🚀 Current Projects & Roadmap
What I'm building and learning right now — focused on open source, ML systems, and deployment pipelines.
🌟 Open Source Contributions
sktime
Contributing to dataset and benchmarking infrastructure for time series machine learning library, unified API for forecasting and classification.
Python
Time Series
Benchmarking
CHAOSS/augur
Open source project for measuring community health and sustainability metrics in software development.
Python
Metrics
OSS Health
📊 Production Model Drift Monitoring System
Designed and built an end-to-end MLOps prototype to monitor model drift in production-like settings.
The system tracks changes in prediction distributions over time and triggers alerts when significant drift is detected.
- FastAPI service for model inference with prediction logging
- Drift detection using statistical methods (PSI, KS test)
- Interactive Streamlit dashboard with Plotly visualizations
- Discord webhook alerts for threshold-based notifications
- Docker containerization with GitHub Actions CI
FastAPI
Streamlit
Scikit-learn
Docker
GitHub Actions
Plotly
⚡ Note: This is a prototype system focused on demonstrating end-to-end monitoring. Future improvements include better scalability, feature-level drift tracking, and performance benchmarking.
🤖 Custom Language Model Training
Trained a lightweight 4.2M-parameter language model using PyTorch to understand the end-to-end training workflow.
- Implemented training loop, loss tracking, and evaluation
- Experimented with hyperparameters (learning rate, batch size, sequence length)
- Analyzed training behavior using loss curves
PyTorch
Python
Transformers
🎯 Note: This project focuses on understanding training mechanics and model behavior rather than achieving state-of-the-art performance.
📚 Learning Focus
Currently diving deep into:
- ML systems architecture and design patterns
- Production deployment strategies for ML models
- Monitoring and maintaining ML systems in production
- Cost optimization for inference at scale
Updated: February 2026