Artificial Intelligence | News | Insights | AiThority
[bsfp-cryptocurrency style=”widget-18″ align=”marquee” columns=”6″ coins=”selected” coins-count=”6″ coins-selected=”BTC,ETH,XRP,LTC,EOS,ADA,XLM,NEO,LTC,EOS,XEM,DASH,USDT,BNB,QTUM,XVG,ONT,ZEC,STEEM” currency=”USD” title=”Cryptocurrency Widget” show_title=”0″ icon=”” scheme=”light” bs-show-desktop=”1″ bs-show-tablet=”1″ bs-show-phone=”1″ custom-css-class=”” custom-id=”” css=”.vc_custom_1523079266073{margin-bottom: 0px !important;padding-top: 0px !important;padding-bottom: 0px !important;}”]

Edge Computing+ AI Confluence: Get Ready to “Edgify” Your IT and Automation Operations

Edge Computing enjoys a very respectable place in the current IT Transformation journeys. Together with AI, Machine Learning, IoT and Robotic Process Automation, Edge has become the most-discussed topic among global CIOs and IT leaders. According to Forrester’s Predictions 2020: Edge Computing, the ‘edgification’ of IT and Automation will become a predominant factor of differentiation between the leaders and laggards in the Cloud Infrastructure and Cloud Computing landscape.

Oh, Edge– How Great You’re!

IT systems that helped you sail through the challenges last decade are in no shape to assist your business goals. ITOps have evolved significantly, and today CIOs place a much larger emphasis on ease of deployment, speed, security and scale of automation using emerging technologies. The need for speed in Cloud and placing the Cloud on the ‘edge’ are popular strategies that have gained massive traction in the IT and ITOps industries.

According to a McKinsey & Company report, “Edge computing represents a potential value of $175 billion–$215 billion in hardware by 2025.”

As connected devices proliferate into our lives, Edge capabilities would become a norm to sustain automation within IT infrastructure. It’ll impact both Software and Hardware part of the business operations, such as SaaS, PaaS, IaaS and DaaS. we can expect a new sector growing within the Cloud – ‘Edge Computing’, says Mckinsey & Company.

Technavio has announced its latest market research report titled global edge computing market 2019-2023. (Graphic: Business Wire)

To understand how Edge Computing is shaping up for the future, we sat down with FogHorn‘s leadership. In Part One of our “Edge Computing+ AI Confluence” discussion with FogHorn, Sastry the Chief Technology Officer, Sastry Malladi shared his forecasts.

The Industry Will Refine the Definition of “Edge Computing”

This year many industry players led conversations regarding the exact definition and various locations of the edge.

Organizations have struggled to understand the precise location of the edge when, in reality, the location is highly dynamic and varies by industry and use case. For example, telecom operators consider the edge of the telecom network the true edge (also called the service edge), whereas application developers and industrial plant operators define it as the point of data production (or the location of the asset being monitored).

The Telco Definition

The Telco definition of the Edge also aligns with MEC (Multi-access Edge Computing).

Moreover, some solutions adopted edge terminology without considering its exact characteristics, thus introducing more confusion to the market.

Weak Edge versus a ‘True’ Edge

Weak (or fake) edge solutions lack the ability to optimally run analytics and machine learning models on the live streaming data in a constrained compute environment, a crucial requirement for deriving actionable insights in real-time. These solutions are not ‘true edge’ as they rely on the cloud for data processing, rather than processing data at the Edge.

Lastly, confusion regarding the Edge-Cloud relationship. Edge is certainly complementary to cloud, although in the industrial sector, edge greatly enhances the Cloud adoption and value. Indeed, over the next year, edge computing leaders will continuously work to evolve and refine answers to questions such as: where is the edge located, what is edge computing; and why is the edge important.

Related Posts
1 of 17,074

Automotive Manufacturers Will Look to Edge Computing to Improve and Accelerate Autonomous Operations

Cars generate significantly more data today than ever before, and it is a big challenge to gather, merge, process, and deploy all that sensor data efficiently. The future of transportation with autonomous vehicles (AV) depends on creating the required intelligence and processing to build and operate sophisticated, autonomous systems.

For example, many AVs are expected to be electric cars, and these will require substantially more in-vehicle intelligence and system life cycle management. These are needed to maximize the efficiency and lifespan of the battery and charging systems, as well as other systems supporting braking, motor performance, safety, passenger environment, and predictive maintenance.

 While fully autonomous vehicle controls are years away, there are many existing edge computing applications now available to enhance the efficiency, reliability, and safety of commercial and public transportation. These include vehicle control and safety systems, such as cameras, driver assistance, and collision avoidance functions, that are being added to new vehicles every year.

