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1. GraphSAGE import Thesis title: Inductive Representation Learning on Large Graphs Author: William L. Hamilton, Rex Ying and Jure Leskovec Graph neural network methods proposed before GraphSAGE, such as DeepWalk and GCN, belong to transmissive models. When the structure of the network changes a little, such models need to be retrained, ...

MC Dropout refers to Monte Carlo dropout, which can improve the performance of the model in the test stage without changing the network structure and increasing training. The essence is to keep dropout in the active stage during the test. The network is propagated forward for many times. Because the neurons activated by dropout are different ev ...

Author Zhao Luyang In 2016, Chen Tianqi's team proposed "gradient/activation checkpointing" and other technologies related to sub linear memory optimization [1], aiming to reduce the memory occupation caused by intermediate activation in the process of deep learning and training. Checkpointing technology is a kind of sub linear mem ...

1. Introduction to datasets: UCF101 is a motion recognition dataset for real action videos collected on YouTube and provides 13320 videos from 101 action categories. Official website: https://www.crcv.ucf.edu/research/data-sets/ucf101/ Dataset name: UCF-101 (2012)Total Videos: 13,320 VideosTotal duration: 27 hoursVideo source: YouTube col ...

introduction Array index refers to the use of square brackets ([]) to index a set of values. The most familiar indexing method is single element indexing. In addition, this paper will also introduce the index method of array slice, as well as index array, Boolean index group and structure index tool. 1. Single element index Note: the sta ...

Download and install TensorRT-7.2.2.3 Download tensorrt-7.2.2.3 on the official website Ubuntu-18.04. x86_ 64-gnu. cuda-11.1. cudnn8. 0.tar. gz tar xzvf TensorRT-7.2.2.3.Ubuntu-18.04.x86_64-gnu.cuda-11.1.cudnn8.0.tar.gz Configure environment variables after decompression: sudo vim ~/.bashrc After entering, add environment variables at th ...

DocArray is a library recently released by Jina AI and suitable for nested and unstructured data transmission. This paper will demonstrate how to use DocArray to build a simple clothing search engine.Good luck to start work. Hello, everyone!We have carefully prepared a Demo and out of the box tools for you. In the new year, let's use this invin ...

Data loading in pytoch In deep learning, the amount of data is usually very large. With such a large amount of data, it is impossible to carry out forward calculation and back propagation in the model at one time. Often, we will randomly disrupt the order of the whole data, process the data into batch es one by one, and preprocess the data at ...

Libtorch It is the C++ API officially provided by pytoch, and the use method can be said to restore pytoch to a great extent. 1, Environment configuration GitHub address: BASNetVS2017+CUDA 10.1+cuDNN 7.6.5+OpenCV 3.4.11Pytorch 1.5.0+torchvision 0.6.0Libtorch 1.5.0 (release): extraction code: 865k https://pan.baidu.com/s/1Ty-UPZWEOnNRPwl ...

Catalog Chapter 7 Convolutional Neural Network 7.1 Overall Structure 7.2 Convolution Layer Problems with 7.2.1 Full Connection Layer 7.2.2 Convolution 7.2.3 Fill 7.2.4 steps Convolution of 7.2.5 3-D data 7.2.6 Combining Block Thinking 7.2.7 Batch Processing 7.3 Pooling Layer 7.4 Implementation of Convolution Layer and Pooling Layer ...