An Ai Powered Chatbot To Simplify Apache Spark Performance Management

An Ai Powered Chatbot To Simplify Apache Spark Performance Management

What it’s telling me here is it found a configuration that can run the application faster, my particular application. And it’s telling me that if I tune the sizes of these containers, for a lot of users maybe these things may not even make sense. So basically it’s asking me that, yeah, “It’s able to tune these things. ” Yeah, I don’t really want to go in and try to change all of these things, just make my app faster for me. So now it’s asking me, “How are you running the application? And enter the spark-submit command used to run this application.” So basically I run my application using spark-submit, using a command like this, and I’ve given it the proper command. Okie-doke, so some of you might have seen this interface before. It’s one of the more popular kind of chat tools out there. And I’m the Spark user, let’s say my app failed. I go and ask the chatbot, let’s see if it’s up and running.

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Through machine learning and natural language processing, Amy schedules the best time and location for your meeting based on your preferences and schedule. Review the mobile application development cycle and the company’s transparency policy. The feedback loop and quick action on errors and change requests are crucial. Determine if an agile methodology is used to build the app, which can help with faster development and seamless communication. They can offer organizations with an instantaneous means to speak with their consumers in real-time. The no-code chatbot building contractor as well as real-time chat allow companies to provide customized experiences for web site site visitors. You can easily implement a chatbot with Jikoo as well as get started within a few hours. If you are not persuaded, enroll in a totally free test and test a few of the popular services. View here for more about the advantages of the conversational ticketing system today. In a world run by data, in many cases, someone – or some system – has to prep that data so that it’s usable.

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Video content will comprise up to 80% of web traffic by 2019. More than half of consumers are likely to buy something after watching a video. So, it’s no wonder why 87% of digital marketers are jumping into video content. So, what will digital marketing look like in the next 10 years? In 2018, we were at a major crossroads towards the future of digital marketing. Exabytes of data will be created each day, according to some estimates.

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And there was some natural language processing that happened to convert my request from text into something structured. I told the chatbot what my application and my goal were, and it was in Slack. So now it’s actually able to run the application. It’s able to, from the worst run, which is taking 2 minutes and 21 seconds, it’s able to cut it down to around 1 minute, 50 seconds. And what it is doing is it’s actually trying to verify that and take that application, because I gave it my spark-submit command. I can see the full results of that particular same URL. So then it’s telling me that it’s created a tuning session called Application AutoTune.

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Maybe I can get away with even a simple rule-based engine and a parser. And after every intent there’s usually parameters that you want to extract. So in this particular case, the natural language processing should take the intent, which is tune the app, and start looking for parameters like, what is the app name? Now let’s spend some time actually looking at that NLP layer, the natural language processing layer which can convert those text into a format that you can start applying algorithms on. High level, what this looks like is the following. And then the backend where once the actions are known, I gave you an example of how you can tune applications from the chatbot, how you can find the cause of failures from the chatbot. So quickly, in our experiments, TF-IDF seem to be working slightly better than Doc2Vec, and logistic regression is better than random forest.

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So this, in a nutshell, is the quintessential problem that often appears in AI. You want to exploit around regions where you know good performance exist, you’ve seen and observed, and you want to explore regions where you have no data. So that becomes, under the covers, what we package into this probe algorithm and the recommendations we give, which is, what really went on under the covers in the bot’s backend. And the density function I’ve used here is basically based on the uncertainty you have. And the best thing about the modeling I told you about, the regression surface and the Gaussian performance modeling is it helps you come up with a close form for this expected improvement. And what the Gaussian process intuitively does is it captures the uncertainty in the surface based on all the information you have available so far. So here I’ll tell you a little bit more about the underlying AI driving the algorithm that happens. So drill down a little bit into what really happened. So Spark has done stuff like configuration parameters, like we looked at. And these are the things I was trying to tune myself before the chatbot came and helped me out.

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That’s really what happened, and I got the failure happened because of executors running out of memory. But what happens in the existing resistance, a failure happens, it cascades into other failures, timeouts happen. So it becomes hard to figure out what caused that entire failure, that becomes the real challenge. So let’s take a look at whether these sort of problems can be addressed, getting back to my slides. Now I have an application like I ran PageRank and ran it on a data set and it failed. So I just want to…we can ask it if my PageRank have failed.

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To improve efficiency and effectiveness, machine learning algorithms are used to transcribe speech requests into text. Machine learning models can be trained with thousands of different speech inputs. Long-form content has been at the forefront of digital marketing for the last 10 years or so. We’re talking blog articles, landing page content, e-mails, web page content, etc. Anything that can serve keywords and optimize longer content for the search engines.

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