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aakash1552005/README.md

Hi there, I'm Aakash S S πŸ‘‹

πŸ€– AI & Machine Learning Engineer Β· Full-Stack ML Builder Β· Open-Source Contributor

CSE Student @ Vel Tech, Chennai

LinkedIn Β Β  Portfolio Β Β  Gmail Β Β  LeetCode


πŸ§‘β€πŸ’» About Me

  • πŸŽ“ Computer Science Engineering student at Vel Tech, Chennai, specializing in AI, Machine Learning, and MLOps.
  • πŸ“Ό Author & Maintainer of rerunner (PyPI) β€” Deterministic record-and-replay engine for offline testing and debugging of LLMs and AI agents.
  • 🌐 Open Source Contributor:
    • kedro-plugins: 3 merged PRs (#1536, #1538, #1543) improving dataset serialization, test coverage, and documentation.
    • sktime: Merged PR #11445 (forecasting horizon API modernization); authored PR #11448 whose foundation model streaming update pattern was adopted across 6 models (Issue #11245).
    • cleanlab, zenml, kedro, and evidently: Actively fixing NumPy 2.0 / Python 3.12 compatibility, retry backoffs, and distributed runner pipelines.
  • πŸ›°οΈ Built SatQuery-AI for SIH 2026 (ISRO / SAC) β€” multimodal Earth observation AI integrating SAR-optical fusion and deterministic GIS verification.
  • πŸš€ Engineered the Smart Child Nutrition Deficiency Tracking System, deployed across 10 districts (under review for IEEE conference publication).
  • πŸ“ Chennai, India Β· πŸ“¬ aakash1552005@gmail.com

πŸ“¦ Featured Project: rerunner

PyPI Version License Python Versions

rerunner records external API interactions (OpenAI, Anthropic, Gemini, HTTP APIs) into deterministic cassettes, enabling fast, offline, zero-token-cost CI test execution and time-travel debugging.

  • ⚑ Server-Sent Events (SSE) Replayer: Deterministically replays streaming tokens for OpenAI and Anthropic SDKs without network access.
  • ☁️ Pluggable Storage: First-class support for Local, AWS S3 (s3://), and Google Cloud Storage (gs://) backends.
  • πŸ›‘οΈ Automated Sanitization: Masks API keys, JWTs, emails, phone numbers, and IP addresses before cassettes are written to disk.
  • πŸ“Š OpenTelemetry Export: Native telemetry export for request latency, cost savings, and token distribution analysis.
pip install rerunner

🌐 Open Source Contributions

Project Stars Status What I Built / Fixed
kedro-org/kedro-plugins 9.3k+ ⭐ 3 Merged Β· 7 Active β€’ PR #1536 & PR #1538: Merged into main (CSVDataset index rationale & HoloViews Python 3.10 fixes).
β€’ PR #1543: Merged into main (experimental dataset YAML documentation).
β€’ PR #1545 & PR #1546: SQLTableDataset preview schema fix & PathLike support across 11 datasets.
BerriAI/litellm 18k+ ⭐ Maintainer Reviewed β€’ PR #46887: Multi-byte UTF-8 incremental chunk decoder for SageMaker event streams.
β€’ PR #46900: Enforced team member overall budget cap on router fallback targets with zero-cost primary models.
sktime/sktime 3.5k+ ⭐ 1 Merged Β· Blueprint Adopted β€’ PR #11445: Merged into main (forecasting horizon API modernization).
β€’ PR #11448: Zero-shot TimerForecaster streaming update logic adopted as reference architecture across 6 foundation models (Issue #11245).
cleanlab/cleanlab 10k+ ⭐ Active PRs β€’ PR #1343: Fixed ranking cutoff bounds in token classification.
β€’ PR #1344: Added bounding box normalization and migrated to NumPy 2.0 np.isin.
zenml-io/zenml 4.1k+ ⭐ Active PRs β€’ PR #5346: Fixed step retry exponential backoff calculation.
β€’ PR #5347: Fixed remote S3/GCS cloudpickle materializer check.
β€’ PR #5348: Implemented global active project fallback.
kedro-org/kedro 9.3k+ ⭐ Under Review β€’ PR #5811: Modernized DaskRunner distributed deployment guide and native CLI runner parameters.
evidentlyai/evidently 5.5k+ ⭐ Active PR β€’ PR #1955: Resolved Python 3.12+ regex syntax warnings and NumPy 2.0 compatibility layer.

πŸ› οΈ Tech Stack

Python PyTorch TensorFlow Scikit-Learn XGBoost Pandas NumPy SQL PostgreSQL Power BI FastAPI Flask Next.js Supabase Docker Kubernetes Prometheus Jenkins Git VS Code


⭐ "Turning data into decisions, one model at a time."

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