Simple deep learning API for implementing neural nets written in Rust with Dense Layers, CSV and MNIST dataset types, L2 regularization and Adam Optimizer and common activation functions like Relu, Sigmoid, Softmax, Tanh. Only uses ndarray for linear algebra functionality Resources Readme License...
Previous work has identified characteristic neural signatures of value-based decision-making, including neural dynamics that closely resemble the ramping evidence accumulation process believed to underpin choice. Here we test whether these signatures of
C. Notch activation during endothelial cell network formation in vitro targets the basic HLH transcription factor HESR-1 and downregulates VEGFR-2/KDR expression. Microvasc. Res. 64, 372–383 (2002). CAS PubMed Google Scholar Compernolle, V. et al. Loss of HIF-2α and inhibition of VEGF...
The human brain forms functional networks of correlated activity, which have been linked with both cognitive and clinical outcomes. However, the genetic variants affecting brain function are largely unknown. Here, we used resting-state functional magneti
A comorbidity of chronic pain is sleep disturbance. Here, we identify a dual-functional ensemble that regulates both pain-like behaviour induced by chronic constrictive injury or complete Freund’s adjuvant, and sleep wakefulness, in the nucleus accumben
The ReLU layer is a nonlinear activation function layer, which adds nonlinear expression capabilities to the model. In addition to ReLU, the commonly used activation functions include sigmoid, Tanh, and LeakyReLU. Finally, the fully connected layer in the convolutional neural network converts the ...
read more In metastatic castration-resistant prostate cancer patients, pretreatment with ZOL, an FDA-approved bisphosphonate for the management of pathological fracture, resulted in independent CAR-T cell activation, amplified cytokine release, and enhanced antitumor effectiveness. CAR-T cells demonstrate ...
Activation functions apply non-linarities to the outputs of neural networks. They have different shapes, and it is useful to be able to visualize the functions. I added the ability to visualize activation functions overFeedForwardLayerandConvolutional2DLayerby passing an argument as follows: ...
8a). This sleep deprivation exacerbated both mechanical allodynia and thermal hyperalgesia in CCI mice (Supplementary Fig. 8b–c), with effects similar to that resulting from optogenetic activation of NAc ensemble. Our subsequent results show that NAc non-ensemble neurons did not regulate sleep or ...
Additionally, a neutrophil subpopulation (NCF1-Immature_Neutrophil), characterized by decreased expression of the genes responsible for neutrophil activation but elevated expression of genes enriched with viral-process-related GO terms, was specifically enriched in severe verse mild/moderate patients (Supplem...