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SubaashNair/README.md

Hi, I'm Subashanan Nair

Data Scientist and LLM Practitioner | Educator · Penang, Malaysia

subaashnair

About Me

  • Currently working on PyPI Packages for Data Science, including optimrl for GRPO based RL training of language models
  • Currently learning how to train LLMs from scratch with open source stacks: tokenizer training, pretraining, supervised fine-tuning, and RL
  • Exploring fine-tuning open source models (LoRA, QLoRA, TRL) and LLM evaluation, inference, and serving, with experiment tracking on MLflow
  • Interested in AI agents, tool use, and retrieval augmented generation
  • Currently learning efficient training of small open source language models on consumer hardware using Unsloth, Axolotl, and MLX, with GGUF quantization, llama.cpp, Ollama, and LM Studio for local inference
  • Ask me about Machine Learning, NLP, LLMs, and Data Science
  • Check out my Kaggle Profile for competitions and notebooks

My PyPI Packages

PyPI version
optimrl

Group Relative Policy Optimization for Efficient RL Training
PyPI version
outlier-cleaner

A Python package for detecting and removing outliers in data using various statistical methods and advanced distribution analysis

Connect with me

LinkedIn Hugging Face PyPI Kaggle

Languages and Tools

Programming Languages Python Rust C++ Java Swift MATLAB Bash
Machine Learning & Data Science TensorFlow PyTorch Keras scikit-learn Pandas NumPy SciPy OpenCV Seaborn Hugging Face Gradio MLflow AutoML
LLM & AI Transformers TRL PEFT Unsloth Axolotl MLX llama.cpp Ollama LM Studio
Web & App Frameworks Django Flask FastAPI Streamlit React Expo
Databases SQL MySQL SQLite Supabase
Cloud & DevOps GCP Databricks Docker Linux Git
Visualization & BI Tableau
Other Tools Selenium Postman Arduino Raspberry Pi

GitHub Stats

subaashnair most used languages subaashnair github stats
SubaashNair streak stats

Latest Activity

  1. 🎉 Merged PR #9 in SubaashNair/subashanan-nair-portfolio

Pinned Loading

  1. khayrultw/exam-monitor khayrultw/exam-monitor Public

    Go 1

  2. Penang-Institute/keyPenangMetrics Penang-Institute/keyPenangMetrics Public

    Python 1