Breakthrough #2: Kernel Libraries People rarely have to write low-level kernels anymore since popular libraries like PyTorch and JAX have already written the kernel code for the most popular kernels, making it easy for modern deep learning engineers to use GPUs without needing to dip into low-...
I think understanding shapes in Deep Learning is the most fundamental to build anything comprehensive and innovative. There is a lot out there where we can cut-copy-paste and it will work fine but for more complex problems or innovations or when you have to apply the knowledge of deep learn...
DeepLearningKit is an Open Source with Apache 2.0 License. It is a Deep Learning Framework for Apple’s iOS, OS X and tvOS that is available at github.com/DeepLearningKit/DeepLearningKit. The goal is to support using pre-trained Deep Learning models on all Apple’s devices that have GPU...
[论文精读] Towards Understanding Ensemble, Knowledge Distillation and Self-Distillation in Deep Learning 人大高瓴GeWu-Lab https://gewu-lab.github.io/127 人赞同了该文章 本文是ICLR2023 的 Outstanding Paper Honorable Mentions,作者为Zeyuan Allen-Zhu老师和Yuanzhi Li老师。这篇文章在20年就公布在了arXiv...
https://github.com/HanXiaoyiGitHub/Simple-CV-Pytorch-mastergithub.com/HanXiaoyiGitHub/Simple-CV-Pytorch-master b) 编译环境设置为 (其实不用这个编译环境,你会调bug也行!) python == 3.9.12 torch == 1.11.0+cu113 torchvision== 0.11.0+cu113 ...
第一个是通过插入空洞(零)来隐式地对kernel进行上采样,或者等效稀疏地对输入特征图进行采样。他们在之前的工作中用的就是这种方法,比如DeepLabV1中用的就是这个方法。 ② to subsample the input feature map by a factor equal to the atrous convolution rate r, deinterlacing it to produce r2 reduced resolu...
对应的代码库为:GitHub - deepseek-ai/DeepSeek-V3 [2] 部分内容在我们之前的文章中详细介绍过,可以参考: “AI闲谈”的 2024 年终总结 幻方AI DeepSeek 模型背后的万卡集群建设 大规模分布式 AI 模型训练系列——专家并行 大规模分布式 AI 模型训练系列——流水线并行 ...
Code:https://github.com/Andy97/DeepMLS(opens in new tab) According to the underlying 3D representation, there are two major types of approaches for learning-based 3D reconstruction. One usesexplicitrepresentations, e.g., point clouds and voxel grids, outp...
Deep Learning System 这个开源项目英文名字叫做 Deep Learning System 或者AI System,中文名字叫做 深度学习系统 或者AI系统。 主要是跟大家一起探讨和学习人工智能、深度学习的计算机系统设计,而整个系统是围绕着我在工作当中所积累、梳理、构建关于华为昇腾的内容。当然这里不是打广告,而是希望跟所有关注开源项目的好朋...
Deep Learning Math Kernel Research (Euler) Experimental DNN math kernel based on C++11 and Intel intrinsic instructions. System Requirements Intel Core-X series processor with Intel (R) AVX-512 instruction set extensions Intel Xeon Scalable processor (Skylake, Cascade Lake, ...) Prerequisites Linux...