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hwkims/README.md

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๐Ÿ‘‹ Hyunwoo Kim (hwkims)

๐Ÿš€ Full-stack developer and AI/ML engineer specializing in deep learning, computer vision, and NLP. Currently focused on advanced AI techniques at NVIDIA AI Academy. ๐ŸŒŒ


๐Ÿ’ก About Me

Category Details
๐Ÿค– Interests ๐Ÿค– AI, ๐Ÿง  Machine Learning, โš™๏ธ Deep Learning, ๐ŸŒ Web Development, โœจ UI/UX Design, ๐ŸŽฏ Problem Solving, ๐Ÿค Collaboration, โ™พ๏ธ Continuous Learning
๐ŸŒฑ Currently Learning Advanced AI/ML techniques at NVIDIA AI Academy, Cutting-edge game development techniques, Exploring the Metaverse ๐ŸŒ 
๐Ÿค Collaboration Open Source Projects, AI/ML Research & Development, Full-Stack Web Applications, Data Science Initiatives, Game Development Ventures

๐Ÿ’ช Key Strengths

  • ๐ŸŽฏ Diligence: Unwavering commitment to excellence, meticulous preparation, and consistent effort in all projects. I believe in going the extra mile! ๐Ÿ’ฏ
  • ๐Ÿ—ฃ๏ธ Communication: Clear and concise articulation of ideas, active listening skills, and fostering collaborative environments. I'm all about teamwork! ๐Ÿค
  • ๐Ÿง  Problem-Solving: Proficiency in analyzing complex problems, generating creative and effective solutions, and implementing them efficiently. Bring on the challenges! ๐Ÿ’ช
  • ๐Ÿš€ Adaptability & Learning: Rapidly grasping new concepts, proactively seeking new knowledge, and embracing challenges with enthusiasm. Always learning, always growing! ๐ŸŒฑ
  • ๐Ÿค Teamwork: Collaborating effectively within teams, contributing positively to group dynamics, and valuing diverse perspectives. Let's build something amazing together! ๐ŸŒŸ
  • โฑ๏ธ Time Management: Prioritizing tasks effectively, meeting deadlines consistently, and managing time efficiently. Time is precious! โณ
  • ๐ŸŒŸ Leadership: Taking initiative, guiding and motivating others, and fostering a positive and productive work environment. Let's lead the way! ๐ŸŒ 
  • ๐Ÿ” Analytical Skills: Strong ability to analyze data, identify patterns, and draw meaningful conclusions. Data is power! ๐Ÿ“Š
  • ๐Ÿ’ก Innovation: Continuously seeking new and improved ways of doing things, experimenting with new technologies, and pushing boundaries. The future is now! โœจ

๐Ÿ’ป Technical Skills

  • Programming Languages:

    • ๐Ÿ Python: TensorFlow, PyTorch, Pandas, NumPy, Scikit-learn, FastAPI, Flask, DVC - My go-to language for all things AI! ๐Ÿค–
    • ๐Ÿงฐ C++: Efficient Algorithms, Object-Oriented Programming, Systems Programming, STL - For performance-critical applications! ๐Ÿš€
    • ๐Ÿ“œ JavaScript: React.js, Node.js, Next.js, Vue.js, Svelte, Express.js, Three.js - Building interactive and dynamic web experiences! ๐ŸŒ
    • โ˜• Java: Spring Boot, Object-Oriented Design, JUnit, Maven - For robust and scalable enterprise applications! ๐Ÿข
    • ๐ŸŽฎ C#: Unity, Unreal Engine, .NET, ASP.NET - Creating immersive gaming experiences and powerful applications! ๐Ÿ•น๏ธ
    • SQL: MySQL, PostgreSQL, SQLite - Managing and querying relational databases! ๐Ÿ—„๏ธ
    • NoSQL: MongoDB, Redis, DynamoDB - For flexible and scalable data storage! ๐Ÿ—ƒ๏ธ
  • Web Development:

