Wrenching Efficiency Out of Custom Deep Learning Accelerators

Custom accelerators for neural network training have garnered plenty of attention in the last couple of years, but without significant software footwork, many are still difficult to program and could leave efficiencies on the table. This can be addressed through various model optimizations, but as some argue, the efficiency and utilization gaps can also be addressed with a tailored compiler.

Eugenio Culurciello, an electrical engineer at Purdue University, argues that getting full computational efficiency out of custom deep learning accelerators is difficult. This prompted his team at Purdue to build an FPGA based accelerator that could be agnostic to CNN …

Wrenching Efficiency Out of Custom Deep Learning Accelerators was written by Nicole Hemsoth at The Next Platform.

Worth Reading: AMD Thread Ripper

The AMD Ryzen Threadripper processor offers higher core and thread counts, which equates to more capability and performance than any other consumer-level processor for high-end computing functionality. By doubling the core count found in the Ryzen chip that launched late in the first quarter, AMD can address different markets that requires higher levels of performance, including video editing, rendering, software development and others. AMD even paints this chip as being able to handle “mega-tasking,” the ability to run two complex workloads (video transcoding and gaming, for example) without the same kind of performance drop you would find on other processors. —Ryan Shrout @ Market Watch

The post Worth Reading: AMD Thread Ripper appeared first on rule 11 reader.

IDG Contributor Network: I see dead zones

Dead zones have plagued users since the dawn of wireless networks.I know my wife is making or answering a call when she runs for the kitchen window. Sometimes I even find her outside, pointing her smartphone at the sky as she desperately searches for a cellular signal.We’ve all been there. And the struggle to find a strong connection now goes beyond cellular to Wi-Fi and the Internet of Things (IoT). But why?One answer is standards – or lack thereof. Until recently, there were no guidelines for integrating wireless networks directly into homes. Thick walls, frame and cement block many wireless signals. Most architects and builders don’t design around radio frequency (RF), and few people position their Wi-Fi router where they’re spending most of their connected time.To read this article in full or to leave a comment, please click here

Guest Wi-Fi access should always be ‘easy, peasy’

My kids use the expression “easy, peasy” to describes something that is super simple. For example, I might ask my youngest child, “How was your math test?” And because high school math is beyond simple, he would respond, “Easy, peasy.” In life, there are things that should be easy, but we often overcomplicate them. One thing that should be easy every time is signing on to guest Wi-Fi. The fact that it isn’t, makes it one of my biggest pet peeves.+ Also on Network World: 9 free Wi-Fi stumbling and surveying tools + Before I get into the why, I’ll take a step back and define guest Wi-Fi. Webopedia describes it as “a wireless router feature that is designed to allow users to easily grant visitor access to your wireless Internet connection.” Not to nitpick, but it’s more a Wi-Fi feature than a router feature, but most readers of this will get that. Also, note the word EASY in the definition, so all you Wi-Fi administrators out there, take note. To read this article in full or to leave a comment, please click here

Guest Wi-Fi access should always be ‘easy, peasy’

My kids use the expression “easy, peasy” to describes something that is super simple. For example, I might ask my youngest child, “How was your math test?” And because high school math is beyond simple, he would respond, “Easy, peasy.” In life, there are things that should be easy, but we often overcomplicate them. One thing that should be easy every time is signing on to guest Wi-Fi. The fact that it isn’t, makes it one of my biggest pet peeves.+ Also on Network World: 9 free Wi-Fi stumbling and surveying tools + Before I get into the why, I’ll take a step back and define guest Wi-Fi. Webopedia describes it as “a wireless router feature that is designed to allow users to easily grant visitor access to your wireless Internet connection.” Not to nitpick, but it’s more a Wi-Fi feature than a router feature, but most readers of this will get that. Also, note the word EASY in the definition, so all you Wi-Fi administrators out there, take note. To read this article in full or to leave a comment, please click here

Guest Wi-Fi access should always be ‘easy, peasy’

My kids use the expression “easy, peasy” to describes something that is super simple. For example, I might ask my youngest child, “How was your math test?” And because high school math is beyond simple, he would respond, “Easy, peasy.” In life, there are things that should be easy, but we often overcomplicate them. One thing that should be easy every time is signing on to guest Wi-Fi. The fact that it isn’t, makes it one of my biggest pet peeves.+ Also on Network World: 9 free Wi-Fi stumbling and surveying tools + Before I get into the why, I’ll take a step back and define guest Wi-Fi. Webopedia describes it as “a wireless router feature that is designed to allow users to easily grant visitor access to your wireless Internet connection.” Not to nitpick, but it’s more a Wi-Fi feature than a router feature, but most readers of this will get that. Also, note the word EASY in the definition, so all you Wi-Fi administrators out there, take note. To read this article in full or to leave a comment, please click here

