# Machine Learning Lecture 10: Neural Networks and Deep Learning Feng Li fli@sdu.edu.cn https://funglee.github.io School of Computer Science and Technology Shandong University Fall 2018 ## Deep Feedforward $ is usually a highly non-linear function • Feedforward networks are of extreme importance to machine learning practitioners - The conventional neural networks (CNN) used for object recognition from

## I stio As An ## API Gateway ## Discussion Flow • What is an API Gateway? • What is a Service Mesh? Common Features API Gateway + Service Mesh together! Istio as the API Gateway Advantages • • Challenges • Where It Isn’t a Good Fit? ## What is an API Gateway? Service A Service B Service C  Service A Service Deployment • Traffic Mirroring • Rate Limiting • TLS Termination Logging, Monitoring, Tracing ## API Gateway + Service Mesh together! ![Image](/uploads/documents/d/0/d/3/d0d3d2bc8b937de314f4192c01e9d77f/p14_1

## Apifox ## API 设计、开发、测试 一体化协作平台 ## 行业情况  数字化转型  ## 常用解决方案 API 设计者 后端开发 Swagger API 文档设计 {…} ☐ Postman API 开发调试 Mock.js API 数据Mock 鱼 JMeter API 自动化测试 API 压力测试 前端开发 测试人员 ## 存在问题 API设计者、前端开发、后端开发、测试人员大量重复工作。 可视化程度低、操作不友好。 dbcd0833877aca2fe91dbcd47d672c/p6_2.jpg) ## 核心功能 API 设计者 后端开发 API 文档 API 调试 比 Swagger、Markdown 更好用 比 Postman 更强大 前端开发 测试人员 API 数据 Mock API 自动化测试 比 Mock.js 更智能 比 JMeter 更高效 ## 更多特性 ![Imag

## Machine Learning Pytorch Tutorial TA：曾元(Yuan Tseng) 2022.02.18 ## Outline Background: Prerequisites & What is Pytorch? • Training & Testing Neural Networks in Pytorch • Dataset & Dataloader [Image](/uploads/documents/7/6/e/1/76e1a67e96719ae74c41b110fe07bfe6/p3_2.jpg) ## What is PyTorch? - An machine learning framework in Python. • Two main features: ○ N-dimensional Tensor computation (like NumPy) & speech) ESPnet (speech recognition, translation, synthesis, ...) ☐ Most implementations of recent deep learning papers ○ ... ## References • Machine Learning 2021 Spring Pytorch Tutorial • Official

## Debugging the BPF Virtual Machine eBPF Summit ## Why? ● Debugging is useful to understand how things work ● Sometimes, eBPF programs can’t even load - I couldn’t find good resources on this, so so, here I am ● I break lots of eBPF programs - The BPF Virtual machine is not easy to understand ## The approach ## The BPF subsystem lives in the kernel ![Image](/uploads/documents/7/1/6/1/7161fc3

Back to Basics: The Abstract Machine Bob Steagall CppCon 2020 ## KEWB COMPUTING ## Overview/Goals • Describe abstract machines in general • Describe the C++ abstract machine specifically • Language goals • Important components of the abstract machine, and their relationships • Provide a useful overview of the C++ abstract machine ## What is an Abstract Machine? “Abstract machines are machines because between the high level of a programming language and the low level of a real machine. The instructions of an abstract machine are tailored to the particular operations required to implement operations of

Istio for Creating API Tests Low Effort API Testing for Microservices ## mesh dynamics ## Structure ## • What has changed? – Migration to microservices triggering need for extensive API tests ## • Problem: Problem: – Creating API tests is effort intensive — Creating + maintainting E2E, service tests, component tests adds up very quickly • What happens if you do not address the problem? — Thorough test coverage • What is our solution? — Leverage Istio sidecar to listen to API traffic data and create tests from the data - 10x speed in creating API tests • Can also be sped up by just navigating the application

## turn('page', 4); API DOCUMENTATION # turn.js 4 $ ^{th} $ release www.turnjs.com ©2012 Emmanuel Garcia – All rights reserved The turn.js API was conveniently built as a jQuery plugin, it it provides access to a set of features and allows you to define the user interaction. The API includes properties, methods and events. Most setter and setter functions have the same name. ## Essentials 2. Adding pages dynamically through the API. The HTML contains only the container and all the pages will be dynamically added after getting the

## +24 ## Hidden Overhead of a Function API ## OLEKSANDR BACHERIKOV ## What we do at Snap with C++  Neural style transfer enough hats. - Monty Python’s The Meaning of Life to be available in the auxiliary stores of the machine. Usually it will be found that it is not possible to write the sub-procedures such that they may arbitrary positions in the store, although it certain machines this is now possible. Usually some translation process will have to be enough functions When people finally start writing more functions, we’d

API 设计、开发、测试 一体化协作平台 用友 yonyou ## 关于 Apifox ## 超百万开发者的选择 ## 130 万+ 开发者用户 Apifox（广州睿狐信息科技有限公司）成立于 2021 年，是一家专注于企业 API 研发管理工具及解决方案的创新企业。围绕 API 全生命周期协同与管理需求，提供 API 文档、API 调试、API Mock、API 自动化测试等核心产品能力，致力于为全球研发团队提高 自动化测试等核心产品能力，致力于为全球研发团队提高 API 开发与协作效率，节省研发团队的每一分钟，助力企业研发效能升级。 |项目名称|负责人|项目范围|预算分配（万元）|实际支出（万元）|差异（万元）|项目状态|负责人|项目预算|实际支出（万元）|差异（万元）|项目状态|负责人|项目预算|实际支出（万元）|差异（万元）|项目状态|负责人|项目预算|实际支出（万元）|差异（万元）|项目状态|负责人|项目预算|实 数字化虽好，但给 API 协同带来挑战不少   DevOps 化 移动化 API 数量