    • Frontend: HTML5, CSS3, JavaScript, React.js, Next.js, Vue.js, Svelte, Tailwind CSS, Bootstrap - Crafting beautiful and responsive user interfaces! โœจ
    • Backend: Node.js, Express.js, Python (FastAPI, Flask), Java (Spring Boot) - Building the engine that powers the web! โš™๏ธ
    • Databases: MongoDB, MySQL, PostgreSQL, Redis, Supabase, Firebase, DynamoDB, Amazon RDS, Amazon Aurora, Azure Cosmos DB, Google Cloud SQL, Google Cloud Spanner - A database for every need! ๐Ÿ—„๏ธ
    • Web Services & Platforms:
      • E-commerce: Cafe24, Shopify, WooCommerce - Building online stores! ๐Ÿ›’
      • CMS: WordPress, Drupal, Joomla - Empowering content creators! ๐Ÿ“
      • Social Media & Streaming: YouTube, Twitch, Facebook, Instagram, TikTok - Connecting with the world! ๐Ÿ“ฑ
      • Serverless: AWS Lambda, Google Cloud Functions, Azure Functions - Scalable and cost-effective computing! โšก
      • Web Servers: Apache, Nginx - Serving the web! ๐ŸŒ
      • API Gateways: Amazon API Gateway, Google Cloud Endpoints, Kong - Managing and securing APIs! ๐Ÿ”‘
      • CDN: Cloudflare, Amazon CloudFront, Akamai - Delivering content with speed and reliability! ๐Ÿš€
      • Interactive Web Apps: Streamlit, Gradio, Dash - Building data-driven web applications with ease! ๐Ÿ“Š
  • AI/ML:

    • Deep Learning Frameworks: TensorFlow, PyTorch, Keras - The powerhouses of deep learning! ๐Ÿง 
    • Machine Learning: Scikit-learn, XGBoost, LightGBM, CatBoost - For all your machine learning needs! ๐Ÿค–
    • Computer Vision: OpenCV, Ultralytics YOLO, SAM (Segment Anything Model), Detectron2, Roboflow - Making computers see! ๐Ÿ‘€
    • NLP: Hugging Face Transformers, BERT, GPT, Gemma, Llama, SpaCy, NLTK - Understanding and generating human language! ๐Ÿ—ฃ๏ธ
    • Cloud Platforms: AWS (Amazon Web Services), GCP (Google Cloud Platform), Azure - The cloud is the limit! โ˜๏ธ
    • Cloud AI Services:
      • AWS: SageMaker, Rekognition, Comprehend, Textract - AI on the AWS cloud! โ˜๏ธ
      • GCP: Vertex AI, Vision API, Natural Language API, Cloud TPU - AI on the Google Cloud! โ˜๏ธ
      • Azure: Azure Machine Learning, Cognitive Services, Computer Vision, Text Analytics - AI on the Azure cloud! โ˜๏ธ
    • Experiment Tracking: Weights & Biases (W&B) - Keeping track of my AI experiments! ๐Ÿงช
    • Model Deployment & Serving: TensorFlow Serving, TorchServe, NVIDIA Triton Inference Server - Deploying AI models to the real world! ๐Ÿš€
    • Data Versioning: DVC - Managing data like code! ๐Ÿ—„๏ธ
  • Tools & Platforms: * Tools: Git, Docker, Kubernetes, Jenkins, VS Code, PyCharm, Jupyter Notebook, Photoshop, Illustrator, Figma, Pygame, Unity, Unreal Engine, AWS Cloud9, Google Colab, Kaggle Kernels, Tableau, Hugging Face Hub, Vercel, Netlify - My essential toolkit! ๐Ÿ› ๏ธ * Platforms: Hugging Face, Kaggle, Weights & Biases, Roboflow, Vercel, Netlify, Velog, Supabase - Connecting with the AI and developer community! ๐Ÿค


๐ŸŽ“ Certifications & Licenses

  • NVIDIA Deep Learning Institute (DLI):

