Aayush Subramaniam

photographer · builder · traveler

Aayush silhouetted against a vivid Pacific sunset
Aayush in New York City at night with the lit-up skyline behind him

I'm Aayush. I build and ship software in the AI and cloud-native space, shoot landscapes, and travel whenever I get the chance.

CS grad from the University at Buffalo. Most of my work has been in machine learning, platform engineering, and open source. I like building things that are well-made and hold up.

Work

Projects

Simulating Federated Learning and Homomorphic Encryption

Privacy-preserving ML training across distributed nodes.

Flask, PyTorch, Streamlit

GitHub →

WikiSpeaks — Scalable RAG-based Wikipedia Assistant

RAG assistant that answers questions using Wikipedia as a knowledge base.

Kserve, Kubernetes, Streamlit, Langchain

GitHub →

Interview AI

Generates follow-up interview questions from candidate responses using speech-to-text and a Llama LLM.

Python, Llama, FAISS, Streamlit

GitHub →

Promscale

Kubernetes operator combining Prometheus metrics with Gemini to autoscale workloads.

Go, Kubernetes, Prometheus, Gemini

GitHub →

CounselRAG

Legal Q&A platform using fine-tuned Gemma models, FAISS, and a Neo4j knowledge graph.

RAG, LangChain, Neo4j, Gemma

GitHub →

Writing

Real Time Monitoring of Forest Fires and Wildfire Spread Prediction

A paper on using ML models for real-time wildfire detection and spread forecasting.

Automated Resource Scaling in Kubeflow through Time Series Forecasting

Explores time series methods to predict and automate resource allocation in Kubeflow pipelines.

ODF on IBM Cloud Using Terraform

Step-by-step guide to deploying OpenShift Data Foundation on IBM Cloud with Terraform.

OpenShift Data Foundation: An Overview

A technical overview of OpenShift Data Foundation architecture, components, and use cases.

Skills

PythonGoSQLJavaCC++

AI & ML

  • PyTorch
  • Scikit-Learn
  • Ray
  • LangChain
  • LangGraph
  • Transformers
  • FastAPI
  • Flask
  • Django
  • Spring

Cloud & DevOps

  • AWS
  • IBM Cloud
  • Databricks
  • Docker
  • Kubernetes
  • Terraform
  • Kubeflow
  • MLflow
  • Prometheus
  • Grafana
  • Jenkins
  • Travis CI

Data Science

  • Pandas
  • NumPy
  • SciPy
  • Statsmodels
  • Matplotlib
  • Seaborn
  • MySQL
  • PostgreSQL

Soft Skills

  • Design Thinking
  • Agile
  • Product Management
  • Entrepreneurship
  • Creativity
  • Leadership

Open Source

I contribute to MLOps, DevOps, and platform projects. Always open to collaborating.

ibmcloud-storage-utilities

Photography

Shot on a Fujifilm XT4

Panoramic view from Roy's Peak over Lake Wanaka, New Zealand
Golden sunburst through a sea cave arch at El Matador Beach
Mitre Peak rising above Milford Sound, Fiordland
View full gallery →Also on Unsplash →

Contact

Find me here.

Location

Phoenix, Arizona