Aayush Subramaniam
photographer · builder · traveler
I'm Aayush. I build software in the AI and cloud-native space, shoot landscapes, and travel.
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 hold up.
Work
Projects
Simulating Federated Learning and Homomorphic Encryption
Privacy-preserving ML training across distributed nodes.
Flask, PyTorch, Streamlit
WikiSpeaks — Scalable RAG-based Wikipedia Assistant
RAG assistant that answers questions using Wikipedia as a knowledge base.
Kserve, Kubernetes, Streamlit, Langchain
Interview AI
Generates follow-up interview questions from candidate responses using speech-to-text and a Llama LLM.
Python, Llama, FAISS, Streamlit
Promscale
Kubernetes operator combining Prometheus metrics with Gemini to autoscale workloads.
Go, Kubernetes, Prometheus, Gemini
CounselRAG
Legal Q&A platform using fine-tuned Gemma models, FAISS, and a Neo4j knowledge graph.
RAG, LangChain, Neo4j, Gemma
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
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.
terraform-provider-kubernetes
terraform-provider-aws
terraform-provider-ibm
- #4408Support for AddOn parametersMerged
- #4600Support for ODF Worker ReplaceMerged
- #4627Documentation for Openshift-Data-Foundation Add-on & VPC Worker ReplaceMerged
modelmesh-serving
ibmcloud-storage-utilities
- #190Base Image ChangeMerged
container-services-go-sdk
- #12Fixed Satellite Storage Deprecated CallsMerged
- #13Fixed Satellite Assignment CallsMerged
Contact
Find me here.