    • Getting Started with AI on Jetson Nano (February 2025) ๐Ÿš€
    • Building Video AI Applications at the Edge on Jetson Nano (February 2025) ๐Ÿ“น
    • Applications of AI for Anomaly Detection (February 2025) ๐Ÿ•ต๏ธโ€โ™‚๏ธ
    • Computer Vision for Industrial Inspection (February 2025) ๐Ÿ‘๏ธ
    • Deep Learning for Computer Vision ๐Ÿ‘๏ธ
    • Fundamentals of Deep Learning for Multi-GPUs ๐Ÿง 
    • Applications of AI for Predictive Maintenance (January 2025) ๐Ÿ› ๏ธ
    • Building AI-Based Cybersecurity Pipelines (January 2025) ๐Ÿ›ก๏ธ
    • Building Conversational AI Applications (January 2025) ๐Ÿ’ฌ
    • Building LLM Applications With Prompt Engineering (January 2025) ๐Ÿ“
    • Generative AI with Diffusion Models (January 2025) โœจ
    • Transformer-Based Natural Language Processing Applications (January 2025) ๐Ÿ—ฃ๏ธ
    • Accelerating CUDA C Applications with Multiple GPUs (December 2024) ๐Ÿš€
    • Data Parallelism: How to Train Deep Learning Models on Multiple GPUs (December 2024) ๐Ÿง 
    • Model Parallelism: Building and Deploying Large Neural Networks (December 2024) ๐ŸŒ
    • Accelerating Data Engineering Pipelines (November 2024) ๐Ÿš€
    • Fundamentals of Accelerated Computing with CUDA C/C++ (November 2024) ๐Ÿงฐ
    • Fundamentals of Accelerated Computing with CUDA Python (November 2024) ๐Ÿ
    • Fundamentals of Accelerated Data Science (November 2024) ๐Ÿ“Š
    • Fundamentals of Deep Learning (November 2024) ๐Ÿง 
  • Other:

    • ๐ŸŽจ Web Design Technician (National Technical Qualification)
    • ๐Ÿ‘ท Industrial Safety Engineer (National Technical Qualification)
    • ๐Ÿ—‚๏ธ Word Processor, Korean Chamber of Commerce and Industry
    • ๐Ÿ’ป Computer Utilization Ability, Korean Chamber of Commerce and Industry
    • ๐Ÿš— Driver's License (Type 1 Normal)
    • ๐Ÿฅ‹ Taekwondo 3rd Dan (Kukkiwon Certified)
    • ๐Ÿฅ‹ Hapkido 3rd Dan (Kukkiwon Certified)
    • ๐ŸŒ RFID-GL (Korea IOT Association)
    • ๐Ÿ–ผ๏ธ GTQ (Adobe Photoshop), KPC (Korea Productivity Center) Certified
    • ๐Ÿ–‹๏ธ GTQ-i (Adobe Illustrator), KPC (Korea Productivity Center) Certified

๐Ÿซ Education

  • ๐ŸŽ“ Hansung University, Seoul, South Korea - Bachelor of Industrial Management Engineering (2014-2018)
  • ๐Ÿซ Guseong High School, Yongin, South Korea (2011-2014)
  • ๐ŸŽ’ Guseong Middle School, Yongin, South Korea (2008-2011)

๐Ÿ“‚ Projects

  1. ๐Ÿšฌ Real-time Cigarette Detection System

    • Tech: Python, OpenCV, Ultralytics YOLO, Pygame
    • Description: Developed a real-time object detection system using the YOLOv8 model to detect cigarettes. Implemented with OpenCV for webcam streaming, Ultralytics YOLO for object detection, and Pygame for audio alerts. Utilized threading for asynchronous processing. Fine-tuned the model, achieving 98% accuracy.
  2. ๐Ÿ—ฃ๏ธ Fine-tuning Gemma 2 for Korean Emotional Dialogue

    • Tech: Python, TensorFlow, AI Hub "Emotional Dialogue Corpus", NVIDIA P100 GPUs, Kaggle TPUs
    • Description: Fine-tuned the Gemma 2 model using the AI Hub "Emotional Dialogue Corpus" to create a culturally sensitive AI companion for mental wellbeing support within the South Korean community. Leveraged Kaggle TPUs, NVIDIA P100 GPUs, and LoRA for optimized training and memory efficiency.

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    Cigarette Detection yolo

    Jupyter Notebook

  2. Fine-tuning-Gemma-2-for-Korean-Emotional-Dialogue Fine-tuning-Gemma-2-for-Korean-Emotional-Dialogue Public

    Python