Eduardo Rodrigues (U. Liverpool; he/him): Hello everyone Good morning, but first of all, thank you very much for for the invitation i'm very happy to come and discuss with you indeed a habit analysis in Python a lot of, and this really is a talk about Community efforts and ecosystem.
Eduardo Rodrigues (U. Liverpool; he/him): So I hope this will be brilliant so many of you for this, this is just applying for completeness of course i'm not going to do to read the yes right and, as you can see there's quite a few topics, first of all, some some introduction motivation and then.
Eduardo Rodrigues (U. Liverpool; he/him): yeah statement I get to this is a range of Python these days for data analysis and and a lot of us, as mentioned on Community efforts and various things that are going on in terms of projects also workshops and so on.
Eduardo Rodrigues (U. Liverpool; he/him): And so, by, so this is just a warning, this is not a typical seminary in the sense that in Indian there's very little personal work present is not like i'm presenting an analysis or not when.
Eduardo Rodrigues (U. Liverpool; he/him): When anything like that, but really lots of what creative work, although, as you will see later, please have a few of these things, these.
Eduardo Rodrigues (U. Liverpool; he/him): Are projects that say where that I started or i'm quite involved with so it's not completely non personal work but there really is community is an important big word in this presentation.
Eduardo Rodrigues (U. Liverpool; he/him): So, to get started, I wanted to give you some summer yeah so motivation on these things and trying to think a bit by Professors and the big data world with some are not actually random thoughts.
Eduardo Rodrigues (U. Liverpool; he/him): So, starting with with the data sets up a lot in a sense of a lot of what that has happened in this have Python ecosystem in recent years, and by recent probably means in last two, three or four even more stronger.
Eduardo Rodrigues (U. Liverpool; he/him): assembly in the last two years or so, can be thought of as trying to reach by physics and big data world and and see how we can profit really from the the this software stack the ecosystem used and exploited by the data science world.
Eduardo Rodrigues (U. Liverpool; he/him): So, of course, this presentation is a lot about the software, but I just wanted to start with something need about the data itself would totally connected with with software that has to do with massaging.
Eduardo Rodrigues (U. Liverpool; he/him): That data and started by saying that the central team is an advertising, since a while on their website here.
Eduardo Rodrigues (U. Liverpool; he/him): That we are really in a way in the scale because there's something like a more than one exabytes of data around the world in in word format so that's quite there any pressman statement.
Eduardo Rodrigues (U. Liverpool; he/him): Right, so, if you look more closely, for example of what what happens on the side say that the certain data Center storage.
Eduardo Rodrigues (U. Liverpool; he/him): and
Eduardo Rodrigues (U. Liverpool; he/him): Put your smaller, otherwise I I part of my screen.
Eduardo Rodrigues (U. Liverpool; he/him): For the record, if, if you look at say four years ago, was a data Center having humility in terms of data, then they had this this article that they had pastor 200 petabytes.
Eduardo Rodrigues (U. Liverpool; he/him): A milestone it's really impressive as a time now, where I find even more impressive is then in just want to wear a half years later, they got 50% more data and and those 200 petabytes work if you look back at the 60 years of history of certain.
Eduardo Rodrigues (U. Liverpool; he/him): So for things are indeed going super quitting and you're in the big data domain, since, while in fact, if you look now.
Eduardo Rodrigues (U. Liverpool; he/him): In March 2018 which by now it's two years ago they had already reached 330 petabytes and i'm pretty sure I don't have the final number, but by now they probably around the half exhibit.
Eduardo Rodrigues (U. Liverpool; he/him): course a big contributor lots of placing the the decal he experiments, you can see that this one is plot, which said that only goes back Okay, if this decade or so ago but.
Eduardo Rodrigues (U. Liverpool; he/him): You can you can see, in in purple the contribution from delish experiments clearly when they start taking data they been spitting out a huge amount of data, compared to anything else, this is not surprising is known, but not as a terabyte so we're talking about huge 16,000 terabytes.
Eduardo Rodrigues (U. Liverpool; he/him): Okay, so this is just for information now the big problem we have speaking again soon sensical or sensitively about the other sheet, we know you've seen this all.
