AK

Open to opportunities

Arun Kumar

@arunkumar32

Product manager with AI/ML and data analytics expertise, building automated document and fraud solutions.

What I'm looking for

I’m looking to lead AI/ML product initiatives end-to-end—owning requirements, building the right APIs, and improving metrics—while collaborating closely across engineering and business to ship scalable, user-focused solutions.

I’m a technical and data-driven product professional with a strong foundation in Computer Science (AI/ML). I currently work as an Associate Product Manager (Product & Technical Strategy) at L&T Finance, where I spearhead product lifecycle management for an AI/ML automated document classification and OCR system, aligning engineering delivery with operational targets through REST API schema mapping and metrics-driven optimization.

Previously, I built ML-based internal analytics/report generation features at Technoforte Software Pvt. Ltd., improving data processing efficiency by 15% through user-centric workflow redesign, query optimization, and API automation. Earlier at Toyota Kirloskar Motors, I created Python-based interactive dashboards for production planning and applied Lean methods (5S, Kaizen, Six Sigma) to increase delivery planning accuracy and reduce communication lag; across my projects, I’ve led multi-agent and event-driven systems that reduced manual review cycles by 40% and false positives by 18%, while delivering an end-to-end ML product with a 92% accuracy rate.

Experience

Work history, roles, and key accomplishments

LF

Current

Associate Product Manager

Current

L&T Finance

Jul 2025 - Present (1 year)

Own product lifecycle and requirements for an AI/ML automated document classification and OCR data extraction system. Partner with engineering to align REST API data ingestion schemas with operational goals and use metrics to root-cause bottlenecks and scale ML model integrations.

Product Lifecycle Management (PLM)Requirements Gathering REST APIs Data Ingestion Machine Learning Root Cause Analysis Workflow Optimization

TL

Software Product Intern

Technoforte Software Pvt. Ltd.

Sep 2024 - Oct 2024 (1 month)

Defined user needs and feature specifications for internal analytics, launching ML-based report generation features using Python and TensorFlow. Improved data processing efficiency by 15% through workflow redesign, query optimization, and API automation while collaborating with engineering and backend teams using SQL Server and Spring Boot.

Product Requirements Python TensorFlow SQL Server Spring Boot Query Optimization Data Efficiencies Stakeholder Management

TM

Apprentice – Production Planning

Toyota Kirloskar Motors

Dec 2021 - Dec 2022 (1 year)

Built Python-based interactive dashboards for internal logistics and production planning to improve leadership operational visibility. Led lean continuous-improvement initiatives (5S, Kaizen, Six Sigma) to increase delivery planning accuracy and reduce supply-chain communication lag.

Python Data Visualization Dashboards Logistics Analytics Production Planning Lean Management 5 S Kaizen Six Sigma Continuous Improvement Operational Transparency Process Optimization

Education

Degrees, certifications, and relevant coursework

MT

MS Ramaiah Institute of Technology

Bachelor of Engineering, Computer Science and Engineering (AI & ML)

Grade: 8.68/10

Earned a B.E. in Computer Science and Engineering with a focus on AI/ML, achieving a CGPA of 8.68/10.

Tech stack

Software and tools used professionally

GitHub

Gmail

Spring Boot

Java

TensorFlow

Kafka

FastAPI

SQL

Agentic

LangGraph

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