About

Senior ML engineer focused on reliable, production-ready AI.

I deliver end-to-end ML systems across consulting, media, and semiconductor industries. My work blends traditional ML with RAG and agentic AI, backed by strong MLOps and stakeholder alignment.

Usman Mushtaq

Senior ML Engineer (Azure)

Based in Germany, open to global opportunities. Experienced in Azure ML, Synapse, LangChain, and production-scale AI delivery.

Leadership MLOps RAG
Experience

Career highlights

Deloitte GmbH - Senior ML Engineer (2022 to present)
Lead ML use cases in the Analytics Competence Center, standardize MLOps, and deliver production-ready AI across sales, workforce planning, and project performance. Built GPT-4 powered RAG systems for data discovery and recommendation explainability, and supervise two junior data scientists.
Schwabische Zeitung GmbH - Data Scientist (2019 to 2022)
Delivered recommendation, churn, and revenue forecasting tools with measurable gains in engagement (+15%), conversion (+8%), and ad revenue (+20% YoY).
Infineon + Qualcomm + Intel (2015 to 2019)
Built analytics and reporting systems for semiconductor yield, test data, and power management modeling.
Approach

How I work

Product Mindset

Every model ties to a measurable business outcome and clear owner.

Engineering Discipline

Reusable pipelines, modular code, and automated testing throughout.

Trusted Partner

Transparent communication with stakeholders, from leadership to ICs.

Credentials

Education + certifications

Academic foundation with targeted training in AI and big data.

M.Sc Power Engineering - Technical University of Munich
B.S. Electronic Engineering - GIK Institute
Machine Learning in R - Essential Data Science Training (2019)
Big Data Analytics Using Spark - UC San Diego (2020)

Languages

German (business fluent), English (business fluent), Urdu (native).