Summary
Overview
Work History
Education
Skills
Accomplishments
Timeline
Generic

Umang Kochar

Sydney,Australia

Summary

Data & AI professional with a Master's in Data Science, specializing in designing intelligent, scalable workflows that integrate machine learning, automation, and data engineering. Experienced in predictive modeling, reinforcement learning, and causal inference, developing adaptive pipelines that continuously learn and improve. Built self-optimizing forecasting systems, agentic AI frameworks with LangChain and LangGraph, and deployed RL agents for trading simulations. On the data engineering side, skilled in architecting ELT pipelines with SQL, Airflow, and dbt on GCP and AWS, leveraging medallion architectures and modular transformation logic. Adept at delivering reliable data flows, actionable dashboards, and retrieval-augmented AI agents. Treats AI as a holistic systems challenge-balancing performance, integration, and adaptability to deliver measurable business impact.

Overview

3
3
years of professional experience

Work History

Data & AI Consultant

Inovus Labs
01.2024 - 08.2025

Data Science Intern

Macquarie University
02.2025 - 07.2025
  • Developed interactive dashboards using Angular 16+ and TypeScript, translating user requirements into actionable, responsive tools that reduced manual reporting time by 40%.

Frontend Developer

Swyvt Technologies
01.2023 - 06.2023
  • Developed responsive, high-performance web applications for cloud kitchen platforms using ReactJS, NextJS, and modern CSS preprocessors (SASS/LESS), improving load times by 30% and boosting mobile retention by 20%.
  • Collaborated with UI/UX teams to convert wireframes into pixel-perfect, accessible interfaces aligned with WCAG standards and design system guidelines.

Education

Master of Data Science -

Macquarie University

Bacherlor's of Engineering - Information Technology

MIT World Peace University
Pune, India
05-2022

Skills

    Technical Skills: Reinforcement Learning PyTorch TensorFlow SQL PostgreSQL NoSQL MongoDB Apache Airflow GCP Cloud Composer Dbt Cloud Angular 16 ReactJS NextJS TypeScript JavaScript HTML5 AWS Azure Webpack Vite Parcel Babel NPM Yarn CI/CD D3js Chartjs Recharts Python Bash UNIX/Linux Jupyter

    Tools & Platforms: Tableau Power BI Git GitHub VS Code Postman JIRA Responsive Design WCAG 21 Jest Cypress Storybook Figma Langchain LangGraph N8n Automation

    Soft Skills: Teamwork & Collaboration Customer Service Problem-Solving Time Management Attention to Detail

Accomplishments

  • Macquarie University Brand Ambassador, Selected among the top 1% of students to represent the university at international forums across 50+ countries.
  • Best Event Organizer - Texephyr, MIT WPU
  • Vice-Chancellor's Scholarship - Macquarie University, Awarded a prestigious merit-based scholarship for academic distinction and leadership potential.

Timeline

Data Science Intern

Macquarie University
02.2025 - 07.2025

Data & AI Consultant

Inovus Labs
01.2024 - 08.2025

Frontend Developer

Swyvt Technologies
01.2023 - 06.2023

Master of Data Science -

Macquarie University

Bacherlor's of Engineering - Information Technology

MIT World Peace University
Umang Kochar