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๐Ÿ‘‹ Hi, I'm Bryan Chung โ›…

Data Scientist & Treasury Associate | Transforming Data into Strategic Impact

LinkedIn GitHub Kaggle Website


๐ŸŒŸ About Me

I'm a Data Scientist and Treasury Associate with a passion for transforming complex data into actionable insights and innovative solutions. With over 3 years of hands-on experience in finance, analytics, blockchain technology, and AI development, I specialize in:

  • ๐Ÿ’ก Building automated workflows and intelligent systems using Blockchain APIs, Machine Learning, and AI
  • ๐Ÿ“Š Creating interactive dashboards and data visualization tools that drive strategic decision-making
  • ๐Ÿ”— Leveraging blockchain technology for treasury operations and financial innovation
  • ๐Ÿค– Developing AI-powered solutions including GPT-based automation and NLP systems
  • ๐Ÿš€ Contributing to open-source projects and blockchain communities (SUI, Freqtrade)

Currently: Treasury Associate at Crypto.com | Former: Data Analyst at Hong Kong Economic Times Group (U Lifestyle) and Data Science Intern at A.S. Watson Group


๐Ÿ’ผ Professional Experience

Treasury Associate @ Crypto.com

June 2024 - Present | Hong Kong

  • ๐Ÿ”ง Treasury Automation: Engineered and deployed automated treasury workflows using Blockchain APIs, reducing manual reporting time by 40% and streamlining operational processes
  • ๐Ÿ“ˆ Data Visualization: Developed interactive dashboards with Tableau and Google Looker Studio to provide real-time insights for blockchain and trading teams
  • ๐ŸŽฏ Impact: Enhanced decision-making efficiency and operational transparency through data-driven analytics solutions
  • ๐Ÿ› ๏ธ Tech Stack: Blockchain APIs, Python, Tableau, Google Looker Studio, SQL, AWS

June 2023 - May 2024 | Hong Kong

  • ๐Ÿ“Š Business Intelligence: Built comprehensive business dashboards using AWS QuickSight, AWS Athena, and Google Looker Studio, delivering actionable insights that increased team productivity by 30%
  • ๐Ÿค– AI Development: Developed and deployed a GPT-powered auto-comment bot to streamline editorial content workflows and improve user engagement
  • ๐Ÿ“ฑ Analytics Integration: Leveraged Google Analytics, Data.ai, and custom data pipelines to track and optimize content performance across digital platforms
  • ๐ŸŽ“ Machine Learning: Implemented ML models for content recommendation and user behavior analysis
  • ๐Ÿ› ๏ธ Tech Stack: AWS (QuickSight, Athena, S3), Python, SQL, Google Analytics, Google Looker Studio, OpenAI API, Data.ai

Data Science Intern @ A.S. Watson Group

October 2022 - May 2023 | Hong Kong

  • ๐Ÿ” NLP Enhancement: Improved the Retail NLP system on Databricks, increasing prediction accuracy by 15% through advanced natural language processing techniques
  • ๐Ÿ”„ Data Integration: Created automated Python functions to seamlessly integrate Oracle and Azure databases, reducing data processing time by 25%
  • ๐Ÿš€ Search Optimization: Optimized the SRC model for keyword selection, significantly boosting search efficiency and user experience
  • ๐Ÿ› ๏ธ Tech Stack: Databricks, Python, PySpark, Oracle, Azure, NLP, Machine Learning

Web Designer & Data Analysis Intern @ Zhen Fu Consulting & Technology Limited

February 2022 - October 2022 | Hong Kong

  • ๐ŸŽจ Web Development: Designed and developed responsive websites using HTML, CSS, and JavaScript, delivering modern and user-friendly interfaces
  • ๐Ÿ“Š Data Analysis: Conducted comprehensive data analysis to support client projects, improving client satisfaction by 20% through data-driven design recommendations
  • ๐Ÿ› ๏ธ Tech Stack: HTML, CSS, JavaScript, Python, Data Analysis Tools

Part-time Assistant @ Ricacorp Properties Limited

August 2021 - February 2022 | Hong Kong

  • ๐Ÿ“‹ Administrative Excellence: Supported office operations and client coordination, streamlining processes and contributing to a 15% increase in client engagement
  • ๐Ÿค Client Relations: Enhanced communication workflows and organizational efficiency through effective stakeholder management
  • ๐Ÿ› ๏ธ Skills: Office Administration, Client Communication, Project Coordination

