Rokey-AI study notes / Rokey-AI 학습 노트
Index of notebooks converted from private rokey-ai (weedmo/Rokey-AI) into readable wiki pages (outputs cleared). Parent arc: doosan-rokey-bootcamp.
비공개 rokey-ai (weedmo/Rokey-AI) 노트북을 위키 페이지로 변환한 색인(출력 셀 제거). 상위 아크: doosan-rokey-bootcamp.
English
Basic — AI Intro (1–20) / 기초 AI개론
| # | Page | Topic |
|---|---|---|
| 1 | ai-intro-01-python | Python |
| 2 | ai-intro-02-eda | EDA |
| 3 | ai-intro-03-pytorch | PyTorch |
| 4 | ai-intro-04-perceptron_bp_activationf | Perceptron / BP / Activation |
| 5 | ai-intro-05-gd | Gradient Descent |
| 6 | ai-intro-06-object_function | Objective function |
| 7 | ai-intro-07-regression | Regression |
| 8 | ai-intro-08-binary | Binary classification |
| 9 | ai-intro-09-multinomial | Multinomial |
| 10 | ai-intro-10-mnist | MNIST |
| 11 | ai-intro-11-cnn | CNN |
| 12 | ai-intro-12-sgd_adam | SGD / Adam |
| 13 | ai-intro-13-alexnet_googlenet | AlexNet / GoogLeNet |
| 14 | ai-intro-14-vgg_resnet | VGG / ResNet |
| 15 | ai-intro-15-transfer_learning | Transfer learning |
| 16 | ai-intro-16-model_from_scratch | Model from scratch |
| 17 | ai-intro-17-fasterrcnn_maskedrcnn | Faster R-CNN / Mask R-CNN |
| 18 | ai-intro-18-ssd_yolo | SSD / YOLO |
| 19 | ai-intro-19-rnn_lstm | RNN / LSTM |
| 20 | ai-intro-20-vit | ViT |
Intermediate — AI Applications (1–14) / 응용
| # | Page | Topic |
|---|---|---|
| 1 | ai-app-01-opencv1 | OpenCV 1 |
| 2 | ai-app-02-opencv2 | OpenCV 2 |
| 3 | ai-app-03-opencv3 | OpenCV 3 |
| 4a | ai-app-04-raft | RAFT |
| 4b | ai-app-04-object_tracking | Object tracking |
| 5 | ai-app-05-deepcnn_trash_detection | DeepCNN trash detection |
| 6 | ai-app-06-deeprnn | DeepRNN |
| 7 | ai-app-07-style_transfer | Style transfer |
| 8 | ai-app-08-gan | GAN |
| 9 | ai-app-09-nerf | NeRF |
| 10 | ai-app-10-explainable_ai | Explainable AI |
| 11 | ai-app-11-pneumonia-colab | Pneumonia (Colab) |
| 12 | ai-app-12-rl1 | RL 1 |
| 13a | ai-app-13-rl2_mc | RL 2 Monte Carlo |
| 13b | ai-app-13-rl2_q | RL 2 Q-learning |
| 14 | ai-app-14-dqn | DQN |
Paper study
- paper-study-3-3 — Paper Study 3-3 (Notion export + figures under
/wiki/assets/study/rokey-ai/paper-study-3-3/)
Raw clone: raw/2026-09-26-rokey-ai/. Entity: rokey-ai.
한국어
기초 — AI개론 (1–20)
위 영문 표와 동일한 페이지 링크. 주제: Python → EDA → PyTorch → Perceptron/BP → GD → 목적함수 → 회귀 → 이진/다항 분류 → MNIST → CNN → SGD/Adam → AlexNet/GoogLeNet → VGG/ResNet → Transfer learning → from scratch → Faster/Mask R-CNN → SSD/YOLO → RNN/LSTM → ViT.
응용 — AI응용 (1–14)
OpenCV 1–3, RAFT, object tracking, trash detection, DeepRNN, style transfer, GAN, NeRF, XAI, Pneumonia, RL1, RL2(MC/Q), DQN.
논문 스터디
- paper-study-3-3 — Paper Study 3-3
원본: raw/2026-09-26-rokey-ai/. 엔티티: rokey-ai.