Skip to content
View cordovank's full-sized avatar
0 followers · 2 following

Highlights

  • Pro

Block or report cordovank

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
cordovank/README.md

Hi, I'm Nellie 👋

ML Engineer Practitioner building RAG systems, agentic workflows, and end-to-end ML pipelines.
Georgia Tech OMSCS (ML specialization) · 2 years production SWE at JPMorgan · Bilingual EN/ES

Ask my TwinBot about my projects, skills, or experience.

Featured Work

🔍 Modular RAG
Production-oriented RAG framework. Hybrid retrieval (BM25 + FAISS + RRF + MMR), explicit wiring, observability-first. Computation and control separated by design.

🍽️ Plate2Recipe
Multimodal pipeline: ViT ingredient recognition → GPT-2/LSTM recipe generation.
Key finding: lower training loss (100k samples) produced worse outputs than a smaller, better-tuned run (10k samples) — quality ≠ loss.

📋 HireSignal
Schema-first job posting extraction pipeline — two LLM calls, everything else deterministic Python. Pydantic-enforced structured extraction, Jinja2 rendering, QA audit gate, alias-aware skill match scoring, and a SQLite job tracker. Handles employment, freelance, and internship postings. Streamlit UI + CLI.

🔭 Currently working on: adding retrieval evaluation (Hits@k, MRR) to Modular-RAG
💬 Ask me about: RAG system design · hybrid retrieval · reliable agentic pipelines
📫 Reach me: cordova.nellie@outlook.com.com · LinkedIn
🌐 Portfolio: cordovank.github.io
📄 Resume: ML Engineer
🔍 Open to: ML Engineer · AI Engineer · LLM Engineer roles

Pinned Loading

  1. cordovank.github.io cordovank.github.io Public

    My Portfolio Website

    HTML

  2. Modular-RAG Modular-RAG Public

    Modular RAG framework with reusable computation modules and composable execution flows.

    Python 1

  3. Agentic-AI Agentic-AI Public

    Exploring Agentic AI using LLMs, CrewAI, LangGraph, AutoGen and MCP by building real-world projects.

    Jupyter Notebook

  4. Plate2Recipe Plate2Recipe Public

    Multimodal CV + NLP - Transforming Food Images into Recipe

    Jupyter Notebook

  5. GT-NLP GT-NLP Public

    End-to-end NLP from classic classifiers to modern neural architectures.

    Jupyter Notebook

  6. crm-ticketing-system crm-ticketing-system Public

    Lightweight enterprise CRM and ticketing microservice with a FastAPI backend and Gradio-based UI

    Python

⚡