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anizzme/README.md

Hi, I'm Anitha.

I'm a Machine Learning and AI Engineer focussed on moving machine learning models out of research environments and into scalable production infrastructure. I specialize in high-throughput API design and multi-agent routing.

Currently, I am building and scaling AI inference architectures using Python and AWS Bedrock.

What to review first

If you are a recruiter or engineer reviewing my profile, here is where you should look based on the architecture you are hiring for:

  • If you care about Multi-Agent Systems & LLM Routing: Review my Support Chatbot. It routes complex queries using deterministic prompting on AWS Bedrock rather than rigid visual builders, validated by a custom LLM-as-a-judge pipeline.
  • If you care about Async Backend API's: Review my Distributed AI Inference API.An async FastAPI service that validates requests with Pydantic, routes them to a model, and stores every result in PostgreSQL through SQLAlchemy with commit and rollback. Currently working on tests, Docker and load testing.
  • If you care about Computer Vision & Deep Learning: Review my PCB Defect Detection repository, where I trained a PyTorch CNN to hit 94.8% validation accuracy on real-world manufacturing data.

Tech Stack

  • Backend: Python, FastAPI, PostgreSQL
  • AI/ML: PyTorch, LangChain, AWS Bedrock, pgvector
  • Infrastructure: AWS, GCP, Docker

Contact

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  1. circuitguard-pcb-defect-detection circuitguard-pcb-defect-detection Public

    CircuitGuard – Deep learning based PCB defect detection and classification system developed during Infosys internship

    Jupyter Notebook

  2. AI_Resume_Screening AI_Resume_Screening Public

    Resume analyzer: Pandas data cleaning + NLP skill extraction + sub-250 ms candidate ranking (TF-IDF, scikit-learn, Streamlit)

    Python

  3. bedrock-agentcore-chatbot bedrock-agentcore-chatbot Public

    Support chatbot on Amazon Bedrock AgentCore (Nova Pro): one prompt routes bugs, FAQs and handoffs, a Lambda guards ticket creation, and Bedrock LLM-as-a-judge scores it.

    Python

  4. fastapi-ai-backend fastapi-ai-backend Public

    async REST API for text inference: FastAPI, PostgreSQL, SQLAlchemy, Pydantic

    Python