Amil | AI & ML Portfolio

About Me

I am an engineer with a background in manufacturing, where I worked with operational data to understand equipment performance and maintenance patterns. This experience sparked my interest in using data to solve problems and exploring how technology can be applied to build intelligent solutions.

Building on this interest, I transitioned into data and cloud engineering, shifting from analysing data to working with systems that support it. Through experience in system integration, cloud technologies, and data workflows, I developed a broader understanding of how scalable and reliable systems are designed and operated.

Currently, I am pursuing a Master's in Machine Learning and Mathematical Modelling, focusing on applying machine learning within real world systems. I am particularly interested in building scalable, production ready solutions that combine data, systems, and machine learning.

Background

I work across data systems, cloud infrastructure, and production workflows, focusing on building reliable and practical applications.

Experience

Senior Associate Consultant

Apr 2022 – Aug 2025

Cubastion Consulting Pvt. Ltd • Gurgaon, India

Project: Central Customer Portal

Designed zero-copy data integration between Azure Databricks and Salesforce Data Cloud for efficient access to distributed datasets
Evaluated integration approaches based on performance, cost, and scalability to select an optimal solution
Built data ingestion pipelines using APIs and Azure services to ensure reliable data flow
Developed monitoring dashboards to track system performance and user activity
Managed deployments across environments to maintain stable and consistent releases

Project: CI/CD Automation

Designed event-driven CI/CD workflows integrating Jira, Bitbucket, and Bamboo
Built automated pipelines for code integration and environment-based deployments
Integrated deployment workflows with external systems using APIs and scripting for end-to-end automation
Implemented logging, monitoring, and alerting to improve reliability and traceability
Reduced manual effort by ~40% by automating release processes

Project: Center for Competency

Designed data models for operational data including maintenance activities and support cases
Developed backend logic using SOQL and Apex to analyse job durations and identify long-running processes
Built dashboards to monitor system performance and operational metrics
Supported deployment workflows across development, QA, UAT, and pre-production environments

Assistant Manager

Jun 2018 – Aug 2020

Vedanta Limited • Jharsuguda, India

Analysed maintenance data across 40+ industrial machines to identify recurring failure patterns and improve system reliability
Applied reliability metrics (MTBF, MTTR, availability) and trend analysis to support maintenance planning, reducing unplanned downtime by ~20%
Performed root cause analysis to prioritise high risk equipment and optimise preventive maintenance strategies

Industrial Training

Sept 2018 – Oct 2018

Hindustan Aeronautics Limited • Bangalore, India

Supported quality assurance of aerospace components, ensuring compliance with engineering and safety standards
Gained experience in inspection processes and reliability considerations in safety critical systems

Skills

Machine Learning

Supervised Learning Unsupervised Learning Model Evaluation Feature Engineering Scikit-learn

Deep Learning

CNNs Neural Networks PyTorch

Data Processing & Engineering

Python NumPy Pandas Data Preprocessing REST APIs FastAPI SQL Git

Cloud & MLOps

Microsoft Azure Docker CI/CD Pipelines Linux Model Deployment Workflow Automation

Education

University College Cork, Ireland

Sep 2025 – Present

MSc Mathematical Modelling & Machine Learning

Applied machine learning to model complex systems including chaotic dynamics
Worked on reservoir computing and clustering techniques for real-world data
Focused on understanding system behaviour through data-driven approaches

National Institute of technology Patna, India

2014 - 2018

B.Tech Mechanical Engineering

Designed and built a pneumatic sheet metal cutting system
Analysed system performance under real-world constraints
Awarded 1st place in national design competition (IIT Kharagpur)

Certifications

Azure AI Engineer (AI-102)

Microsoft

Dec 2025

Azure Data Scientist (DP-100)