Post by account_disabled on Mar 7, 2024 8:18:35 GMT
-control cycle unit RUE Reurren Uni Ru is another high -level RNN and L's structure than RU. Only two types of door update doors. Information. Rewinding the door Ree E determines how many old hidden state should be ignored when generating a new hidden state. Ru's door mechanism allows it to learn long -distance dependencies when processing long sequences. At the same time, because its structure is simpler than L, RU may be better than L training than L in certain tasks. The figure below is the principle of L. The specific principle of the
diagram of L is not here to detail students who are interested can inquire Rich People Phone Number List themselves. The difference between L and RU L and Ru are the variants of RNN. Update doors and reset doors. The number L in the state maintains two states. One is the state of the cell. Ru has only one hidden state. The complexity is more complicated than RU because L has more doors and states. This may make L need more computing resources during training. Ru on some tasks and datasets may be more effective and better than L training. Memory ability theoretically, the design principle based on L should be able to better deal with long -term dependence. Fourth, the application scenario RNN has been widely used in processing
of various sequence data due to its unique circulating structure, which has a natural advantage in processing sequence data. Here are some common application scenarios voice recognition for modeling audio signals to achieve voice recognition. Language model is used to predict the next word to achieve language models. This is very useful in mission such as machine translation text. Machine translation is used to encode the source language sequence and decoding target language sequence to achieve machine translation. Emotional analysis is used to analyze the emotions such as positive or negative. Video processing is used to process video sequences such as action recognition or video labeling. V. Summary This article introduces the basic principles and application