RN-08516-001_v23.07 | July 2023 PyTorch Release Notes PyTorch RN-08516-001_v23.07 | ii Table of Contents Chapter 1. PyTorch Overview..................................................... based on PyTorch 0.4.1. PyTorch 0.4.1 is released and included with this container. See the release notes at https://github.com/ pytorch/pytorch/releases for significant changes from PyTorch 0.4. ‣ Apex

Lecture Notes on Linear Regression Feng Li fli@sdu.edu.cn Shandong University, China 1 Linear Regression Problem In regression problem, we aim at predicting a continuous target value given an input

Lecture Notes on Support Vector Machine Feng Li fli@sdu.edu.cn Shandong University, China 1 Hyperplane and Margin In a n-dimensional space, a hyper plane is defined by ωT x + b = 0 (1) where ω ∈ Rn

Lecture Notes on Gaussian Discriminant Analysis, Naive Bayes and EM Algorithm Feng Li fli@sdu.edu.cn Shandong University, China 1 Bayes’ Theorem and Inference Bayes’ theorem is stated mathematically

to 2018 © 2018 Bloomberg Finance L.P. All rights reserved. Final Notes © 2018 Bloomberg Finance L.P. All rights reserved. Final Notes Deep Learning can achieve superhuman accuracy for the right problems

表12.4.1和 表12.4.2中的小结来自Eliot Eshelman163，他们将数字的更新版本保存到GitHub gist164。 表12.4.1: 常见延迟。 Action Time Notes L1 cache reference/hit 1.5 ns 4 cycles Floating‐point add/mult/FMA 1.5 ns 4 cycles continues on com/eshelman/343a1c46cb3fba142c1afdcdeec17646 12.4. 硬件 525 表 12.4.1 – continued from previous page Action Time Notes L2 cache reference/hit 5 ns 12 ~ 17 cycles Branch mispredict 6 ns 15 ~ 20 cycles L3 cache hit (unshared (seek+rotation) 10 ms Send packet CA‐>Netherlands‐>CA 150 ms 表12.4.2: NVIDIA Tesla GPU的延迟. Action Time Notes GPU Shared Memory access 30 ns 30~90 cycles (bank conflicts add latency) GPU Global Memory access

Statistics, Fort Lauderdale, FL, USA, 2011. [3] J. Mizera-Pietraszko 和 P. Pichappan, Lecture Notes in Real-Time Intelligent Systems, Springer International Publishing, 2017.