RN-08516-001_v23.07 | July 2023 PyTorch Release Notes PyTorch RN-08516-001_v23.07 | ii Table of Contents Chapter 1. PyTorch Overview..................................................... R530). The CUDA driver's compatibility package only supports particular drivers. Thus, users should upgrade from all R418, R440, R460, and R520 drivers, which are not forward- compatible with CUDA 12.1. For R530). The CUDA driver's compatibility package only supports particular drivers. Thus, users should upgrade from all R418, R440, R460, and R520 drivers, which are not forward- compatible with CUDA 12.1. For

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

Twitter ● User discussions ● Upgrade survey #IstioCon Common Feedback ● Users found upgrades challenging ● Releases were inconsistent ○ Release and Upgrade Notes ○ Release date slip ○ Release Istio community didn’t have a process #IstioCon Led To ● Upgrade Working Group ● Release Note Generation ● Definition of Done #IstioCon Upgrade Working Group Mission: To improve the stability, user user experience, and test infrastructure around Istio upgrades #IstioCon Upgrade Working Group - Stability ● Standards and processes ○ Control plane behavior ○ Data plane communication ● Promote revision-based

Table . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1113 24.8.8 Notes & Caveats . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1114 24 Properties . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 2020 37 Release Notes 2023 37.1 pandas 0.21.1 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . suitable for plotting or tabular display. pandas is the ideal tool for all of these tasks. Some other notes • pandas is fast. Many of the low-level algorithmic bits have been extensively tweaked in Cython

Table . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1079 24.8.8 Notes & Caveats . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1080 24 Properties . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1870 36 Release Notes 1873 36.1 pandas 0.20.3 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . suitable for plotting or tabular display. pandas is the ideal tool for all of these tasks. Some other notes • pandas is fast. Many of the low-level algorithmic bits have been extensively tweaked in Cython

Table . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1075 24.8.8 Notes & Caveats . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1076 24 Properties . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1738 36 Release Notes 1741 36.1 pandas 0.20.2 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . suitable for plotting or tabular display. pandas is the ideal tool for all of these tasks. Some other notes • pandas is fast. Many of the low-level algorithmic bits have been extensively tweaked in Cython

DEPLOYED: Wed Oct 20 15:22:47 2021 NAMESPACE: kyuubi STATUS: deployed REVISION: 1 TEST SUITE: None NOTES: Get kyuubi expose URL by running these commands: export NODE_PORT=$(kubectl get --namespace kyuubi Kyuubi High Availability Guide HA Architecture System-side Deployment Client-side Usage How to Hot Upgrade Kyuubi Server Kyuubi Migration Guide Upgrading from Kyuubi 1.6.0 to 1.6.1 Upgrading from Kyuubi removing Kyuubi server instances can easily scale up or down to meet the need of client requests. Upgrade smoothly Kyuubi server supports stop gracefully. We could delete a k.i. but not stop it immediately

DEPLOYED: Wed Oct 20 15:22:47 2021 NAMESPACE: kyuubi STATUS: deployed REVISION: 1 TEST SUITE: None NOTES: Get kyuubi expose URL by running these commands: export NODE_PORT=$(kubectl get --namespace kyuubi Kyuubi High Availability Guide HA Architecture System-side Deployment Client-side Usage How to Hot Upgrade Kyuubi Server Configurations Introduction to the Kyuubi Configurations System Environments Kyuubi removing Kyuubi server instances can easily scale up or down to meet the need of client requests. Upgrade smoothly Kyuubi server supports stop gracefully. We could delete a k.i. but not stop it immediately