In the year ahead, rather than relying on remote data centers for critical command and control decisions, automotive manufacturers can eliminate safety concerns and fast-track the road to autonomous driving by deploying edge-enabled systems.

Read Also: Are IoT Devices and Automatic Software Updates Prepared to Dodge Ransomware Attacks?

Time to Become an Edge-First Organization

Being able to analyze high-fidelity, high-resolution, raw machine data in the cloud is often expensive and does not happen in real-time due to transport and ecosystem considerations. Organizations often depend on down-sampled or time deferred data to avoid significant cost constraints, and as a result, organizations miss critical insights as they’re only looking at incomplete datasets.

Instead, by implementing Edge-first solutions, organizations can synthesize data locally, identify machine learning inferences on core raw data sets, and deliver enhanced predictive capabilities (versus cloud-heavy, expensive, retroactive insights).

Organizations Will Experience a Shift From Cloud Only to Cloud-Edge Hybrid Strategies to Enable Edge AI and Iterative ML Modeling and Ongoing Improvement of Outcomes

By running ‘edgified’ versions of ML models in real-time, organizations enable faster responses to real-time events and the ability to act, react, pro-act to events of interest at the source. This ensures a harmonious interplay of edge and cloud, leveraging the strengths of each ecosystem.

Indeed, in the next few years, more than 40% of organizations’ cloud deployments will include edge computing to address bandwidth bottlenecks, reduce latency, and process data for mission-critical decision support in real-time. These edge-powered, IIoT projects will extract a realistic view of daily machine operations and work towards a new level of predictability that will dramatically alter the industry landscape as we know it. In short, in 2020, cloud-dominated solutions will adopt a more edge-first, or cloud-edge hybrid, approach to drive significant business value.

Organizations Will Look Beyond Edge Computing to Edge AI Solutions to Deliver Optimal ROI

When organizations build ML models, an assumption is made that the model will be accurate for a certain period of time, as the model has been trained on a particular set of data. If new data patterns emerge or if the model has not been trained on all possible data sets or workflows, the model might not continue to provide accurate results. By employing edge AI, the models can be continuously updated with new, meaningful data and the learning sets updated.

For example, in a factory, a model can be deployed to detect defects on a part inspection assembly line or proactively identify patterns that may lead to defects after a period of time. Often, after a few months, the model’s accuracy may diminish due to new data patterns. This can be misleading, and the opportunity cost can be significant if the software uses traditional analytics exclusively.

Using the power of artificial intelligence (AI) at the edge and self-learning models, in 2020, ML models can move beyond traditional analytics capabilities and significantly improve predictive functionality and overall ROI. With edge AI, the software can proactively interface with live data streams and cater to intelligence at or near the source, leading to increased overall productivity, efficiency, and cost-savings.

  1. Robertcaumb says
  2. ErnestBlime says

    учи ру 4 класс вход

    учи ру класс вход ученику

  3. Bug says

    Quality medical products at a low cost. Worldwide delivery

  4. Carlota Hewitt says
  5. Taylor Kasmir says

    What’s Happening i’m new to this, I stumbled upon this I have found It positively helpful and it has helped me out loads. I hope to contribute & aid other users like its helped me. Good job.

  6. alquiler carro villavicencio says

    It is really a great and helpful piece of information. I am glad that you shared this useful info with us. Please keep us informed like this. Thanks for sharing.

  7. alquiler de carro monteria says

    I am continually invstigating online for posts that can facilitate me. Thanks!

  8. Fókuszpályázat says

    Very interesting points you have observed, regards for putting up. “The unspoken word never does harm.” by Kossuth.

  9. storno brzinol says

    Hi, Neat post. There’s a problem together with your web site in web explorer, might test this… IE nonetheless is the market leader and a large element of folks will omit your fantastic writing due to this problem.

  10. It?¦s in point of fact a great and useful piece of information. I am glad that you simply shared this helpful information with us. Please stay us up to date like this. Thank you for sharing.

  11. hospedagem em bonito says

    You made some nice points there. I looked on the internet for the issue and found most guys will consent with your blog.

  12. Series Online says

    Whats Going down i am new to this, I stumbled upon this I have found It positively useful and it has aided me out loads. I’m hoping to give a contribution & help other customers like its aided me. Good job.

  13. superslot says

    Hello There. I found your blog using msn. This is a very well written article. I will be sure to bookmark it and return to read more of your useful info. Thanks for the post. I’ll definitely return.

  14. Its excellent as your other content : D, regards for putting up. “A lost battle is a battle one thinks one has lost.” by Ferdinand Foch.

