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https://github.com/devslem/devslem


https://github.com/devslem/devslem

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README

          

# I'm Jinyeong (DevSlem)! 👋

Hi, I'm an AI researcher interested in deep learning and reinforcement learning. Feel free to see my projects and contact me.

**University** - [Incheon National University](https://www.inu.ac.kr/mbshome/mbs/inuengl/index.html)
**Blog** - [DevSlem Blog](https://devslem.github.io/)
**E-mail** -
**LinkedIn** - [Jinyeong Park](https://www.linkedin.com/in/jinyeong-park-24176525a/)

Optimize my daily routine using **reinforcement learning** (Q-learning):

```python
# take a step
S = "busy" # state
A = "play" in { "play", "work" } # action
S' = "boom" # next state
R = -100 # penalty

# learn from the experience
Q[S,A] += alpha * (R + gamma * max(Q[S',:]) - Q[S,A])

# but, still I don't want to work...
A' = "play" # next action
```

### 🚀 Projects

|Title _(Year)_ ⬇️|Category|Available Sources|Description|
|:---:|:---:|:---:|---|
|**Mol-AIR** _(2025)_|RL, Drug Design|[Repository](https://github.com/DevSlem/Mol-AIR) / [Paper](https://pubs.acs.org/doi/10.1021/acs.jcim.4c01669)|Molecular reinforcement learning with adaptive intrinsic reward for goal-directed molecular generation|
|**Multiple Knapsack** _(2024)_|RL, Combinatorial|[Repository](https://github.com/DevSlem/multiple-knapsack)|Comprehensive comparison of RL methods for the multiple knapsack problem|
|**AINE-DRL** _(2023)_|RL, Utility|[Repository](https://github.com/DevSlem/AINE-DRL) / [Download](https://pypi.org/project/aine-drl/)|Deep reinforcement learning baseline framework|
|**Move-Tool** _(2022)_|Unity, Utility|[Repository](https://github.com/DevSlem/unity-move-tool)|Unity editor position handle utility for the vector-like fields|
|**Back to the Dungeon** _(2022)_|Unity, Game|[Repository](https://github.com/Team-UGD/back-to-the-dungeon-scripts) / [Download](https://devslem.itch.io/back-to-the-dungeon)|Unity 2D platformer shooting game|