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πŸ’­
Sailaja Morrennagari
πŸ’­
Sailaja Morrennagari

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Sailaja-ASB/README.md

Hi, I'm Sailaja πŸ‘‹

AI/ML Engineer β€” I build production ML systems and Generative AI applications: RAG pipelines, agentic workflows, and MLOps on AWS.

πŸš€ Currently: AI/ML Engineer @ UnitedHealth Group β€” clinical risk scoring, RAG document search, and ML platform/CI/CD πŸŽ“ MS in Computer Science (Machine Learning), University of South Dakota πŸ’‘ 6+ years across data engineering β†’ data science β†’ AI/ML engineering 🧩 400+ LeetCode problems solved (223 in C++, 186 in Python)


πŸ”₯ Featured Projects

πŸ€– Local Agentic Copilot β€” Local-first agentic RAG system with hybrid retrieval (dense + BM25), cross-encoder reranking, page-aware PDF citations, deterministic guardrails, and a multi-agent self-correction loop. Runs fully local on Ollama + Qwen, with reproducible evals and automated tests.
πŸ”— https://github.com/Sailaja-ASB/local-agentic-copilot

πŸ“ˆ Deep RL for Stock Trading β€” PPO, A2C, and Double DQN agents trained on real market data in a custom trading environment, with architecture tuning and reward shaping to control overfitting.
πŸ”— https://github.com/Sailaja-ASB/Deep-RL-Stock-Trading

πŸ’³ Credit Card Fraud Detection β€” Machine learning models for detecting fraudulent credit card transactions.
πŸ”— https://github.com/Sailaja-ASB/Credit-Card-Fraud-Detection

✍️ Fake Reviews Detection (NLP) β€” Fake vs. real review classification with NLP preprocessing, TF-IDF, and ML classifiers.
πŸ”— https://github.com/Sailaja-ASB/Fake-Reviews-Detection-NLP


πŸ› οΈ Tech Stack

Python C++ PyTorch TensorFlow LangChain AWS Docker Kubernetes MLflow

Languages: Python, C++, SQL Β· ML/AI: PyTorch, TensorFlow, scikit-learn, XGBoost Β· GenAI: LangChain, FAISS, ChromaDB, RAG, embeddings, prompt engineering, agentic workflows Β· Data: PySpark, Kafka, Airflow, Snowflake Β· MLOps: SageMaker, MLflow, Docker, Kubernetes, GitHub Actions, Prometheus, Grafana


πŸ“Š GitHub Stats

Sailaja's GitHub stats Top Langs


πŸ”— Connect With Me

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  1. local-agentic-copilot local-agentic-copilot Public

    Local-first Agentic RAG copilot with hybrid retrieval, cross-encoder reranking, page-aware citations, deterministic guardrails, and multi-agent self-correction.

    Python 1

  2. Deep-RL-Stock-Trading Deep-RL-Stock-Trading Public

    Deep reinforcement learning and trading strategies on stock market data

    Jupyter Notebook

  3. Face-Recognition-Project Face-Recognition-Project Public

    Face recognition using OpenCV / deep learning.

    Jupyter Notebook

  4. Fake-Reviews-Detection-NLP Fake-Reviews-Detection-NLP Public

    Detecting fake vs real reviews using NLP techniques.

    Jupyter Notebook

  5. Image-Classification-CV Image-Classification-CV Public

    Computer vision project in Python (Jupyter Notebook).

    Jupyter Notebook