  15. kItab refleri - modelleri says

    I’ll right away grab your rss feed as I can’t find your email subscription link or e-newsletter service. Do you have any? Please let me know in order that I could subscribe. Thanks.

  16. hello there and thank you for your info – I have definitely picked up something new from right here. I did however expertise a few technical issues using this site, as I experienced to reload the web site many times previous to I could get it to load properly. I had been wondering if your web hosting is OK? Not that I am complaining, but sluggish loading instances times will very frequently affect your placement in google and can damage your high quality score if advertising and marketing with Adwords. Anyway I’m adding this RSS to my email and could look out for much more of your respective fascinating content. Ensure that you update this again soon..

  17. marketing digital says

    I believe this site holds some very excellent info for everyone :D. “Calamity is the test of integrity.” by Samuel Richardson.

  18. SNS動画制作東京 says

    I like what you guys are up also. Such smart work and reporting! Keep up the excellent works guys I¦ve incorporated you guys to my blogroll. I think it will improve the value of my website 🙂

  19. SEO対策渋谷 says

    There is noticeably a bundle to know about this. I assume you made certain nice points in features also.

  20. TS911 says

    There is noticeably a bundle to know about this. I assume you made certain nice points in features also.

  21. International Preschool says

    Hi there, just became aware of your weblog via Google, and found that it is truly informative. I’m going to be careful for brussels. I’ll be grateful if you happen to continue this in future. Numerous other folks will likely be benefited from your writing. Cheers!

  22. Hello, Neat post. There is an issue with your web site in internet explorer, might check thisK IE still is the marketplace chief and a good portion of folks will leave out your magnificent writing due to this problem.

  23. Get Student Loans says

    Got my loans down to to the letter $126,000! ???? This 0% partial is quite nice, as a matter of fact seeing the amount lead down, immortal if I had the banknotes I’d just pay it potty all right now ??

    I’m on edge when the time comes and advantage is back on FedLoan it make be wonderful recondite to fee off my loans, I heard undivided damsel owed 80k and then after she paid it mistaken she silent owed 120k, like demiurge I promise I don’t conclude up in a be like circumstances ??

    Anyways it’s just gentlemanly seeing the true to life amount of cold hard cash leave down, like I’m making encouragement under way representing now ???? musing I’d portion, not as depressed as ahead lmao

    how to get student loans deferred

    (This does not calculate an kicker critic Sallie Mae loan of 30k my mom is paying for the sake of me bless her humanity)

  24. Comprar seguidores tiktok says

    I’ve been surfing online more than 3 hours today, but I by no means discovered any attention-grabbing article like yours. It is lovely price sufficient for me. In my opinion, if all site owners and bloggers made just right content as you did, the net can be much more helpful than ever before. “Oh, that way madness lies let me shun that.” by William Shakespeare.

  25. Dyslexia says

    Only wanna input on few general things, The website design and style is perfect, the subject matter is real fantastic. “In business school classrooms they construct wonderful models of a nonworld.” by Peter Drucker.

  26. UPDA Mock Test says

    Greetings! I know this is kind of off topic but I was wondering which blog platform are you using for this website? I’m getting tired of WordPress because I’ve had problems with hackers and I’m looking at options for another platform. I would be fantastic if you could point me in the direction of a good platform.

  27. 中国比特币 says

    Excellent post. I used to be checking continuously this weblog and I’m impressed! Extremely helpful info specifically the last part 🙂 I deal with such information much. I used to be looking for this certain information for a long time. Thanks and best of luck.

  28. Have you ever thought about adding a little bit more than just your articles? I mean, what you say is fundamental and all. But imagine if you added some great images or video clips to give your posts more, “pop”! Your content is excellent but with images and videos, this site could certainly be one of the most beneficial in its field. Excellent blog!

  29. best crypto signals says

    Great wordpress blog here.. It’s hard to find quality writing like yours these days. I really appreciate people like you! take care

  30. It’s a shame you don’t have a donate button! I’d definitely donate to this fantastic blog! I suppose for now i’ll settle for book-marking and adding your RSS feed to my Google account. I look forward to brand new updates and will share this website with my Facebook group. Chat soon!

  31. perfectxml says

    Hello, you used to write excellent, but the last few posts have been kinda boringK I miss your tremendous writings. Past few posts are just a little out of track! come on!

  32. perfectxml says

    I’ve been exploring for a bit for any high quality articles or weblog posts on this sort of house . Exploring in Yahoo I at last stumbled upon this site. Reading this info So i’m satisfied to convey that I have a very good uncanny feeling I discovered exactly what I needed. I most certainly will make certain to don’t forget this web site and provides it a glance on a constant basis.

