AUNG KYAW WIN

DATA SCIENTIST

AI-ASSISTED WORKFLOWS · EMPIRICAL DATA SCIENCE · PRODUCTION RPA

10 PROJECTS

I build data products that sit at the interaction of AI, automation, and analytics. My work ranges from machine learning, data analytics, and research to workflow automations, algorithmic trading, and internal AI assistants.

I like building things that make someone else's job easier. Over the past few years, I've developed predictive models, created business intelligence dashboards, automated reporting workflows, and built AI-powered tools for enterprises across education, consulting, law, and social impact.

And I like working across the entire project's lifecycle - understanding the problem, cleaning and analyzing data, building systems, and delivering tools that people actually use. I recently graduated Magna Cum Laude with a degree in Statistics and Data Science, and I'm excited to continue building systems at the intersection of data, AI, and automation.

10Projects in production & research
06Professional engineering roles
03Domains — Environmental, Education & Law
04Countries — Companies across 4 countries

How I Think & Build

First principles. Systems that solve real problems.

STEP 1Deconstruct

Understand the human problem first — what manual friction is someone experiencing daily?

STEP 2Audit Data

Investigate inputs rigorously. Clean, normalize, and eliminate leakage before modeling.

STEP 3Architect

Design modular, deterministic pipelines uniting sequence models with reliable automation.

STEP 4Stress-Test

Backtest against unseen edge cases, simulate real environments, and audit failure modes.

STEP 5Deliver

Deploy resilient tools with automated monitoring that make someone else's job simpler.

Engineering Stack:

Root-Cause Thinking(User-first diagnosis)
Deterministic Automation(Python, n8n & Power Automate)
Applied Machine Learning(LSTM, PyTorch & Transformers)
Production Reliability(Scheduled cloud VMs & alerts)
The work · 10 projects
Autonomous Algorithmic Trading Agent
Senior Capstone

Autonomous Algorithmic Trading Agent

Quantitative AI · Algorithmic Trading · 2024–2026

Candlestick Pattern Image Classifier
Hugging Face Space

Candlestick Pattern Image Classifier

Deep Learning · Computer Vision · 2024

Financial Tweet Sentiment Classifier
Hugging Face Space

Financial Tweet Sentiment Classifier

NLP · Sentiment Analysis · 2024

Instagram Reels Recommendation System
Streamlit App

Instagram Reels Recommendation System

Machine Learning · Graph Algorithms · 2024

How Data Can Help Delhi Breathe Again
Research Article

How Data Can Help Delhi Breathe Again

Environmental Analytics & Storytelling · 2023

Financial Transactions & Credit Limit Prediction
Research Report

Financial Transactions & Credit Limit Prediction

Data Engineering · Econometrics · 2023

Flipkart Webscraping for NLP Sentiment Analysis
Data Crawler

Flipkart Webscraping for NLP Sentiment Analysis

Web Automation · RPA & NLP · 2023

Hatespeech Detection
Streamlit App

Hatespeech Detection

NLP · Text Classification · 2023

Customer Segmentation For Online Retail Store
Streamlit App

Customer Segmentation For Online Retail Store

Unsupervised ML · RFM Analytics · 2023

Market Munch
Market Analytics

Market Munch

Commercial Analytics & Forecasting · 2023

← Scroll down to scrub horizontal runway →10 Projects Total

Professional Experience.

✦ 6 ROLES · ENTERPRISE AI, APPLIED DATA SCIENCE & WORKFLOW AUTOMATION

  • Automated cross-functional workflows using Python, n8n, and MS Power Automate, reducing manual processing time by 30% across core agency operations.
  • Architected and deployed an internal knowledge chatbot leveraging Microsoft Copilot, reducing organizational data retrieval times by 50-60% and securing internal data access.
  • Spearheaded technical rollouts and a monthly AI workshop series for non-technical employees, directly increasing internal AI tool adoption and cross-departmental productivity.
  • Built modular engineering pipelines for large-scale grant discovery, knowledge retrieval, and research synthesis, cutting time-to-insight by 50% and accelerating project proposal pipelines.
Technologies:Pythonn8nMS Power AutomateMicrosoft CopilotRAGLLMs

Inside a live build · Flagship Capstone

01 / 07·THE AGENT

Autonomous Algorithmic Trading Agent.

AI quant agent combining LSTM sequence modeling with FinBERT NLP sentiment to predict stock & crypto asset price movements and execute automated trades.

autonomous-trading-agent · quant alpha arena
01 / 07
Sculpted Golden Bull Charging
Sculpted Silver Bear Charging
Autonomous Algorithmic Trading Agent Standoff
COLLISION DISTANCE: 100%
LAYER 1 ACTIVE · DUAL-STREAM ALPHA ARCHITECTURE

The stack

The toolbox.

Quantitative AI sequence networks, deterministic workflow automations, and robust cloud deployment pipelines. Pick a discipline to filter the field.

  • PythonPython
  • PyTorch
  • LSTM Networks
  • FinBERT NLP
  • VectorBT Backtesting
  • Scikit-Learn
  • XGBoost
  • NumPy
  • Selenium Headless RPA
  • n8n Workflows
  • MS Power Automate
  • Microsoft Copilot Agents
  • Google Apps Script
  • Microsoft Power BI
  • DAX Formulations
  • Pandas Dataframes
  • SQL & Relational Schemas
  • R Programming
  • Econometric Modeling
  • Vision Transformers (ViT)
  • CardiffNLP RoBERTa
  • Hugging Face Transformers
  • RAG Retrieval Pipelines
  • Gradio Web UI
  • Azure Linux Virtual Machines
  • Streamlit Dashboards
  • GitHub ActionsGitHub Actions CI/CD
  • tmux Daemon Management
  • GitHubGit & Version Control

Plus the glue — automated testing · CI/CD pipelines · system documentation · English & Burmese

Education & Honors.

✦ DUAL DEGREE PROGRAM · 2 PARTNER INSTITUTIONS
Aug 2022 – Jun 2026 · Dual Degree Program

Bachelor of Arts in Statistics and Data Science (SDS)

Bard College (New York) | Parami University

Dual undergraduate degree uniting rigorous statistical theory from Bard College with international data science practicums across education and trade policy.

Cumulative Standing
3.55/ 4.00 CGPA
Magna Cum Laude

Distinctions & Fellowships:

✦Magna Cum Laude graduate in Statistics and Data Science
✦Rising Generation Summer Internship 2024 Recipient — Cassidy Levy Kent LLP (Washington D.C.)
✦Parami Undergraduate Scholar award recipient
Curriculum: Probability · Econometrics · Machine Learning · AlgorithmsView Full CV PDF↗

Life & Philosophy

Beyond Work.

Outside of work, I enjoy bowling, board games, badminton, and exploring new places. I'm also a fan of story-driven video games—the kind that makes you lose track of time. I also have a habit of picking up random interests just to understand how they work.

I rarely leave a board game unfinished, and I'm pretty good at bowling!

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