About

Let me introduce myself.

Hello, my master's degree studies are on user behavior analysis in gaming-specific cameras, emotions and keyboards.
 And for emotions, we used MLP-based emotional computing. ( Called "Emotion Tracer" )

I have experience creating an MCTS-based play agent for a match-3 puzzle game to predict level balancing.
(Previously, I trained reinforcement learning-based play agents in a Dungeon Delivery game environment.)
Next, we had the experience of creating a leveled map generator for a match-3 puzzle game with Playing Agent. ( Called "MAFIA" )

Recently, I have been joining to create face model from 4D scans to deep learning models. (From Called "AVATAR" )

Because we want to reduce the cost of creating high-quality facial animations like a digital double.

Now, I want to learn more powerful technologies such as machine learning, deep learning, generative AI for games.
As soon as possible, i want to create a game with infinite content using generative AI.

I am growing as a programming engineer in the game industry.

If you have the same idea, always please contact me :D  👉 <https://www.linkedin.com/in/akillness38/>

Previous Work

Lip Sync Model based on Wav2Mesh to improve performance ( Model by based LLM )
Faceform, 4D Scan/HMC data post-processing to low-poly
3-Match puzzle game level generator ( Model by Cellular Automata )
3-Match puzzle game playing agent to estimate level ( Model by Monte Carlo Tree Search )
Dunjeon Delivery Reinforcement learning based agent ( Model by Double- DQN )
Emotional User Behavior Analysis Tool ( Model by Multi-Layer Perceptron )
- paper : Facial Expression Scale Recognition System for Game Play Analysis

Current Work 👉 Resume

Ready to Prepare Interesting things
Self-Development 👉 Ready to Interview, Self-Development (below)
- Reading Paper : https://ieeexplore.ieee.org/document/9980408
  - PDF : Generating_Role-Playing_Game_Quests_With_GPT_Language_Models.pdf
    - Summary by lilys AI : https://lilys.ai/digest/732152?s=1
  - Quest GPT-2 Github : https://github.com/svartinen/gpt2-quest-descriptions

Ready to Interview

Interview Master ( As preparing to solve problems with code ) : https://www.interviewmaster.io/
- Summary : This course is called Data Structures and Algorithms (DSA)
- Reward Progress : https://www.interviewmaster.io/subscribe?ref=usm1cn5fqw

Self-Development

HongLab Cource for Algorithm
Github : https://github.com/akillness/Algorithm_Honglab

Hugging Face Course For Game Development by using Generative AI
ML for Games Course : https://akillness.github.io/posts/game-development-with-ai-trying/
Create with Code in Unity : https://akillness.github.io/posts/learn-to-develop-game/

Interesting Things+

- Game Programming
  - Unreal Engine Game proto typing
- Coding Contest Winner
- Kaggle Ranker
  - Category is Vision, Graphics, Game
- AI based Service
  - Game Development
  - Application Development

Wow !! Hot Issue : ReLU Games, Deeplearning Game “Uncover the Smoking Gun” Open by using Azure OpenAI GPT.

Schedule & Planning

#업무정리, #일정, #단위설정, #테스트코드 , #블로그 <!– ```mermaid gantt title 일정 및 계획 수립 취업준비 :active, a, 2024-06-01, 8w 대학원 지원서작성 :crit, b, 2024-07-01, 2w

``` –>

Title	Subject	Category	Detail	Part
대학원준비	일정준비		7월 지원
	게임제작	기획
		계획 및 일정
		프로그래밍 환경 구축	언리얼 (1순위), 유니티 (2순위), Flutter (3순위)
운동 건강 관리	무산소운동	무분할운동	체력운동
		분할운동	상체분할	어께/등/이두, 가슴/허리/삼두
			하체
	유산소운동
스케쥴 정리	일과정리	시간별 업무 할당 ( 역산필요 )
	달성목표 ( 주간 / 월간 / 분기 / 연간 )	주간목표수립
		월간목표수립
		분기별목표수립
		연간목표수립

Reference Projects on going

Title Subject Category Detail Link

Prepared Categories Concept Summary Blog https://akillness.gihub.io

Project History & Resume Github https://github.com/akillness

To Do List Planning https://app.todoist.com/app/today

Schedule Planning Scheduler https://bear.app/

Idea Sketch Brain Storming https://gitmind.com

Coding Test Baekjoon Problem Solving https://www.acmicpc.net/step

Algorithm & Data Structure Concept Study https://github.com/akillness/Algorithm_Honglab

ML/DL & AI Tech Trend

Research & Implementation

1
To be blogging..

Pytorch Practice memory, pylightning https://github.com/akillness/SPTTC

English Speacking Practice Study Goal : free talking

Reference About Generative AI

Title	Subject	Detail	Link
Study	Cosera	Deep Learning For Certifiaction	https://www.coursera.org/
	DeeplearningAI	Deep Learning For Certifiaction	https://www.deeplearning.ai/
	LLM	Visualization Concept by simulation	https://bbycroft.net/llm
Sketch	GameSketch		https://gitmind.com/app/docs/msddgwqm
Dart Pad			https://dartpad.dev/
Generative AI (Text)	Gemini		https://gemini.google.com/
	Claude3		https://claude.ai/chats
	ChatGPT		https://chat.openai.com/
Generative AI (Image)	Stable Diffusion (Web)		https://stablediffusionweb.com/
	Midjourney		https://www.imagine.art/