IstioCon 2021 Partner Packages Keynotes ● 6 Keynotes for US TZ ● 2 Keynotes for China TZ Lightning talks ● 8 lightning talks of 10 minutes each for US TZ ● 4 for China TZ Tech Talks ● 14 Workshop of 2.5 hours for China TZ 1. Getting involved - Content 2. Getting involved - Financial support The following table describes the event bundles that allow IstioCon to showcase a multi-vendor after the event wrap-up. PII from registrations for gifts ● Vendors who want to offer financial support for the conference (“Sponsoring vendor”) will choose one category to engage in, and will be connected

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 the margin is defined as γ = min i γ(i) (6) 1 ? ? ! ? ! Figure 1: Margin and hyperplane. 2 Support Vector Machine 2.1 Formulation The hyperplane actually serves as a decision boundary to differentiating samples are so-called support vector, i.e., the vectors “supporting” the margin boundaries. We can redefine ω by w = � s∈S αsy(s)x(s) where S denotes the set of the indices of the support vectors 4 Kernel

Lecture 6: Support Vector Machine Feng Li Shandong University fli@sdu.edu.cn December 28, 2021 Feng Li (SDU) SVM December 28, 2021 1 / 82 Outline 1 SVM: A Primal Form 2 Convex Optimization Review parallely along ω (b < 0 means in opposite direction) Feng Li (SDU) SVM December 28, 2021 3 / 82 Support Vector Machine A hyperplane based linear classifier defined by ω and b Prediction rule: y = sign(ωTx Scaling ! and " such that min& ' & !() & + " = 1 Feng Li (SDU) SVM December 28, 2021 14 / 82 Support Vector Machine (Primal Form) Maximizing 1/∥ω∥ is equivalent to minimizing ∥ω∥2 = ωTω min ω,b ωTω

network layers, deep learning optimizers, data loading utilities, and multi-gpu, and multi-node support. Functions are executed immediately instead of enqueued in a static graph, improving ease of use begin Before you can run an NGC deep learning framework container, your Docker ® environment must support NVIDIA GPUs. To run a container, issue the appropriate command as explained in Running A Container Container and specify the registry, repository, and tags. About this task On a system with GPU support for NGC containers, when you run a container, the following occurs: ‣ The Docker engine loads the image

– A HiveServer2-compatible interface that allows end users to use a thrift client(cross-language support, both tcp and http), a Java Database Connectivity(JDBC) interface over thrift, or an Open Database • externals - engines: contains all kinds of SQL engines that we support • licenses: a bunch of licenses included. • jars: packages needed by the Kyuubi server. • logs: where the logs of the Kyuubi recommended to use Kyuubi Hive JDBC driver, which is forked from Hive 3.1.x JDBC driver, aims to support some missing functionalities of the original Hive JDBC driver. The driver is available from Maven

– A HiveServer2-compatible interface that allows end users to use a thrift client(cross-language support, both tcp and http), a Java Database Connectivity(JDBC) interface over thrift, or an Open Database • externals - engines: contains all kinds of SQL engines that we support • licenses: a bunch of licenses included. • jars: packages needed by the Kyuubi server. • logs: where the logs of the Kyuubi recommended to use Kyuubi Hive JDBC driver, which is forked from Hive 3.1.x JDBC driver, aims to support some missing functionalities of the original Hive JDBC driver. The driver is available from Maven

– A HiveServer2-compatible interface that allows end users to use a thrift client(cross-language support, both tcp and http), a Java Database Connectivity(JDBC) interface over thrift, or an Open Database • externals - engines: contains all kinds of SQL engines that we support • licenses: a bunch of licenses included. • jars: packages needed by the Kyuubi server. • logs: where the logs of the Kyuubi recommended to use Kyuubi Hive JDBC driver, which is forked from Hive 3.1.x JDBC driver, aims to support some missing functionalities of the original Hive JDBC driver. The driver is available from Maven

– A HiveServer2-compatible interface that allows end users to use a thrift client(cross-language support, both tcp and http), a Java Database Connectivity(JDBC) interface over thrift, or an Open Database • externals - engines: contains all kinds of SQL engines that we support • licenses: a bunch of licenses included. • jars: packages needed by the Kyuubi server. • logs: where the logs of the Kyuubi recommended to use Kyuubi Hive JDBC driver, which is forked from Hive 3.1.x JDBC driver, aims to support some missing functionalities of the original Hive JDBC driver. The driver is available from Maven

– A HiveServer2-compatible interface that allows end users to use a thrift client(cross-language support, both tcp and http), a Java Database Connectivity(JDBC) interface over thrift, or an Open Database • externals - engines: contains all kinds of SQL engines that we support • licenses: a bunch of licenses included. • jars: packages needed by the Kyuubi server. • logs: where the logs of the Kyuubi recommended to use Kyuubi Hive JDBC driver, which is forked from Hive 3.1.x JDBC driver, aims to support some missing functionalities of the original Hive JDBC driver. The driver is available from Maven

– A HiveServer2-compatible interface that allows end users to use a thrift client(cross-language support, both tcp and http), a Java Database Connectivity(JDBC) interface over thrift, or an Open Database • externals - engines: contains all kinds of SQL engines that we support • licenses: a bunch of licenses included. • jars: packages needed by the Kyuubi server. • logs: where the logs of the Kyuubi recommended to use Kyuubi Hive JDBC driver, which is forked from Hive 3.1.x JDBC driver, aims to support some missing functionalities of the original Hive JDBC driver. The driver is available from Maven