How to use GNU’s aspell to fix spelling errors in files

GNU's aspell is a very useful tool for fixing potential typos in files. It not only picks out your misspellings and displays them to you, but it offers you a list of potential corrections and applies your changes as instructed. And it often remembers the fixes that you've applied.Hopefully, you’ve spotted the typo in this post’s image. If you had a file containing the word “appertizers,” this clever utility would help you to spot and replace it.Say you had a file named "oops" that contained this typo:$ cat oops Please list the appertizers in alphabeticle order. If you asked aspell to check this file with the command “apsell check oops”, it would present the file contents with the word “appertizer” highlighted and offer the list below as options for correcting the error.To read this article in full or to leave a comment, please click here

Better spelling with GNU’s aspell

GNU's aspell is a very useful tool for fixing potential typos in files. It not only picks out your misspellings and displays them to you; it offers you a list of potential corrections and applies your changes as instructed. And it often remembers the fixes that you've applied.Hopefully, you’ve spotted the typo in this post’s image. If you had a file containing the word “appertizers”, this clever utility would help you to spot and replace it.Say you had a file named "oops" that contained this typo: $ cat oops Please list the appertizers in alphabeticle order. If you asked aspell to check this file with the command “apsell check oops”, it would present the file contents with the word “appertizer” highlighted and offer the list below as options for correcting the error.To read this article in full or to leave a comment, please click here

NDSS Highlights the Best in Internet Security Research

The nonstop news about Internet security vulnerabilities and incidents could lead one to despair for the future of the Internet. However, what often does not make the news is all the quality research that contributes ultimately to a more secure, private, and trustworthy Internet. Quality academic research that is open and easily accessible is one of our best long-term investments in a truly open and trustable Internet.

Karen O'Donoghue

What is KISS Principle ? Keep it Simple and Stupid ?

What is KISS Principle ? Okay it stands for Keep it Simple and Stupid but what does really it mean in networking ? Can we really make things simpler ?. Probably yes but should we ?   Let’s remember What Einstein said about simplicity.   ” Everything should be made as simple as possible, but no […]

The post What is KISS Principle ? Keep it Simple and Stupid ? appeared first on Cisco Network Design and Architecture | CCDE Bootcamp | orhanergun.net.

Evolution from PINs to PICs Cloud Networking

Evolution from PINs to PICs Cloud Networking
Networking is simply so cool again after decades of static and stagnant silo designs. The rapid acceptance of universal cloud spine across a variety of clouds and industry verticals is a testament to just how critical of a problem this is to IT. By adopting a clean sheet of modern methodologies and code with a programmable state-based foundation, we are embarking on the next frontier.

Evolution from PINs to PICs Cloud Networking

Evolution from PINs to PICs Cloud Networking
Networking is simply so cool again after decades of static and stagnant silo designs. The rapid acceptance of universal cloud spine across a variety of clouds and industry verticals is a testament to just how critical of a problem this is to IT. By adopting a clean sheet of modern methodologies and code with a programmable state-based foundation, we are embarking on the next frontier.

ETL is slowing down real-time data analytics

The data transformation tool known as ETL, or extract, transfer and load, is slowing down companies’ ability to do real-time data analysis, costing those companies business opportunities and making their analytics inefficient. That is the result of a survey of 502 IT professionals conducted by IDC on behalf of InterSystems Corp., a high-performance database management vendor. The survey also found that Changed Data Capture (CDC) technology is also slowing companies down and impeding their ability to do real-time data analysis. To read this article in full or to leave a comment, please click here

ETL is slowing down real-time data analytics

The data transformation tool known as ETL, or extract, transfer and load, is slowing down companies’ ability to do real-time data analysis, costing those companies business opportunities and making their analytics inefficient. That is the result of a survey of 502 IT professionals conducted by IDC on behalf of InterSystems Corp., a high-performance database management vendor. The survey also found that Changed Data Capture (CDC) technology is also slowing companies down and impeding their ability to do real-time data analysis. To read this article in full or to leave a comment, please click here

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