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kurry/README.md

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🎯 Professional Overview

πŸ’‘ About Me

interface KurryTran {
    // Core Expertise
    readonly roles: ["AI Engineer", "Quantitative Trader", "Systems Architect"];
    readonly experience: {
        total: "14+ years in software engineering",
        ai: "5+ years in production AI/ML",
        trading: "5+ years in quantitative finance"
    };
    
    // Professional Focus
    readonly specialties: [
        "Multi-Agent LLM Systems",
        "Financial AI/ML Pipelines",
        "High-Performance Trading Infrastructure",
        "On-Device ML & Security"
    ];
    
    // Achievements
    readonly metrics: {
        patents: "7 US Patents",
        trading: "$1M+ in Annual Arrival Slippage Reduction",
        automation: "38% faster incident response"
    };
    
    // Current Focus
    readonly currentMission: "Building autonomous AI systems that think and trade";
    readonly philosophy: "Bridging cutting-edge AI with institutional finance";
}

πŸ“Š Key Metrics

🎯 Current Focus

graph TD
    A[πŸ€– Multi-Agent<br/>Systems] --> B[🧠 AI Decision<br/>Making]
    B --> C[πŸ“Š Financial<br/>Markets]
    C --> D[πŸ’° Alpha<br/>Generation]
    D --> A
    
    style A fill:#1f77b4,stroke:#fff,stroke-width:2px,color:#fff
    style B fill:#ff7f0e,stroke:#fff,stroke-width:2px,color:#fff
    style C fill:#2ca02c,stroke:#fff,stroke-width:2px,color:#fff
    style D fill:#d62728,stroke:#fff,stroke-width:2px,color:#fff
Loading

πŸš€ Technology Stack

πŸ€– AI & Machine Learning

OpenAI LangChain Hugging Face LangGraph Ollama TensorFlow PyTorch

πŸ’» Programming & Data Engineering

Python Java Kotlin TypeScript PostgreSQL Redis Apache Kafka

☁️ Cloud & Infrastructure

AWS Kubernetes Docker Terraform Jenkins Prometheus

πŸ“Š Financial & Trading Systems

Bloomberg BLPAPI EMSX QuantLib Alpha Architect


🎨 Work Experience & Featured Projects

πŸš€ Project πŸ“– Description ⚑ Tech Stack πŸ”— Links
Android CI/CD & Architecture
May 2025
A comprehensive case study of a modern Android application's CI/CD pipeline and clean architecture implementation. Covers secure development practices, multi-environment support, and automated testing strategies. Kotlin Android Jetpack Compose πŸ“‚ Repo β€’ 🌐 Case Study
Hedge Fund Analyst
May 2025
Advanced analytics toolkit for hedge fund research, portfolio optimization, and risk management. Python Pandas NumPy πŸ“‚ Repo β€’ 🌐 Case Study
Earnings Call Analysis
May 2025
NLP-powered sentiment analysis of earnings calls with predictive market impact modeling. Python Transformers Scikit Learn πŸ“‚ Repo β€’ 🌐 Case Study
UNH Case Study
May 2025
Comprehensive Python-based analytical framework and case study for UNH research project. Python Jupyter Matplotlib πŸ“‚ Repo β€’ 🌐 Case Study

πŸ”¬ AI Research & Datasets

Hugging Face Profile

πŸ“Š Featured Datasets

Dataset Description Records Time Period Key Features
S&P 500 Earnings Transcripts Complete transcripts of quarterly earnings calls 33,000+ 2005-2025 Structured speaker segmentation, company metadata, temporal data
S&P 500 Tone Dataset Tone dispersion metrics from S&P 500 earnings calls 33,362 2005-2025 Captures sentiment variability, useful for market prediction models
Institutional Holdings 13F Quarterly 13F filings from institutional investors 179 quarters 1980-2024 Includes holdings data, investor embeddings, and asset embeddings

πŸ“š Research Applications

Financial Analysis: Extract insights from earnings calls and SEC filings β€’ Sentiment Tracking: Monitor executive tone and market sentiment β€’ Institutional Research: Analyze hedge fund positions and investment strategies β€’ Market Prediction: Build models using alternative data sources


🧬 Patent Portfolio

Innovation Areas: Secure Systems β€’ AI/ML β€’ Fintech β€’ Authentication β€’ Blockchain β€’ Document Authorization
Patent Assignee: Capital One Services, LLC
Co-Inventors: Zhe Liu, Jeremy J. Phillips, Kurry Lu Tran

πŸ“‹ View Patent Details
🏷️ Patent ID πŸ“‹ Title πŸ“… Date πŸ”— Link
US-2021201259-A1 Intelligence platform for scheduling product preparation and delivery 2021-07-01 πŸ” View
US-11636541-B2 Secure system 2023-04-25 πŸ” View
US-12182816-B2 Transaction confirmation and authentication based on device sensor data 2024-12-31 πŸ” View
US-2024394675-A1 Aggregation of ATM device-related information and/or factor-based selection of an ATM device 2024-11-28 πŸ” View
US-2020118073-A1 Blockchains for secured transport of a tangible financial product 2020-04-16 πŸ” View
US-11816674-B2 Methods, mediums, and systems for document authorization 2023-11-14 πŸ” View
US-11393204-B2 Monitoring systems and methods 2022-07-19 πŸ” View

πŸ“ˆ GitHub Analytics

Kurry's GitHub stats

Top Languages

GitHub Activity Graph

GitHub Streak


πŸŽ“ Education & Certifications


B.S. Computer Engineering
New York, NY

B.A. Economics & Mathematics
Middletown, CT

Amazon Web Services (AWS)
AWS Certified Solutions Architect - Associate

πŸ“… Issued: August 2017 β€’ Expired: August 2019
🏷️ Credential ID: BTLJQ0RKC2V11D5P


🌱 Beyond the Code


Chasing the next encore

Predicting the play, one stat at a time

Navigating investment landscapes

Collecting experiences, not just stamps

Inspired by structural artistry

Pondering consciousness & AI ethics

Footer

πŸ’­ Philosophy

"Building AI systems that don't just compute, but truly understand β€” bridging the gap between artificial intelligence and authentic insight."

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