Segmentation Using GIMP Dr. Tiberiu Stan – tiberiu.stan@northwestern.edu Northwestern University MatSci 395 – ML Lecture 2 – March 3, 2021 In-Class Activity: Segmentation Using GIMP Introduction • • We will manually segment an image from the XCT dataset of Al-Zn solidification using GIMP • In supervised machine learning, image- segmentation pairs are used for training Segmentation steps • Use Segmentation Using GIMP Open the required toolboxes • Windows tab –> New Toolboxes • Windows tab –> Dockable Dialogs –> • Layers • Brushes • Tool Options 3 In-Class Activity: Segmentation Using GIMP Load

© 2018 Percona. 1 Peter Zaitsev Using MySQL for Distributed Database Architectures CEO, Percona PingCAP Infra Meetup, Shanghai, China, May 26, 2018 © 2018 Percona. 2 About Percona Solutions

eBPF Summit October 28, 2020 Debugging Go in production using eBPF ABOUT ME ? i’m Zain @zainasgar Co-Founder/CEO Pixie (@pixie_run) & Adjunct Professor of CS @ Stanford DEVELOPER PROBLEM You’re 6609b2: f2 0f 10 0d 36 a6 0f movsd 0xfa636(%rip),%xmm1 Diving into the details eBPF Using uprobes eBPF ... ... main.computeE 0x6609a0 { App Binary main.main { 0x6609f0 ... ... main

Institute, GMO Pepabo, Inc. 2019.07.25 GopherCon 2019 Optimization for number of goroutines using feedback control Principal engineer Yusuke MIYAKE @monochromegane Pepabo R&D Institute, GMO Pepabo Inc. https://blog.monochromegane.com/ Go and I �3 • A Japanese gopher who loves writing OSS using Go. • monochromegane/the_platinum_searcher • An organizer of the local Go community in Fukuoka think of Goroutines as application-level threads.
 OS thread behaves like a worker for goroutine using a run queue. Ref: https://speakerdeck.com/retervision/go-runtime-scheduler New “g” �18 0xc000030800

explained in this section. Fanchen Su, XOffsetDatastructure, CppCon 2024 41. Title • 1 Long Title: • Using Modern C++ to Build XOffsetDatastructure: A Zero-Encoding and Zero-Decoding High-Performance Serialization Zero-Encoding & Zero-Decoding Fanchen Su, XOffsetDatastructure, CppCon 2024 51. Title • 1 Long Title: • Using Modern C++ to Build XOffsetDatastructure: A Zero-Encoding and Zero-Decoding High-Performance Serialization becomes the data buffer. • This transformation requires traversing and setting fields in memory using Builders. • Examples of solutions that use this approach include FlatBuffers and Cap'n Proto. Fanchen

"${CMAKE_CURRENT_LIST_DIR}/@PROJECT_NAME@Targets.cmake") crates/bridge-cpp/cmake/bridgeConfig.cmake.in 33Part 3 - Using a C++ library in Rust 34[dependencies] cxx = "1.0" [build-dependencies] cxx-build = "1.0" anyhow

Using BCC and bpftrace with Performance Co-Pilot Andreas Gerstmayr October 28, 2020 Source: https://pcp.io https://github.com/iovisor/bcc https://bpftrace.org 2 eBPF Compiler Collection bpftrace

has a meaningful amount of non-trivial code. • Provide some guidance to people about to embark on using CUDA to speed up existing software. Introduction 3 |void add_cpu(int n, float* x, float* y) { the CPU and GPU, bridging the CPU-GPU divide. Managed memory is accessible to both the CPU and GPU using a single pointer. The key is that the system automatically migrates data allocated in Unified Memory the CPU and GPU, bridging the CPU-GPU divide. Managed memory is accessible to both the CPU and GPU using a single pointer. The key is that the system automatically migrates data allocated in Unified Memory

Using Istio to Build the Next 5G Platform David Lenrow Open Source Service Mesh Evangelist Neeraj Poddar Co-founder & Chief Architect, Aspen Mesh February 22, 2021 2 ©2021 Aspen Mesh. All rights reserved