๐ŸŽ“ Education & Certifications

Bachelor of Science in Data Science

Expected Graduation: 2025

Certifications

  • ๐Ÿ… IBM Data Science Professional Certificate (2022)
    • Comprehensive program covering Machine Learning, Data Analysis, Python, SQL, Data Visualization, and Statistical Analysis
  • ๐ŸŽ“ Google Analytics Certification
  • ๐Ÿ“Š AWS Cloud Practitioner (In Progress)

๐Ÿš€ Featured Projects & Contributions

Crypto.com Treasury Automation Platform (2024 - Present)

  • Automated blockchain treasury workflows and reporting systems
  • Built real-time monitoring dashboards for trading and blockchain operations
  • Technologies: Blockchain APIs, Python, Tableau, Looker Studio

GPT-Powered Auto-Comment Bot (2023)

  • Developed an AI-powered content automation system for editorial workflows at HKET Group
  • Implemented natural language generation for context-aware commenting
  • Technologies: OpenAI GPT API, Python, AWS Lambda, SQL

Business Intelligence Dashboards (2023-2024)

  • Created comprehensive BI dashboards for digital content analytics
  • Integrated multiple data sources (Google Analytics, Data.ai, AWS)
  • Technologies: AWS QuickSight, Athena, Google Looker Studio, Python

Freqtrade Trading Strategies (Open Source)

  • Developed and shared algorithmic trading strategies on GitHub
  • Active contributor to the Freqtrade community
  • Technologies: Python, Pandas, Technical Analysis

SUI Blockchain Community Development (2024)

  • Active contributor to SUI blockchain ecosystem
  • Participated in community initiatives and technical development
  • Technologies: Blockchain, Move Language, Smart Contracts

Retail NLP Enhancement Project (2022-2023)

  • Enhanced A.S. Watson's Retail NLP system on Databricks
  • Improved accuracy by 15% through advanced NLP techniques
  • Technologies: Databricks, PySpark, NLP, Machine Learning

๐Ÿ› ๏ธ Technical Skills & Expertise

Programming Languages

  • ๐Ÿ Python (Advanced) - NumPy, Pandas, Scikit-learn, TensorFlow, PyTorch
  • ๐Ÿ—„๏ธ SQL (Advanced) - PostgreSQL, MySQL, Oracle, MS SQL Server
  • ๐Ÿ’ป JavaScript (Intermediate) - React, Node.js, ES6+
  • ๐ŸŒ HTML/CSS (Intermediate) - Responsive Design, Bootstrap, Tailwind CSS
  • ๐Ÿ“Š R (Basic) - Statistical Analysis, Data Visualization

Data Science & Machine Learning

  • ๐Ÿ“Š Statistical Analysis & Hypothesis Testing
  • ๐Ÿค– Machine Learning (Supervised & Unsupervised Learning)
  • ๐Ÿง  Deep Learning (Neural Networks, CNNs, RNNs)
  • ๐Ÿ“ Natural Language Processing (NLP)
  • ๐Ÿ”ฎ Predictive Modeling & Forecasting
  • ๐Ÿ“ˆ Time Series Analysis
  • ๐ŸŽฏ Feature Engineering & Model Optimization

Cloud & Big Data

  • โ˜๏ธ AWS - QuickSight, Athena, S3, Lambda, EC2, RDS
  • ๐ŸŒฉ๏ธ Azure - Azure Data Lake, Azure ML
  • โšก Databricks - PySpark, MLflow, Delta Lake
  • ๐Ÿ”ฅ Google Cloud Platform - BigQuery, Cloud Storage

Data Visualization & BI Tools

  • ๐Ÿ“Š Tableau (Advanced)
  • ๐Ÿ“ˆ Google Looker Studio (Advanced)
  • ๐Ÿ“‰ Power BI (Intermediate)
  • ๐Ÿ“ฑ Google Analytics (Advanced)
  • ๐ŸŽจ Plotly, Matplotlib, Seaborn

Blockchain & Cryptocurrency

  • ๐Ÿ”— Blockchain APIs (Integration & Development)
  • ๐Ÿ’ฐ Cryptocurrency Trading & Analytics
  • ๐Ÿ” Smart Contract Understanding
  • โ›“๏ธ SUI Blockchain Development
  • ๐Ÿ“Š On-chain Data Analysis

AI & Automation

  • ๐Ÿค– OpenAI API (GPT-3.5, GPT-4)
  • ๐Ÿ”„ Process Automation (Python Scripts, AWS Lambda)
  • ๐ŸŽฏ AI-Powered Content Generation
  • ๐Ÿ“ง Automated Reporting Systems

Version Control & Collaboration

  • ๐Ÿ”€ Git & GitHub (Advanced)
  • ๐Ÿ‘ฅ Collaborative Development
  • ๐Ÿ“ฆ CI/CD Pipelines

