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The next capability that I'd like to speak about is the ability to do something called Q and A within
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Microsoft Power VR.
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Now, Microsoft has been putting a lot of money into artificial intelligence.
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I mentioned it earlier on in the course as well.
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So basically what it's trying to do is it's trying to create a situation where people can ask natural
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language questions of the data so you can actually just come into the system and you could say, what
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is my sales in France, for example?
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So we're currently still on the Maas workspace.
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And what you'll find is that if you go to the sales dashboard, you will see that there is an option
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up here called ask a question of your data.
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So let's select that and this will take us into the Q&A.
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So basically says, What question do you want to ask of the data?
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So let's just say what is let's select that and say, what is my sales in France, for example?
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So you can see now that it starts to select options.
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So its underlying sales it's under in France.
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So it's understanding now what what is these figures?
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And you can see it actually gives me the correct answer.
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It's telling me there's 3 million in sales.
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So have a look though, what it's actually doing.
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What you'll see on the right hand side is we've got off filters and it's saying country is in France.
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If we go to our visualization, it's actually pick the card visualization and we've actually got our
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data here as well.
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So basically what it's doing is it's looking through our data set and it's building the visualizations
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and it's building the filters according to the question that we're asking, if we wanted to see this
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in a different type of visualization, we could say we would want to see this as a table.
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Now we'd see the total sales there as a table.
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So you could change this.
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What you could also do, though, is you could actually specify it in your question.
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So you could say that you want to see this as a table.
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So you say, I want to see that as a table.
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Now, in this case, it doesn't quite understand it correctly.
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So what it's done is shown you all of the sales values.
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So what we'd need to do in this case is just go to our visualizations and we would need to say that
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we want this to some and not to be on to summarize, but there we go.
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We've now actually got the correct answer for that.
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So this is really what it's trying to do, is it's using natural language questions and it's actually
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now building them together for the data and visualizations.
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Let's look at another example.
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So saying, what is my sales in France?
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But let's say we want to understand it by our different product categories.
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So let's say we want to say by our product category.
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And you can see now it's starting to build this out.
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So it's starting to give me two options.
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It's saying one is Marcel's in France product category or by the product subcategory.
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So let's just select by product category.
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And again, now it's selected and it's chosen a visualization.
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It's chosen that it's going to use the plastic bar chart to represent this.
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And again, we could change this if we wanted to.
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Again, we could go back to a table there.
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It's showing me that as a table information, or I could use a column graph.
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And one of the things is when you're asking these questions and if you like, some of the responses
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is you can actually pin the visual back into your dashboard.
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So over here we could take this and we could pin this back into the dashboard if we actually like,
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okay, So I think you start to get the idea of what it's doing here is really it's just using those
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Q&A to be able to build this up.
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What I want to do now, though, is I'm going to go back into the pub, your desktop, and we're going
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to look at the Q&A feature within the desktop and we're just going to review some other features that
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we have there as well.
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So let's go back to the pub, your desktop.
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So we're back in the pub by desktop.
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Now what I'm going to do is I'm actually going to create a new page and let's just call this our Q and
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a page, right?
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So if you go across your visualizations, you'll see that there's actually a Q&A visualization that
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you can use.
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So select that and let's make it a much bigger so we can see what's going on here.
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So you can see that it's basically got the same type of style that we saw in the pub, your service,
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ask a question about your data.
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So again, we could say, what is my sales in France?
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And you can see here, it's actually suggesting other countries as well.
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So again, we get the same answer and you can see that it's now created this as a card visualization.
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And basically, it's using the same approach as what we did just now.
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So, again, if you wanted to, you could just say by product category.
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And hopefully we should see the same.
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There we go.
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We should see the same type of logic being built.
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So when we select that.
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And can see here product category and sales with country and data one are in France.
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So now what it's done is that you just change that to represent the way that it's viewing the question.
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So one of the things that we can do here, though, is that we do get the ability to change some of
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our settings.
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So when you click on the little icon there for your gears, this allows you to come in here and to assist
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the Q&A.
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So there's a couple of different ways that you can do that.
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So the first one is, is that we can build synonyms for different words.
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So this allows me to go into my data one, and when we got different words, we can actually now tell
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it what other words may be used for this.
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So I'm going to go down.
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I'm going to actually see there we go, we've got our sales.
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So over here we might want to say we've got sale at the moment.
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We could add another word.
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So we could say that we actually want to say that this sales is another word we could use.
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For example, we could also use revenue as another word.
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Also make suggestions in terms of words that you could use.
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And some of these you may decide really on appropriate.
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So you could just remove those as well and take those out.
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But really what you can do is you can come into this and you can start to actually then help it in terms
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of understanding what people mean by the different types of questions.
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So that is one option that we've got.
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We can come into that.
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The other one is, is that you get review.
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Question So if you were to publish this up and people were using the Q&A functionality, you can then
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actually come into this and you can see what other questions people have asked.
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So this would give you a good idea of the types of questions people are looking for answers.
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So if you go into this at the moment, I don't have any questions that are built on this, but you would
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see that.
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You can also go across here and to your Q&A.
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So when people actually ask questions, you can say how you want this now to be previewed.
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So basically, what is the different questions that you want to be able to have this to preview?
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So as you can see, you can go through this now and you can actually be able to update this, You can
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train it, you can give it more information.
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But it really is something that's kind of experimental and whether it's going to work or not, I think
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it's something that you're just going to need to try and test.
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It's obviously something that Microsoft is working a lot on.
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Let's try this revenue now and let's see if it understands that.
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So let's go out of this and see if we now prepare.
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Let's remove all that and let's just say, what is my revenue in China?
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And there we go.
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That does actually now recognize it.
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So as I said, this was just meant to be just a quick overview on the Q&A features.
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As you can see, it's something that's quite experimental, something you'll probably see as well on
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the screen still in preview, but definitely something to to play around with.
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We're going to conclude the lesson there.
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I we'll see you in the next one.
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