Intel demo on movidius
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using Open VINO as an optimizer to deploy a neuronal network for inference on Movidius edge device (or laptop cpu)
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★ Resources ★
Event Page: http://connect.linaro.org/resource/hkg18/hkg18-219/
Presentation: http://connect.linaro.org.s3.amazonaws.com/hkg18/presentations/hkg18-219.pdf
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This document provides an overview of virtualization and describes how to build a virtualized environment using Oracle VM VirtualBox. It outlines the steps to create a virtual machine, install Oracle Enterprise Linux as the guest operating system, install the VirtualBox additions, configure the environment, and install Oracle 11g database software. It also briefly discusses open virtualization format (OVF) and portable virtual machine backups.
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Virtualization allows multiple operating systems, called virtual machines, to run simultaneously on a single physical computer. It works by emulating or partially emulating the processor, BIOS, and other hardware for the virtual machines. This provides benefits like better hardware utilization, scalability, fault tolerance, and easier deployment (paragraphs 1-4). Popular virtualization technologies include Qemu, KVM, VirtualBox, and VMWare, which emulate x86, ARM, and PowerPC architectures using native CPU instructions or full emulation (paragraphs 5-7). Virtualization saves costs by improving hardware utilization and allowing dynamic scalability. It also improves maintainability, availability, and deployment times (paragraphs 8-10). Para-virtualization requires modifying
Deploy Small IoT Embedded SOC Devices and a Back-End Platform with Java, usin...
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Java One 2015, San Francisco.
Visit the community site: http://warpx.io
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Rmll Virtualization As Is Tool 20090707 V1.0
Virtualization can be used as a tool for consolidating information systems. There are several common issues that come up with virtualization including ensuring sufficient processor architecture support, network capacity, and dealing with legacy physical hardware. It is important to analyze legacy systems and map application relationships before starting virtualization. Popular hypervisors include KVM, Xen, and OpenVZ. KVM is recommended due to its integration with Linux. Libvirt provides an abstraction layer for different hypervisors. Orchestrators like Enomalism can help manage large virtualized environments through a web interface. Tools were also discussed for snapshotting images, configuring networks, and preventing out-of-memory issues.
RMLL / LSM 2009
Virtualization can be used as a tool for consolidating information systems. There are several common issues to address when starting virtualization including ensuring sufficient processor architecture support, network capacity, and dealing with physical legacy systems. Key steps include analyzing legacy systems and mapping application relationships. Popular hypervisors include KVM, Xen, and OpenVZ. KVM is recommended due to its integration with Linux. Libvirt provides an abstraction layer for different hypervisors. Orchestrators like Enomalism can help manage virtual machines. Useful related tools include those for snapshots, configuration, and dealing with out of memory situations.
Windows 7 professional Vs Windows 7 enterprise
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Cloud-computing.ppt
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Android architechture
Android is becoming very popular these and mostly everyone is crazy about it. So today with the help of a simple diagram I am going to explain the architecture of Android. I think that there is no need to tell you all about the "Android" as everyone who knows about it should also know this simple definition of Android:
[OpenStack Day in Korea 2015] Track 1-6 - 갈라파고스의 이구아나, 인프라에 오픈소스를 올리다. 그래서 보이...
[OpenStack Day in Korea 2015] Track 1-6 - 갈라파고스의 이구아나, 인프라에 오픈소스를 올리다. 그래서 보이...OpenStack Korea Community
OpenStack Day in Korea 2015 - Track 1-6
갈라파고스의 이구아나, 인프라에 오픈소스를 올리다. 그래서 보이는 오픈 스택
장재민 - 본부장, 스마일 서브Global Azure boot camp 2015 - Microsoft IoT Solutions with Azure
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Presentation from KVM Forum 2020.
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IncludeOS for ics 2018
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OpenNebulaConf 2016 - Hypervisors and Containers Hands-on Workshop by Jaime M...
In this 90-minute hands-on workshop, some of the key contributors to OpenNebula will walk attendees through the configuration and integration aspects of the computing subsystem in OpenNebula. The session will also include lightning talks by community members describing aspects related to Hypervisors and Containers with OpenNebula:
Deployment scenarios
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TDC2018FLN | Trilha Machine Learning - Intel movidius: Neural Compute Stick
The document discusses the Intel Movidius Neural Compute Stick (NCS), a small deep learning device that can be used to run AI models at the edge. It provides an overview of the NCS, describing its low-power dedicated hardware for neural network inference. It also outlines the steps to install the Movidius SDK and run example models using frameworks like Caffe and TensorFlow on the NCS. Key capabilities of the NCS include object detection, classification and facial recognition using pre-trained models.
OSv at Usenix ATC 2014
OSv is a new operating system designed specifically for virtual machines in cloud environments. It aims to run existing cloud applications faster than Linux by simplifying the OS design to focus on a single application per VM. OSv implements many Linux APIs for compatibility but explores new APIs and designs to further reduce overhead, such as lock-free networking and direct access to page tables. Benchmark results show OSv outperforming Linux on networking, context switching, and memory-intensive workloads.
Similar to Intel demo on movidius (20)
Virtualization VM VirtualBox + Oracle Enterprise Linux With Oracle 11GR2
Virtualization VM VirtualBox + Oracle Enterprise Linux With Oracle 11GR2
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Virtualization, The future of computing (archived)
Virtualization, The future of computing (archived)
Deploy Small IoT Embedded SOC Devices and a Back-End Platform with Java, usin...
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[OpenStack Day in Korea 2015] Track 1-6 - 갈라파고스의 이구아나, 인프라에 오픈소스를 올리다. 그래서 보이...
[OpenStack Day in Korea 2015] Track 1-6 - 갈라파고스의 이구아나, 인프라에 오픈소스를 올리다. 그래서 보이...
Global Azure boot camp 2015 - Microsoft IoT Solutions with Azure
Global Azure boot camp 2015 - Microsoft IoT Solutions with Azure
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TDC2018FLN | Trilha Machine Learning - Intel movidius: Neural Compute Stick
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Intel demo on movidius
- 1. Intel demo on Movidius: deploying an optimized neural network on edge
- 2. overview • Object detection using a caffe implementation of MobileNet-SSD detection network, with pretrained weights • Required: • A hypervisor on the PC, I use Oracle Virtualbox – just download, plug&play • Sufficient memory on the host, supported OS (e.g. Windows 10), etc. • USB 3 slot • Intel MYRIAD Neural Compute Stick (MOVIDIUS) • Advantages • Run inferences at a fraction of the power consumed on cpus • Optimize a NN for deployment on edge devices • Consistent software environment regardless of end user device
- 3. Guest OS • Guest OS is Ubuntu by default when installing the VM
- 6. Using Open VINO for network optimization
- 7. plugins
- 8. Jupyter notebook with following steps: • Creating Intermediate Representation (IR) model • Choosing device • Load the network into the plugin • Load the labels for the different classes • Input pre-processing (e.g. reshaping) • The Movidius device only supports FP16 • Run inference (single shot) • Run inference (video)
- 10. Inference output – more
- 11. Object detection in video (this takes a long time on my PC, but I can show the recorded video)
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