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RennaWu/README.md

Hi, I'm Renna 👋

Data & AI Engineering | MSIS @ Northeastern University

📍 Based in Toronto, Canada · 🎓 Graduating Dec 2026 · 💼 Open to Fall 2026 Co-op & Full-Time roles


🔭 About Me

I'm a Master's student in Information Systems at Northeastern University with 6+ years of business experience transitioning into data and AI engineering. I love building systems that turn messy data into clear decisions — from normalized databases to multi-agent AI pipelines.

  • 🛠️ Currently working on: AI Applications (INFO 7375) and Data Architecture for BI (DAMG 7370)
  • 🌱 Learning: distributed systems, agentic AI patterns, LLM fine-tuning on Apple Silicon
  • 👩‍🏫 Teaching Assistant for INFO 5100 (Java Application Engineering) — 2 semesters
  • 🌐 Languages: Mandarin (native) · Japanese (fluent, MBA in Tokyo) · English

🚀 Featured Projects

Project Stack Highlights
Portfolio Risk Radar Python · Claude API · rapidfuzz · Slack Screens entities against 5,800+ UN/UK/World Bank/OFAC sanctions · LLM-as-filter removes 60–80% of false positives
Text-to-SQL LoRA + MLX Qwen 2.5-3B · LoRA · Apple MLX Fine-tuned 3B LLM in ~33 min on MacBook M4 · +4% Exact Match, +12.3% BLEU on held-out test set
Kafka Multi-Agent Fraud Detection Apache Kafka 3.6 · Docker · Python 3-agent event-driven workflow · idempotent processing · KRaft mode · production-style durability
TechFlow RDBMS Oracle 19c · React · Node.js · Express 15-entity 3NF database · 20+ REST endpoints · Led team of 3

💼 Tech Stack

Languages: Python · Java · SQL · JavaScript · Swift
Data & ML: pandas · NumPy · scikit-learn · PyTorch · Hugging Face · rapidfuzz
Databases: Oracle 19c (3NF) · MongoDB · MS SQL Server
Backend & Infra: Node.js · Express · Apache Kafka (KRaft) · Docker · REST APIs
Frontend: React · SwiftUI
AI / LLM: Claude API (Anthropic) · MLX · LoRA · MCP · Prompt Engineering · Multi-Agent Patterns


📜 Certifications (2026)

  • Anthropic: Claude Certified Architect (Foundations) · Building with Claude API · Claude Code in Action · Intro to MCP · Intro to Agent Skills

📫 Connect

Pinned Loading

  1. agentic-ai-pubsub-kafka agentic-ai-pubsub-kafka Public

    Production-style multi-agent fraud detection with Apache Kafka 3.6 (KRaft mode). Bidirectional event loop, idempotency keying, 5-layer evidence chain.

    Python 1

  2. text-to-sql-lora-mlx text-to-sql-lora-mlx Public

    Fine-tuning Qwen 2.5-3B for Text-to-SQL using LoRA + Apple MLX on consumer hardware. +12.3% BLEU, +4% Exact Match in ~33 min on M4.

    Jupyter Notebook

  3. portfolio-risk-radar portfolio-risk-radar Public

    LLM-augmented risk monitoring pipeline. Screens entities against multi-jurisdictional sanctions lists (UN/UK/World Bank/OFAC) + adverse media. Uses Claude for entity disambiguation. Routes alerts t…

    Python 1

  4. wine-quality-prediction wine-quality-prediction Public

    Predicting wine scores from structured metadata using KNN and Random Forest — 130K-record study with business case translation

    Jupyter Notebook 1

  5. techflow-rdbms techflow-rdbms Public

    Full-stack internship recruitment system: Oracle 3NF database (15 entities) + React/Node.js + 20+ REST APIs. Designed ERD, RBAC framework, and built complete frontend. Course project, DAMG 6210 @ N…

    1

  6. product-recommendation-feed product-recommendation-feed Public

    Swift