實驗室學術活動
110級碩士班
110 級碩士班寒假內訓課程-Ensemble Learning (111/1/15-111/2/28)
Ensemble methods: bagging, boosting and stacking (link) (勝貴)
Stacking Ensemble Machine Learning With Python (link) (勝貴)
How to Develop Super Learner Ensembles in Python (link) (宇欣)
How to Create a Bagging Ensemble of Deep Learning Models in Keras (link) (宇欣)
How to Develop a Gradient Boosting Machine Ensemble in Python (link)
How to Develop a Random Subspace Ensemble With Python (link) (昌煜)
110 級碩士班寒假內訓課程-Deep Learning with PyTorch (111/1/15-111/2/28)
Chapter 3 It starts with a tensor (彥錡)
Chapter 4 Real-world data representation using tensors (昌煜)
Chapter 5 The mechanics of learning (宇欣)
Chapter 6 Using a neural network to fit the data (勝貴)
Chapter 7 Telling birds from airplanes: Learning from images (彥錡)
Chapter 8 Using convolutions to generalize (昌煜)
Chapter 9 Using PyTorch to fight cancer (育慈)
Chapter 10 Combining data sources into a unified dataset (宇欣)
Chapter 11 Training a classification model to detect suspected tumors (勝貴)
Lesson01: AIdea: 芒果成果分享 (家銘)
Lesson02: AIdea: AOI瑕疵分類技術分享 (志鵬)
Lesson03: 影像分割(林老師)
Lesson04: YOLO labeling & MaskRCNN labeling tools (家銘/思維)
Lesson05: AIdea: 水稻無人機全彩影像植株位置自動標註與應用競賽成果分享 (思維)
Lesson06: AIdea: 積水容器影像物件辨識技術分享 (奎佑)
Lesson07: YOLOv5 口罩偵測 (志鵬)
Lesson08: AIdea: 醫病訊息決策競賽春季賽成果分享 (奎佑)
Lesson09: 時間序列模型與應用 (林老師)
--simpleRNN/LSTM/Attention/self-attentation/transformer/bertLesson10: 整合AIOT硬體應用 (林老師)
--ESP32/ESP-EYE/HIMAX WE1/VIA Pixetto/Maixduino AI/Web:AI/Jetson NanoLesson11: RSTP 視訊串流 (少豪)
Lesson12: Edge AI & Jetson Nano 競賽與實作分享 (少豪)
Lesson13: 近期研究議題 (林老師)
--few-show learning/meta learning/ensemble Learning
110級碩士班暑假迎新外訓課程 (110/7/1-110/9/30)
工研院產業學院-微服務 Kubernetes 與 Docker 開發實務班 (link)
110 級碩士班-讀書會 (110/7/1-111/6/30)
Ensemble Learning Algorithms With Python, Jason Brownlee (e-book) (link)
2021/8/17 Chapter 1-7 (林老師)
2021/8/25 One-vs-Rest and One-vs-One Models (林老師/勝貴)
2021/8/25 Error-Correcting Output Codes (林老師/昌煜)
109級碩士班
109 級碩士班內訓課程 (Link)
2021/1/19 深度學習面面觀 (林老師)
2021/1/26 3D image Classification (林老師)
2021/2/2 YOLO 與 Mask CNN 實作演練 (林老師)
2021/2/9 生成對抗網路 (Generative Adversarial Network) (林老師)
2021/3/29 Siamese networks, prototypical networks, and relation networks (林老師)
2021/4/6 Matching networks and Bert embedding (林老師)
109 級碩士班-讀書會 (110/1/1-110/6/30)
Introduction to Meta Learning
Face and Audio Recognition Using Siamese Networks
Prototypical Networks and Their Variants
Relation and Matching Networks Using TensorFlow
Memory-Augmented Neural Networks