# 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) synthesis, ...) ☐ Most implementations of recent deep learning papers ○ ... ## References • Machine Learning 2021 Spring Pytorch Tutorial • Official Pytorch Tutorials https://numpy.org/ Any questions

## 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 performance, we typically think about the function logic. We’ll see that a well designed function API can have an even larger impact. ## How will we compare performance? • Benchmarks at this low level

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