experience building production Generative AI, Agentic RAG, and machine-learning systems for financial intelligence at PitchBook (Morningstar). I work across the full ML & LLM lifecycle—from data analysis and feature engineering to fine-tuning (PEFT/LoRA/QLoRA), evaluation, and deployment.

I design scalable, cost-aware solutions using LangGraph multi-agent orchestration, and cloud deployment on AWS Bedrock/SageMaker with full MLOps/LLMOps observability. I’ve delivered measurable impact such as 25% lower inference latency, 70% lower LLM token cost, and 95% extraction accuracy, while also leading high-volume workflows and mentoring teams.

Experience

Work history, roles, and key accomplishments

Current

Senior Data Analyst – AI

Current

PitchBook (Morningstar India Pvt Ltd)

Jan 2023 - Present (3 years 6 months)

Architected LangGraph-based multi-agent workflows and fine-tuned BERT (LoRA/PEFT) models for real-time financial intelligence, reducing inference latency by 25%. Built agentic/corrective RAG document extraction and financial-metric processing (95% extraction accuracy), deployed containerized inference on AWS SageMaker/Bedrock, and reduced LLM token costs by 70% with an SVM + Gemini 2.5 routing arc

Research Associate (Internship)

Motilal Oswal Securities

Nov 2021 - Jan 2022 (2 months)

Built DCF and EPS valuation models across the equity coverage universe to accelerate senior-analyst research workflows. Sourced, validated, and analyzed financial statements, datasets, and broker reports to strengthen data integrity for equity-research deliverables.

DCF Valuations EPS Valuation Equity Research Financial Statement Analysis Broker Report Analysis Data Validation

Education

Degrees, certifications, and relevant coursework

Modern College, Pune

Master of Business Administration (MBA), Finance

2022 -

Pursuing an MBA in Finance at Modern College in Pune, focused on finance and equity-research grounding such as DCF/EPS valuation and financial statement analysis.