Video games.
I like games with big worlds and stories worth finishing. The kind where "one more mission" turns into a whole evening.
Lately: Cyberpunk 2077 / God of War Ragnarök
Hi, I'm Amogh!
I like figuring out how things work, then finding ways to make them better. Most days, that means building with data and code. I focus on solving the immediate problem while making the next one less likely.
A collection of ML projects I built while working through feature engineering, classification, regression, and clustering.
Python / PyTorch / Scikit-learn
I looked at velocity, location, and driver behaviour to see how they connect to risk, then turned the results into transport insights.
PySpark / Hadoop / R / Power BI
My first real attempt at a portfolio: custom React components, responsive layouts, and plenty of room to experiment.
React / Tailwind CSS / UI engineering02 / About
I build the parts of a data system most people never see.
I'm a Data Engineer at the Teacher Retirement System of Texas, and I have a master's in Business Analytics and AI from UT Dallas. I build and maintain pipelines, move older workflows into cloud tooling, and work on internal document intelligence services.
Some days that means fixing a failed pipeline. Other days it means making the next failure less likely. I like that part of the job: when everything is working, the data is almost invisible.
03 / Experience
Roles and dates.
At the moment, I work across data integration, pipeline operations, and document intelligence.
Azure / Python / PySpark / SQL / Power BI
At KTech, I worked on data pipelines and software features. The changes improved processing efficiency by 40%, cut ETL runtime by 30%, and helped us resolve more than 30 critical issues in code review.
Azure / Python / PyTorch
I used PySpark to bring client APIs into our data imports, improved SQL Server indexing and queries, and helped move SSIS packages to Azure Synapse.
PySpark / SQL Server / SSIS / Azure Synapse
Outside the job description
Design, games, music, stories, and a few trips. Switch modes for the longer version.
Hey, it's still Amogh!
When I log off, I'm usually playing something, listening to something, or halfway through a book, show, or film. Sometimes I even leave the house.
I read my first fiction book in first grade. I found inexplicable joy in ancient mythology, from the tragedies of Heracles to the gods of the Egyptian Ennead. Like many kids my age, I grew up spending hours playing video games. God of War, Prototype, and the worlds they let me explore only deepened my fascination with stories.
That fascination led me to design, which still shapes how I approach things today. At first, I thought design was all about aesthetics and eye candy. Then I learned how much thought could go into even the most ordinary, unassuming object. Take the humble lota, an everyday water vessel that Charles and Ray Eames described as “perhaps the greatest, the most beautiful” of the objects they encountered during their travels in India. It changed how I looked at the things around me.
Spoiler alert; I didn't end up pursuing design as a career, but my love of tinkering and figuring out how things work led me to a bachelor's degree in mechanical engineering. The stories never left me. Industrial manufacturing connected the machinery I was studying to the swordsmiths forging the legendary swords from the stories I loved.
Another turn took me to Texas for a master's in Business Analytics and AI at UT Dallas, and then into data engineering. Today, I work at a state agency with a team I'm proud to be part of, doing work I look forward to each day. It's been quite an odyssey, and I'm still far from home. Cheers to life!
I like games with big worlds and stories worth finishing. The kind where "one more mission" turns into a whole evening.
Lately: Cyberpunk 2077 / God of War Ragnarök
Rap is the constant. Lately I've been digging into India's regional scenes, where every language brings its own sound.
Lately: Indian regional rap
Anything with a good story. Christopher Nolan films are a bit of a weakness.
Favourites: Tenet / Oppenheimer / The Odyssey
Watching:
Lanterns
A good game gives me a reason to look beyond the next objective.
Sometimes it's a world with a history of its own. Sometimes it's a mechanic that makes experimenting feel better than following the obvious route. The games that stay with me tend to leave room for both.
This space will eventually hold longer notes on the worlds, stories, and small design choices that caught my attention.
One track usually leads to an artist, a scene, and a whole new set of recommendations.
Rap is where I keep coming back, but the interesting part is how much changes with a different language or place. A familiar rhythm can carry a completely different point of view.
For now, these are sample notes. Later, this could become a small listening journal with albums, verses, and discoveries worth returning to.
A book, a film, or a series: I like having something to think about after it's over.
It might be the way a story handles time, a character whose choices are hard to agree with, or a world that feels bigger than the part we get to see. Those are usually the details I find myself coming back to.
These placeholder notes will make room for longer thoughts on what I'm reading and watching, with a few favourites along the way.
A few favourites from along the way.
Back to business
Projects, experience, and the résumé live in day mode.
Contact
Hiring for a data engineering role, or working through a data problem? Send me a message.
Got a game, album, book, or show I should check out? Send me a message.