I’m Uthuralakshmi M, an aspiring AI & Generative AI Engineer based in Chennai.
I’m Uthuralakshmi M, an aspiring AI & Generative AI Engineer based in Chennai. I enjoy building practical AI systems that combine machine learning with real-world workflows—especially RAG-based document assistants, semantic search, and AI agents that can use tools and produce structured, reliable outputs.
I’ve worked on projects like a PDF question-answering assistant using Gemini, embeddings, and ChromaDB (with citations and evidence checks), an AI customer support agent with return workflows and human-in-the-loop approvals, and a data analysis agent that uses tool calling for pandas-driven insights. I’m actively learning and applying reliability practices like JSON schema validation and guardrails (including PII detection) to make these systems dependable and user-friendly.
A Machine Learning project that predicts whether a hotel booking will be cancelled using customer and booking information.
Technologies: Python, Pandas, Scikit-learn, Random Forest, Machine Learning, LLM, JSON Guardrails.
Links:https://www.twine.net/signin
AI Customer Support Agent
An AI-powered customer support application that answers FAQs, looks up orders, handles return requests, and escalates unsupported queries for human assistance.
Technologies: Python, Gemini API, Streamlit, AI Agents.
Link:https://www.twine.net/signin
An AI-powered document assistant that reads PDF documents, answers user questions, and provides source citations using Retrieval-Augmented Generation (RAG).
Technologies: Python, LangChain, ChromaDB, Embeddings, Gemini API, Streamlit.
Links:
An AI agent that analyzes sales data, identifies trends, calculates revenue, and answers business questions using natural language.
Technologies: Python, Pandas, Gemini API, AI Agents, Streamlit.
Links:
GitHub: https://www.twine.net/signin
Description: - Developed AI-powered applications using Python and Generative AI. - Built an advanced RAG Document Assistant. - Developed an AI Customer Support Agent. - Created an AI Data Analyst Agent for business data analysis. - Built a Machine Learning model for hotel booking cancellation prediction.
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