  33. navigate to this web-site says

    superb post.Ne’er knew this, appreciate it for letting me know.

  34. perfectxml says

    Wow, amazing blog format! How lengthy have you ever been blogging for? you made blogging glance easy. The entire look of your web site is great, as well as the content material!

  35. perfectxml says

    of course like your web site however you need to test the spelling on several of your posts. Several of them are rife with spelling problems and I in finding it very troublesome to tell the truth then again I will definitely come again again.

  36. perfectxml says

    As a Newbie, I am continuously exploring online for articles that can aid me. Thank you

  37. perfectxml says

    This actually answered my problem, thank you!

  38. Jardinagem Joinville says

    After study just a few of the weblog posts in your website now, and I actually like your manner of blogging. I bookmarked it to my bookmark web site checklist and will probably be checking back soon. Pls take a look at my web site as nicely and let me know what you think.

  39. perfectxml says

    You could definitely see your enthusiasm within the work you write. The arena hopes for more passionate writers such as you who are not afraid to mention how they believe. All the time follow your heart.

  40. seo honduras says

    Woh I enjoy your posts, saved to my bookmarks! .

  41. perfectxml says

    You really make it seem really easy with your presentation however I in finding this matter to be really something which I feel I would never understand. It sort of feels too complicated and very large for me. I’m having a look forward on your next publish, I¦ll attempt to get the dangle of it!

  42. perfectxml says

    I have been exploring for a little bit for any high quality articles or weblog posts in this sort of house . Exploring in Yahoo I ultimately stumbled upon this web site. Studying this info So i am glad to convey that I’ve an incredibly good uncanny feeling I found out exactly what I needed. I such a lot undoubtedly will make certain to don?¦t forget this web site and provides it a look on a constant basis.

  43. perfectxml says

    Rattling good visual appeal on this site, I’d rate it 10 10.

  44. contabilidade online sp says

    I was just looking for this info for a while. After 6 hours of continuous Googleing, at last I got it in your site. I wonder what’s the lack of Google strategy that don’t rank this type of informative sites in top of the list. Usually the top sites are full of garbage.

  45. perfectxml says

    Great write-up, I am regular visitor of one’s blog, maintain up the nice operate, and It’s going to be a regular visitor for a long time.

  46. perfectxml says

    Thank you for helping out, fantastic information. “The laws of probability, so true in general, so fallacious in particular.” by Edward Gibbon.

  47. 求人広告掲載なら says

    Some truly great info , Sword lily I noticed this. “The past is a guide post, not a hitching post.” by L. Thomas Holdcroft.

  48. perfectxml says

    I have learn several just right stuff here. Certainly worth bookmarking for revisiting. I wonder how much effort you set to create any such excellent informative site.

  49. perfectxml says

    Oh my goodness! an incredible article dude. Thank you However I am experiencing problem with ur rss . Don’t know why Unable to subscribe to it. Is there anybody getting identical rss problem? Anyone who is aware of kindly respond. Thnkx

  50. perfectxml says

    Thanks a lot for sharing this with all of us you actually know what you’re talking about! Bookmarked. Please also visit my website =). We could have a link exchange contract between us!

  51. antipulgas says

    An impressive share, I just given this onto a colleague who was doing a little analysis on this. And he in fact bought me breakfast because I found it for him.. smile. So let me reword that: Thnx for the treat! But yeah Thnkx for spending the time to discuss this, I feel strongly about it and love reading more on this topic. If possible, as you become expertise, would you mind updating your blog with more details? It is highly helpful for me. Big thumb up for this blog post!

  52. perfectxml says

    It¦s really a great and useful piece of information. I am satisfied that you just shared this helpful info with us. Please keep us informed like this. Thanks for sharing.

  53. perfectxml says

    Hello there, I discovered your site by way of Google whilst searching for a similar matter, your web site got here up, it appears great. I have bookmarked it in my google bookmarks.

  54. perfectxml says

    There are some interesting closing dates on this article but I don’t know if I see all of them center to heart. There may be some validity but I’ll take maintain opinion till I look into it further. Good article , thanks and we would like extra! Added to FeedBurner as nicely

  55. perfectxml says

    I’m not sure where you are getting your info, but good topic. I needs to spend some time learning much more or understanding more. Thanks for great information I was looking for this info for my mission.

