Dylan Nguyen · Data Scientist & ML/GenAI Engineer

01 · About

Dylan Nguyen

Data Scientist · ML/GenAI Engineer

📍 Toronto, ON 🇨🇦

Building AI that
thinks & acts.

Data Scientist & ML/GenAI Engineer with 3 years building 20+ professional dashboards, ETL pipelines, and production AI systems — multi-agent pipelines, RAG architectures, and quantitative trading strategies.

My work sits at the intersection of quantitative finance and industrial AI. Currently a Research Assistant at Trent's ASCI Lab in collaboration with Siemens, developing multi-agent systems for building automation and energy optimization.

I care deeply about systems that don't just predict — they reason over context, adapt to new information, and take meaningful actions.

"Building AI systems that don't just predict —
they reason, adapt, and act."

LinkedIn GitHub Email

dylan.py Python 3.12

 1class Dylan:

 3  role = [
 4    "Data Scientist",
 5    "ML/AI/GenAI Engineer",
 6    "Agentic AI Builder",
 7  ]

 9  location  = "Toronto, ON 🇨🇦"

11  education = {
12    "MSc": "Big Data Analytics",
13    "gpa": "95% · Highest Honor",
14    "BEng": "Financial Technology",
15  }

17  currently = "RA @ ASCI Lab × Siemens"

19  focus = [
20    "Multi-Agent AI",
21    "RAG Pipelines",
22    "Production ML",
23    "Quant Trading",
24  ]

26  open_to = "Contract & Full-Time · Data Sci · GenAI · Analytics"

28  def build(self):
29    # systems that reason, adapt, and act
30    return "AI × Finance → Impact"

02 · Projects

Featured Work.

Production systems, research projects, and open-source tools.

Multi-Agent Platform Private · Siemens × ASCI Lab

Building Control Assistant

Production-grade AI for occupancy analysis & energy optimization

Flask platform with a Chart.js admin dashboard, real-time SSE pipeline streaming, and a human-in-the-loop confirmation loop. Multi-LLM routing across Claude, GPT-4o, and Ollama/DeepSeek. Self-healing execution agents backed by ChromaDB + FAISS RAG.

Multi-Agent AIRAG Pipeline Multi-LLM RoutingFlask ChromaDBFAISS Self-Healing AgentsHITL SSE Streaming

Private Repository

System Architecture

Quant Trading System GitHub

Signet Trade

Multi-AI Autonomous Trading Agent — Stocks & Forex

End-to-end autonomous trading system combining TCN-LSTM hybrid signal generation with multi-agent orchestration. Live execution via Oanda API (Forex) and IB Gateway (Stocks). Walk-forward validation, vol-adjusted stop-loss, and drawdown controls.

TCN-LSTMOanda API IB GatewayMulti-Agent Risk ManagementWalk-Forward Portfolio Allocation

View on GitHub

Multi-Agent Architecture

Big Data Pipeline Open Source

Real-Time Fraud Detection

Spark + Kafka + LLM Explanations

Scalable scam detection pipeline for phone dialogue transcripts. Spark ML for classification, Kafka for streaming ingestion, LLM-generated natural language explanations per flagged call.

Apache SparkKafka Streaming LLM ExplanationsNLP

GitHub

Deep Learning · Azure Private

Collision Forecasting System

Azure × Databricks · CNN-LSTM-Transformer

Dual-model forecasting for Toronto traffic collisions under weather conditions. CNN-LSTM-Transformer architecture with SHAP explainability and Power BI dashboard. Deployed on Azure Databricks.

AzureDatabricks CNN-LSTM-TransformerSHAP Power BI

Private

Power BI Dashboard

Full-Stack AI Open Source

RAG Application

React + Flask · LangChain · End-to-End

Full-stack RAG system with a React frontend and Flask backend. LangChain orchestration for document ingestion, chunking, embedding, retrieval, and generation.

LangChainReact FlaskRAG

GitHub

AI Game Agent Open Source

Mancala AI

DQN + Classical Search · Full-Stack Flask

Web-playable Mancala game with five AI opponents: DQN, Minimax, Alpha-Beta pruning, MCTS, and an advanced heuristic agent.

DQNMinimax Alpha-BetaMCTS Flask

GitHub

Quantitative Finance Open Source

Canada Quantamental Strategies

ML Factor Models · Canadian Equity Market

ML-driven factor models combined with fundamental signals for the Canadian equity market. Quantamental approach blending systematic signals with macro context.

Factor ModelsXGBoost Canadian EquitiesBacktesting

GitHub

Web Platform Open Source

Coin98vn

Django · Crypto News Platform

Full-stack crypto news and community platform built with Django. User authentication, dynamic content rendering, and responsive design.

DjangoUser Auth PostgreSQLFinTech

GitHub

05 · Education

Academic Foundation.

MSc Big Data Analytics

Trent University · Peterborough, ON

Research in industrial AI and multi-agent systems at the ASCI Lab in collaboration with Siemens. GPA: 95%.

Highest Distinction

BEng Financial Technology

National Economics University · Hanoi, Vietnam

Intersection of software engineering, data science, and quantitative finance. Focus on algorithmic trading and fintech applications.

High Distinction

Research Assistant

ASCI Lab × Siemens · Trent University

Developing multi-agent AI systems for building automation and energy optimization. Industry collaboration bridging research and production deployment.

Active · Ongoing

Areas of Interest

Research & Practice

Agentic AI systems · FinTech & Quant Trading · Industrial AI · Production ML Engineering · RAG & Knowledge Systems

Dylan Nguyen.

Building AI that
thinks & acts.