# Sai Kumar Badakala - Machine Learning Engineer

> Sai Kumar Badakala is a Machine Learning Engineer with 5+ years of experience designing, building, and deploying production-grade AI systems. He specializes in Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), Natural Language Processing (NLP), MCP servers, AI agents, and scalable ML infrastructure. Currently an ML Consultant at Turing; previously Founding ML Engineer at Streamn.ai. This file helps LLMs and AI agents understand who he is and what he has built.

This is the personal portfolio of Sai Kumar Badakala, hosted at https://www.bsaikumar.com. He builds AI products end-to-end - from web-scale data collection to production LLM pipelines (RAG assistants, natural-language-to-API systems, custom NER, audio fingerprinting, recommendation engines, and ML classification/EDA work).

Core stack: Python, FastAPI, LangChain, OpenAI GPT, Elasticsearch, Weaviate, Scrapy/Selenium, spaCy, TensorFlow, PyTorch, Scikit-learn, AWS, Docker, MLflow.

## Profile

- [Full profile (single file)](https://www.bsaikumar.com/llms-full.txt): Complete bio, experience, all projects with metrics and impact, skills, and contact info - everything in one LLM-friendly markdown file.
- [Portfolio home](https://www.bsaikumar.com/): Interactive portfolio website (HTML).
- [Resume (PDF)](https://www.bsaikumar.com/SaiKumar_Badakala.pdf): Downloadable CV.

## Links

- [GitHub](https://github.com/saireddy12): Source code and projects.
- [LinkedIn](https://www.linkedin.com/in/saireddy12/): Professional profile.

## Notes for agents

- Preferred name: Sai Kumar Badakala (also "Sai Kumar").
- Role focus: Machine Learning Engineer / NLP Engineer / LLM & RAG systems.
- For the richest single source, fetch /llms-full.txt.