  56. شات قمر العرب says

    hello there and thanks to your information – I have certainly picked up something new from right here. I did then again expertise several technical issues using this web site, as I skilled to reload the site lots of times prior to I could get it to load properly. I have been wondering if your web hosting is OK? Not that I’m complaining, but sluggish loading instances times will sometimes have an effect on your placement in google and can harm your high quality score if advertising and ***********|advertising|advertising|advertising and *********** with Adwords. Well I am adding this RSS to my e-mail and can look out for a lot extra of your respective interesting content. Ensure that you update this again very soon..

  57. perfectxml says

    Hello.This post was extremely remarkable, particularly because I was browsing for thoughts on this subject last Saturday.

  58. online forex school says

    I was just looking for this information for a while. After 6 hours of continuous Googleing, at last I got it in your website. I wonder what’s the lack of Google strategy that don’t rank this kind of informative web sites in top of the list. Usually the top sites are full of garbage.

  59. spread finance says

    I am no longer sure the place you’re getting your info, but great topic. I needs to spend a while studying much more or figuring out more. Thank you for magnificent information I was searching for this info for my mission.

  60. Soon Klopp says

    Someone essentially assist to make severely articles I’d state. That is the very first time I frequented your website page and thus far? I amazed with the analysis you made to create this actual put up amazing. Wonderful job!

  61. I have been surfing online more than 3 hours today, yet I never found any interesting article like yours. It’s pretty worth enough for me. In my view, if all webmasters and bloggers made good content as you did, the net will be much more useful than ever before.

  62. mega88 says

    I was looking through some of your blog posts on this site and I think this site is real informative! Keep on posting.

  63. elementor pro 2021 says

    you have a great blog here! would you like to make some invite posts on my blog?

  64. pg says

    This is the correct blog for anyone who wants to seek out out about this topic. You understand so much its almost laborious to argue with you (not that I truly would need…HaHa). You definitely put a brand new spin on a topic thats been written about for years. Nice stuff, simply great!

  65. Dental no Mato Grosso says

    Hello. Great job. I did not imagine this. This is a excellent story. Thanks!

  66. Have you ever considered about including a little bit more than just your articles? I mean, what you say is valuable and everything. Nevertheless think of if you added some great visuals or videos to give your posts more, “pop”! Your content is excellent but with pics and video clips, this site could undeniably be one of the very best in its field. Fantastic blog!

  67. teologo says

    Very interesting subject , regards for posting.

  68. After research a couple of of the blog posts on your web site now, and I really like your means of blogging. I bookmarked it to my bookmark website listing and might be checking again soon. Pls take a look at my website online as effectively and let me know what you think.

  69. Life Coach Brighton says

    I really like your blog.. very nice colors & theme. Did you design this website yourself or did you hire someone to do it for you? Plz reply as I’m looking to create my own blog and would like to know where u got this from. appreciate it

  70. Gutschein says

    Its like you read my mind! You seem to know a lot about this, like you wrote the book in it or something. I think that you can do with some pics to drive the message home a bit, but instead of that, this is excellent blog. A great read. I will definitely be back.

  71. agencia digital são paulo says

    Great goods from you, man. I’ve understand your stuff previous to and you’re just too magnificent. I actually like what you have acquired here, certainly like what you are stating and the way in which you say it. You make it enjoyable and you still care for to keep it wise. I can’t wait to read far more from you. This is actually a wonderful web site.

  72. Mpo888 says

    It’s hard to find knowledgeable people on this topic, but you sound like you know what you’re talking about! Thanks

  73. Id mpo pulsa says

    I think this is one of the such a lot vital information for me. And i’m happy studying your article. However want to observation on some basic things, The website taste is perfect, the articles is in reality nice : D. Good task, cheers

  74. important site says

    We absolutely love your blog and find the majority of your post’s to be what precisely I’m looking for. Would you offer guest writers to write content for yourself? I wouldn’t mind creating a post or elaborating on most of the subjects you write regarding here. Again, awesome weblog!

  75. Situs Slot says

    Can I just say what a relief to find someone who actually knows what theyre talking about on the internet. You definitely know how to bring an issue to light and make it important. More people need to read this and understand this side of the story. I cant believe youre not more popular because you definitely have the gift.

  76. click here says

    I’m not sure exactly why but this website is loading extremely slow for me. Is anyone else having this problem or is it a issue on my end? I’ll check back later and see if the problem still exists.

  77. linked says

    Hello! I could have sworn I’ve been to this blog before but after browsing through some of the post I realized it’s new to me. Anyways, I’m definitely happy I found it and I’ll be book-marking and checking back frequently!

  78. Judi Slot Online says

    Hi, i think that i saw you visited my website so i came to “return the favor”.I’m attempting to find things to improve my web site!I suppose its ok to use a few of your ideas!!

Leave A Reply

Your email address will not be published.