Aung Kyaw Win

Selected Work

Every project started with a question worth answering—and ended with something people could actually use.

Capstone Project
FinancePythonTransformer Model

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.

Backtest Return
+1,305.23%
Bear Protection
-6% vs -19.4% S&P
Execution
24/7 Azure VM
View Full Capstone DetailsCodeThesis PDF
Autonomous Algorithmic Trading Agent

All Projects

9 Projects
A Candlestick Image Classifier
FinancePythonVision TransformerHugging Face+3

A Candlestick Image Classifier

A Deep Learning ViT Custom Trained Model For Candlestick Pattern Recognition

A Reels Recommendation Algorithm
OOPPythonAlgorithmsData Structures+2

A Reels Recommendation Algorithm

A recommendation system that suggests relevant Instagram Reels using graph algorithms, content analysis, and engagement metrics.

Financial Tweets Sentiment Classification Using Hugging Face Models
FinancePythonTransformer ModelHugging Face+4

Financial Tweets Sentiment Classification Using Hugging Face Models

A financial tweet and news sentiment classification model using Hugging Face transformers to predict bullish, bearish, or neutral sentiment.

How Data Can Help Delhi Breathe Again
Data AnalysisPythonPlotlyPandas+2

How Data Can Help Delhi Breathe Again

Analyzing AQI levels in Delhi & figuring out the possible reasons

Financial Transactions Analysis & Credit Limit Prediction
Data EngineeringRMachine LearningFinancial Analysis+1

Financial Transactions Analysis & Credit Limit Prediction

Analyzing and predicting financial behaviors using real-world transaction data.

Flipkart Webscraping for NLP Sentiment Analysis
Product AnalyticsPythonWeb ScrapingSelenium+2

Flipkart Webscraping for NLP Sentiment Analysis

Building a custom NLP sentiment dataset from scratch using Selenium

Hatespeech Detection
NLTKScikit-LearnPythonSentiment Analysis+3

Hatespeech Detection

A web app to detect hateful speech from text data

Customer Segmentation For Online Retail Store
ClusteringPythonScikit-LearnStreamlit+2

Customer Segmentation For Online Retail Store

Using Clustering Algorithms to Gain Insights into Customer Behavior

Market Munch
SERP APIData AnalysisPythonStatsmodels+1

Market Munch

Using data to analyze market conditions on U.S. restaurant scene for entrepreneurs