動態神經網路
2024-12-06 11:22:47 0 檢舉
登入查看完整內容
此心智圖為《動態神經網路》的學習筆記。動態神經網路是一種能根據輸入數據和環境變化調整其結構和參數的人工智慧技術。其核心包括動態架構設計、動態參數調整和動態輸入處理，並在計算機視覺和自然語言處理等領域廣泛應用。此技術面臨著存儲空間需求大、設計輕量化和硬體協同設計等挑戰。
作者其他創作
大綱/內容
How to be dynamic
Dynamic Architecture
Cascading
Early exiting
Layer skipping
Dynamic prunning
Dynamic parameter
Convolution kernel
Linear transformation
Activation function
Dynamic input processing
Image input
Sequence input
Training
Reinforcement learning
Gumbel-softmax
Improved SemHash
Knowledge distillation
Application
CV
Image Segmention
Object detection
Image synthesis
Video recognition
Action detection and action spotting
Others
NLP
Text classfication
Question answering
Large languag model
Sentiment analysis
Others
Challenges
Huge storage space
Lighter-weight
Architecture Design
co-design with hardware
Stability
Combining with popular models
0 則評論
下一頁
