Notes tagged MachineLearning
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Large-scale Contrastive Language-Audio Pre-training with Feature Fusion and Keyword-to-Caption Augmentation
Notes from paper Large-scale Contrastive Language-Audio Pre-training with Feature Fusion and Keyword-to-Caption Augmentation by Yusong Wu, Ke Chen, Tianyu Zhang, Yuchen Hui, Taylor Berg-Kirkpatrick, Shlomo Dubnov
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Cardinality
Cardinality refers to the number of elements a set contains.
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Attention Mechanism
A technique for computing a weighted combination of a sequence of vectors, originally devised to overcome a bottleneck in seq-to-seq translation models.
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ArcFace: Additive Angular Margin Loss for Deep Face Recognition
Notes from paper ArcFace: Additive Angular Margin Loss for Deep Face Recognition by Jiankang Deng, Jia Guo, Niannan Xue, Stefanos Zafeiriou
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Binary Cross-Entropy Loss
A loss function for binary and multi-label classification, also known as log loss.
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Categorical Cross-Entropy Loss
A loss function for multiclass classification: softmax followed by negative log-likelihood.
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Negative Log-Likelihood
a multi-class classification loss function