Soft Skills

  • ๐ŸŽฏ Strategic Thinking & Problem Solving
  • ๐Ÿ“Š Data-Driven Decision Making
  • ๐Ÿค Cross-Functional Collaboration
  • ๐Ÿ“ˆ Project Management & Agile Methodologies
  • ๐Ÿ’ฌ Technical Communication & Presentation
  • ๐ŸŒŸ Leadership & Mentoring

๐Ÿ“Š GitHub Stats

Bryan's GitHub Stats

Top Languages

GitHub Streak


๐ŸŒฑ Current Focus & Learning

  • ๐Ÿ” Advanced Blockchain Development - Exploring smart contract development and DeFi protocols
  • ๐Ÿค– Large Language Models - Building advanced AI applications with GPT-4 and Claude
  • โ˜๏ธ Cloud Architecture - Pursuing AWS Solutions Architect certification
  • ๐Ÿ“Š Advanced Analytics - Real-time data streaming and processing with Apache Kafka
  • ๐ŸŽฏ Trading Algorithms - Developing sophisticated algorithmic trading strategies

๐Ÿ’ก Areas of Interest

  • ๐Ÿ”— Blockchain & DeFi - Decentralized finance, smart contracts, Web3 applications
  • ๐Ÿค– Artificial Intelligence - Generative AI, computer vision, reinforcement learning
  • ๐Ÿ“Š Financial Technology - Algorithmic trading, risk management, portfolio optimization
  • ๐ŸŒ Data Engineering - Building scalable data pipelines and infrastructure
  • ๐ŸŽฎ Gaming Analytics - Player behavior analysis and game economy optimization

๐ŸŒŸ Personal Philosophy

"I believe in the power of data to transform businesses and create positive societal impact. My mission is to design and develop AI and blockchain solutions that make data accessible, actionable, and impactful for everyone."


๐ŸŽฏ What I Bring to the Table

  • โœ… 3+ years of professional experience in data science, analytics, and treasury operations
  • โœ… Proven track record of delivering measurable results (40% time reduction, 30% productivity increase)
  • โœ… Full-stack data expertise - from data collection to visualization and deployment
  • โœ… Cross-industry experience - Finance, Media, Retail, Blockchain
  • โœ… Continuous learner - Always exploring new technologies and methodologies
  • โœ… Team player - Excellent communication and collaboration skills
  • โœ… Innovation-driven - Passionate about leveraging cutting-edge technologies

๐ŸŽฎ Beyond Work

When I'm not coding or analyzing data, you'll find me:

  • ๐ŸŽฎ Gaming - Strategy games and competitive gaming
  • ๐Ÿ€ Basketball - Playing pickup games and following the NBA
  • ๐Ÿ‘จโ€๐Ÿณ Cooking - Experimenting with new recipes and cuisines
  • ๐Ÿ“š Reading History - Exploring historical events and their impact on modern society
  • ๐ŸŒ Community Engagement - Contributing to open-source projects and blockchain communities
  • ๐ŸŽฌ Content Creation - Sharing knowledge through social media and blogs

๐Ÿ“ซ Let's Connect!

I'm always open to interesting conversations, collaborations, and opportunities. Whether you want to discuss:

  • ๐Ÿ’ผ Job Opportunities - Data Science, AI/ML, Blockchain, Analytics roles
  • ๐Ÿค Collaborations - Open-source projects, research initiatives
  • ๐Ÿ’ก Ideas - Innovative projects, startup concepts, technical challenges
  • ๐Ÿ“š Knowledge Sharing - Speaking engagements, mentoring, technical workshops
  • โ˜• Coffee Chat - Networking, industry insights, career advice

Feel free to reach out through any of these channels:

๐Ÿ“ง Email: bryan0217@gmail.com

๐ŸŒ Website: reweatherport.github.io/profile

๐Ÿ’ผ LinkedIn: linkedin.com/in/bryan-weather-chung

๐Ÿ™ GitHub: @ReWeatherPort

๐Ÿ“Š Kaggle: bryanchungweather

๐Ÿฆ Twitter: @ReWeatherPort

๐Ÿ“ธ Instagram: @weathers_daily_work


๐ŸŒŸ "Turning Data into Impact, One Insight at a Time" ๐ŸŒŸ

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โญ If you find my work interesting, consider giving my repositories a star! โญ

Made with โค๏ธ by Bryan Chung (Weather)

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Professional portfolio showcasing expertise in Data Science, Treasury Operations, Blockchain & AI Development

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