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

Solaris host: starting the web service via SMF . . . . . . . . . . . . . . 19 2 Environment-specific notes 21 2.1 Using the object-oriented web service (OOWS) . . . . . . . . . . . . . . . . . . . 21 2.1 platform-independent text files and documentation, the binaries are instead shipped with the platform-specific packages. The vboxwebsrv program, which implements the web service, is a text-mode (console) more information about SMF, please refer to the Solaris documentation. 20 2 Environment-specific notes The Main API described in chapter 5, Classes (interfaces), page 43 and chapter 6, Enumerations (enums)

Authenticating at web service logon . . . . . . . . . . . . . . . . . . . . 20 2 Environment-specific notes 22 2.1 Using the object-oriented web service (OOWS) . . . . . . . . . . . . . . . . . . . 22 2.1 platform-independent text files and documentation, the binaries are instead shipped with the platform-specific packages. For this reason the information how to run it as a service is included in the VirtualBox variable carefully, and only if you fully understand what you’re doing. 21 2 Environment-specific notes The Main API described in chapter 5, Classes (interfaces), page 44 and chapter 6, Enumerations (enums)

Authenticating at web service logon . . . . . . . . . . . . . . . . . . . . 20 2 Environment-specific notes 22 2.1 Using the object-oriented web service (OOWS) . . . . . . . . . . . . . . . . . . . 22 2.1.1 platform-independent text files and documentation, the binaries are instead shipped with the platform-specific packages. For this reason the information how to run it as a service is included in the VirtualBox variable carefully, and only if you fully understand what you’re doing. 21 2 Environment-specific notes The Main API described in chapter 5, Classes (interfaces), page 44 and chapter 6, Enumerations (enums)

Authenticating at web service logon . . . . . . . . . . . . . . . . . . . . 5 2 Environment-specific notes 7 2.1 Using the object-oriented web service (OOWS) . . . . . . . . . . . . . . . . . . . 7 2.1.1 platform-independent text files and documentation so thus the vboxweb- srv binary is shipped with the platform-specific packages. Therefore the information on how to run vboxwebsrv as a service is included in the variable carefully and only if you fully understand what you’re doing. 6 2 Environment-specific notes The Main API described in chapter 6, Classes (interfaces), page 38 and chapter 7, Enumerations (enums)

Authenticating at web service logon . . . . . . . . . . . . . . . . . . . . 21 2 Environment-specific notes 23 2.1 Using the object-oriented web service (OOWS) . . . . . . . . . . . . . . . . . . . 23 2.1 platform-independent text files and documentation, the binaries are instead shipped with the platform-specific packages. For this reason the information how to run it as a service is included in the VirtualBox variable carefully, and only if you fully understand what you’re doing. 22 2 Environment-specific notes The Main API described in chapter 5, Classes (interfaces), page 45 and chapter 6, Enumerations (enums)

Authenticating at web service logon . . . . . . . . . . . . . . . . . . . . 21 2 Environment-specific notes 23 2.1 Using the object-oriented web service (OOWS) . . . . . . . . . . . . . . . . . . . 23 2.1.1 platform-independent text files and documentation, the binaries are instead shipped with the platform-specific packages. For this reason the information how to run it as a service is included in the VirtualBox variable carefully, and only if you fully understand what you’re doing. 22 2 Environment-specific notes The Main API described in chapter 5, Classes (interfaces), page 44 and chapter 6, Enumerations (enums)