Zipped HTML Useful links: Binary Installers | Source Repository | Issues & Ideas | Q&A Support | Mailing List pandas is an open source, BSD-licensed library providing high-performance, easy-to-use (JANUARY 25, 2019) Warning: The 0.24.x series of releases will be the last to support Python 2. Future feature releases will support Python 3 only. See Plan for dropping Python 2.7 for more. This is a major Integer NA Support - New APIs for accessing the array backing a Series or Index - A new top-level method for creating arrays - Store Interval and Period data in a Series or DataFrame - Support for joining

# 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 $$ \omega^{T}x+b=0 $$ ts/c/a/7/4/ca747b9d33d07aa393893fb3862bcd67/p2_1.jpg) Figure 1: Margin and hyperplane. ## 2 Support Vector Machine ### 2.1 Formulation The hyperplane actually serves as a decision boundary to differentiating decision if its margin (with respect to the decision hyperplane) is larger. By leveraging different values of $ \omega $ and b, we can construct a infinite number of hyperplanes, but which one is the best

## Lecture 6: Support Vector Machine Feng Li Shandong University fli@sdu.edu.cn December 28, 2021 ## Outline  1 SVM: b > 0 means moving it parallelly along $ \omega $ (b < 0 means in opposite direction) ## Support Vector Machine • A hyperplane based linear classifier defined by $ \omega $ and b • Prediction 14_1.jpg)  ## Support Vector Machine (Primal Form) • Maximizing $ 1/\|\omega\| $ is equivalent to minimizing $ \|\

Shiro support for the Spring Security plugin ## Shiro support for the Spring Security plugin - Reference Documentation Authors: Burt Beckwith Version: 0.1 ## Table of Contents 1 Introduction 1.1 History History 2 Usage 3 Configuration ## 1 Introduction The Spring Security Shiro plugin adds some support for using a hybrid approach combining Spring Security and Shiro. It currently only supports Shiro

# Shiro support for the Spring Security plugin - Reference Documentation Authors: Burt Beckwith Version: 1.0.0 ## Table of Contents 1 Introduction to the Spring Security Shiro Plugin 1.1 History ## 1 Introduction to the Spring Security Shiro Plugin The Spring Security Shiro plugin adds some support for using a hybrid approach combining Spring Security and Shiro. It currently only supports Shiro

Language Support Version 5.3.36-SNAPSHOT ## Table of Contents 1. Kotlin ..... 1 1.1. Requirements ..... 1 1.2. Extensions ..... 1 1.3. Null-safety ..... 2 1.4. Classes and Interfaces ..... 3 1. Examples ..... 21 1.11.2. Issues ..... 21 2. Apache Groovy ..... 23 3. Dynamic Language Support ..... 24 3.1. A First Example ..... 24 3.2. Defining Beans that Are Backed by Dynamic Languages interoperability with existing libraries written in Java. The Spring Framework provides first-class support for Kotlin and lets developers write Kotlin applications almost as if the Spring Framework was a

Version 6.0.0-M2 Language Support ## Table of Contents 1. Kotlin ..... 1 1.1. Requirements ..... 1 1.2. Extensions ..... 1 1.3. Null-safety ..... 2 1.4. Classes and Interfaces ..... 3 1.5. 1. Examples ..... 21 1.11.2. Issues ..... 21 2. Apache Groovy ..... 23 3. Dynamic Language Support ..... 24 3.1. A First Example ..... 24 3.2. Defining Beans that Are Backed by Dynamic Languages interoperability with existing libraries written in Java. The Spring Framework provides first-class support for Kotlin and lets developers write Kotlin applications almost as if the Spring Framework was a

## +24 ## Beyond Compilation Databases to Support C++ Modules: Build Databases ## BEN BOECKEL ## Who am I? • 15 years working on build systems and software process • CMake developer ○ Designing and which use CMake ☐ C++ modules support • Working with the community to improve building software ☐ ISO standards ☐ Dependency format ☐ Pushing forward modules support in other build systems xmake Can know what target the file was opened “for” based on the associated project file Command-based values are “shell-escaped” ☐ Which shell? ☐ Bourne shell is a safe assumption on Unix ☐ Powershell or

## Nim - the first high performance language with full support for hot codereloading at runtime by Viktor Kirilov ## Me, myself and I • my name is Viktor Kirilov - from Bulgaria • creator of doctest backed by Mozilla (although with a lot less...) • has a rich stdlib, package manager, docs, some IDE support ## Feature rundown • uniform call syntax (extension methods) - obj.method() OR method(obj) scope for the compiler • all the cutting-edge optimization for C/C++ for free • out-of-the-box support for tons of platforms • easiest C/C++ interop possible • exceptions - reusing those of C++ when