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Deep learning Guide 9: Attention Mechanisms
深度學習
😋Deep learning Guide 9: Attention Mechanisms
來到deep learning的終點: Attention Mechanisms
deep-learning
Math
Python
Deep learning Guide 8: 深度循环神经网络、双向循环神经网络
深度學習
😋Deep learning Guide 8: 深度循环神经网络、双向循环神经网络
Despite having just one hidden layer between the input at any time step and the corresponding output, there is a sense in which these networks are deep
Math
deep-learning
Python
Deep learning Guide 7: Long Short-Term Memory (LSTM), Gated Recurrent Units (GRU)
深度學習
😋Deep learning Guide 7: Long Short-Term Memory (LSTM), Gated Recurrent Units (GRU)
LSTMs are the prototypical latent variable autoregressive model with nontrivial state control. Many variants thereof have been proposed over the years
Math
deep-learning
Python
Deep learning Guide 6: Recurrent Neural Networks
深度學習
😋Deep learning Guide 6: Recurrent Neural Networks
Recurrent neural networks (RNNs) are neural networks with hidden states. Before introducing the RNN model,
Math
deep-learning
Python
Deep learning Guide 5: Sequence Models, Language Models
深度學習
😋Deep learning Guide 5: Sequence Models, Language Models
A distribution over sequences satisfies the Markov property of first order
Math
deep-learning
Python
Stable Diffusion WebUI Extension 開發入門
深度學習
👨‍🏭Stable Diffusion WebUI Extension 開發入門
因為想在 Stable Diffusion WebUI 消除圖片的Metadata,但又不能單獨移除,很煩
網站開發
前端開發
Math
Deep learning Guide 4: Batch Normalization, ResNet, DenseNet, 面試經典題
深度學習
😋Deep learning Guide 4: Batch Normalization, ResNet, DenseNet, 面試經典題
Training deep neural networks is difficult. Getting them to converge in a reasonable amount of time can be tricky. In this section, we describe batch normalization, a popular and effective technique
Math
deep-learning
Python
Deep learning Guide 3: VGG, NiN, GoogLeNet
深度學習
😋Deep learning Guide 3: VGG, NiN, GoogLeNet
one simple strategy: (i) use 1×1 convolutions to add local nonlinearities across the channel activations and (ii) use global average pooling to integrate across all locations in the last representation layer
Math
deep-learning
Python
Deep learning Guide 2: LeNet model
深度學習
😋Deep learning Guide 2: LeNet model
Deep Convolutional Neural Networks (AlexNet) and Representation Learning
Math
deep-learning
Python
Deep learning Guide 1: Layers and Modules
深度學習
😋Deep learning Guide 1: Layers and Modules
Build a basic MLPs
Math
deep-learning
Python
Tools for Deep Learning 1: speeding up your workflow
深度學習
🧸Tools for Deep Learning 1: speeding up your workflow
Abalone from the UCI Machine Learning Repository and inspect their properties.
Math
deep-learning
Python
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