📖 Deep Learning Bible Author

• Specialization: Reinforcement Learning, Classification, Object Detection, Representation Learning
• Overview: The "Deep Learning Bible" is a comprehensive guide that delves deep into the intricacies of deep learning. It provides readers with both theoretical knowledge and practical applications, bridging the gap between academia and industry.
• Highlights:
  • Detailed explanations of fundamental Deep Learning algorithms.
  • Hands-on examples and code snippets to help readers implement learned concepts.
  • Collaborative efforts with leading experts in the field to ensure accuracy and relevance.

• To be submitted
  IJCAI 2025 (under review, anonymized)
  Daehwa Ko, [Blind for Review], [Blind for Review], [Blind for Review]

• Amnesia as a Catalyst for Enhancing Black Box Pixel Attacks in Image Classification and Object Detection
  NeurIPS 2024
  Dongsu Song, Daehwa Ko, Jayhoon Jung

• Confidence-independent Adversarial Attacks with Reinforcement Learning and Image Patching
  KICS Summer Conference 2024
  Daehwa Ko, Jaehoon Kim, Jayhoon Jung

• VoiceKey: Real-time Compression Encoding and Quantization for Voice Authentication Model on Edge Devices
  The 4th Korea Artificial Intelligence Conference
  Daehwa Ko, Garam Jung, Jayhoon Jung

• TBD (Not yet)
  Placeholder for future publications during the Master's program.

🏢 BRAVE (2023.04 ~ 2024.02)

• Type: Non-profit Organization
• Position: Representative
• Achievements:
  • Spearheaded the creation of a domestic violence prevention app in collaboration with Ilsan East Police Station.
  • Innovated an AI system for domestic violence speaker verification.
  • Engaged in the Goyang-City Business Funding Project.
  • Published "VoiceKey: Real-time Compression Encoding and Quantization for Voice Authentication Model on Edge Devices" at The 4th Korea Artificial Intelligence Conference.

🔬 QAI (Quantum Artificial Intelligence) Lab (2021.12 ~ Present)

• Position: Researcher

  🎯 RL Developer

  • Led the initiative for autonomous navigation in colonoscopy procedures.
  • Constructed and optimized simulation environments to test and validate AI models.

  🛫 AIER Project Researcher Leader

  • Researcher in the collaborative DL project between Korea Air & Airbus.
  • Dedicated to enhancing flight robustness through advanced AI algorithms.
  • Pioneered vulnerability research using Explainable AI, providing insights into potential weaknesses and areas for improvement in aviation AI systems.

🎓 Capstone Design (2022.08 ~ 2022.12)

• Collaboration: Company "Ratio"
• Project: Development of vision AI for autonomous driving.

💼 Cooperation Project (2023.03 ~ 2022.06)

• Project: Web development with integrated counseling AI.
• Achievement: Won the 2nd place.

🚀 LG Discovery Lab Seoul Crew (2024.03 ~ )

• Position: Youth AI Educator
• Responsibilities: Facilitating hands-on learning experiences to foster interest and skills in AI among young learners.

🤖 President, Deep Learning Club "Deeperent" at Korea Aerospace University (2023 ~ )

• Role: Leading and organizing deep learning projects, mentoring new members, and fostering a collaborative learning environment.
• Achievements: Successfully initiated several key projects in the field of deep learning, significantly contributing to the club's growth and members' development.

• 🥉 KAU Hackathon - 3rd place (2022)

  • Participated in a non-stop, two-day hackathon within the university setting, where I contributed to developing a web service that generates images for model training using Unity.
  • This project demonstrated an innovative approach to utilizing gaming technology for AI development.

• 🏅 AI Industry-Academia Collaboration Project - Dean's Award (2022.6)

  • Pioneered a service by stepping away from the traditional Web Application Server (WAS) Framework and opting for a serverless backend architecture.
  • I was instrumental in integrating Ko-BERT for offering a chatbot service, showcasing the ability to leverage cutting-edge NLP technologies for practical applications.

• 🏅 AI R&D Project - Excellence Award (2022.12)

  • Focused on the challenge of image recognition for autonomous driving, specifically targeting traffic signs and other relevant images.
  • This project was grounded in data collected within Korea, aiming to advance AI development in the realm of autonomous vehicles.

• 🥇 KAU Hackathon - 1st place (2023.5)

  • Increased security through a deep learning framework that validates information in real-time in communications with counterparties.

• 🏅 ICT Startup Makeathon - Best Award (2023.6)

  • Developed a startup service based on a lightweight deepfake detection service.
  • This project went beyond mere detection; it introduced minor distortions to images to prevent their use in deepfake generation, demonstrating a proactive approach to digital security.

• 🏅 SW-Centered University Joint Hackathon - Special Award (2023.6)

  • As team leader for "Really You", I led the planning and backend development of a service that expanded on the ideas from the ICT Startup Makeathon.
  • We enhanced our deepfake detection capabilities to also counteract deepfake voice generation, showcasing our team's ability to apply our technology to a broader range of deepfake concerns.

• 🏅 KAU Gen.AI Business Hackathon - The GRand Award (2024. 10)

Daehwa's AI & Linear Algebra Deep Dive 📺

• Specialization: Deep Learning and Advanced Linear Algebra
• Overview: My channel focuses on delivering in-depth lectures on deep learning and advanced linear algebra, aiming to provide viewers with a comprehensive understanding of these critical topics in AI and mathematics. 🧠
• Highlights:
  • Detailed tutorials on various deep learning techniques and concepts. 📚
  • Advanced lessons on linear algebra, essential for understanding and implementing AI algorithms. 🔢

Artificial Intelligence:

• Python, R, Pytorch, Git, Docker, CUDA, Unity3D, Issac Sim, ROS2, NAS

Web Development:

• JavaScript, TypeScript, React, Next.js, Node.js, Figma, three.js

Seoul Daesung High School (Graduated in 2019.02)

Korea Aerospace University (2020.03 ~ 2024.02, Bachelor’s Degree)

• 💻 Department of Software & 🛠 Mechanical Engineering (Double Major)

Korea Aerospace University (2024.03 ~ , Master's Studies)

• 🤖 Department of Artificial Intelligence

League of Legends:

Rank: Diamond 💎

• 📧 [email protected]