Eduardo Rodrigues (U. Liverpool; he/him): all kinds of ways of presenting this thing but it's clear that once we go, we step into a decade into the future, things will will be dramatically worse, so to speak, in terms of data volumes for sure we're on time scale of 1030 567 you have another factor 20 in terms of data.
Eduardo Rodrigues (U. Liverpool; he/him): delivery, so this is this really shows, or just go to the problem.
Eduardo Rodrigues (U. Liverpool; he/him): And now we absolutely not alone, so I just wanted, I wanted to show, at least one example from a from a complete different project, so this is just a project.
Eduardo Rodrigues (U. Liverpool; he/him): Where they if you look back in this slide quite amazing they they they they talking about to petabytes of data per day.
Eduardo Rodrigues (U. Liverpool; he/him): As a product of the sky, so this is pretty impressive because that we would use it would mean more than 600 petabytes per year for around 15 years, so you multiply that this huge number.
Eduardo Rodrigues (U. Liverpool; he/him): Completely amazing right, so another thing just to finalize on on data itself, I wanted to find a brand like this thing is kind of funny So this is the demos on slow mobile, these are tracks with 100 petabytes of storage capacity.
Eduardo Rodrigues (U. Liverpool; he/him): So this is the kind of scares me talking about in terms of 200 300 petabytes of data communities on certain data storage, what I find even more cute is that when I look at.
Eduardo Rodrigues (U. Liverpool; he/him): The fine print there were they they advertise a high speed twitch so they began to transfer one better one to beat the second of data across several small thing connections and this I found I found cute when I.
Eduardo Rodrigues (U. Liverpool; he/him): tried to compare with my own experiment LGBT where we are, we are going to get next year.
Eduardo Rodrigues (U. Liverpool; he/him): Actually attributes around one on terabits per second as well from our first level trigger that this bicycle reconstruction on gpus for this will and.
Eduardo Rodrigues (U. Liverpool; he/him): And ended the stage be freed between 31 and the second stage of where you get the food reconstruction all in software, we have this real time collaboration alignment edit that is run and the date is perfect in the meantime.
Eduardo Rodrigues (U. Liverpool; he/him): But this this kind of i'm not i'm not suggesting that the junior data acquisition system will should use Amazon snowball miles, but it's kind of cute that that we're talking about the sense case here, even in terms of storage and also in terms of throughput.
Eduardo Rodrigues (U. Liverpool; he/him): Right so coming back to the software itself to massage the data, I wanted to to to link again with the big data world.
Eduardo Rodrigues (U. Liverpool; he/him): So, first of all, by saying that look at international surveys, we talking about roughly 50 million data workers worldwide.
Eduardo Rodrigues (U. Liverpool; he/him): So this is a survey from a couple couple years ago, and you can ask yourself immediately can really compete in terms of tools for data analysis or should really.
Eduardo Rodrigues (U. Liverpool; he/him): Try and profit on that even contribute to the future system available for data science across the across the border, you can see here all kinds of.
Eduardo Rodrigues (U. Liverpool; he/him): domains in data science and some of them actually not sold some speak science in the link more into finance business and so on, but still still data science in the sense that you have to massage huge amount of data, this is a big data world right.
Eduardo Rodrigues (U. Liverpool; he/him): So anyway, but again, if you look at what data, scientists and engineers are using for the dental work, then, is clearly.
Eduardo Rodrigues (U. Liverpool; he/him): The tools, I don't need to buy buy buy some tips, and this is also what you see in this cigarette report again from a couple of years, if you look at.
Eduardo Rodrigues (U. Liverpool; he/him): The the percentage of users of his user usage of several libraries, clearly the ones that are dominating they all become actually so again it's pretty obvious that which we should profit from that and and, by the way we think that is making difference there.
Eduardo Rodrigues (U. Liverpool; he/him): Alright, so to me at the takeaways from from this really short introduction because there's not the main topic of the presentation is that, first of all particle physics and data science.
Eduardo Rodrigues (U. Liverpool; he/him): deal with the data and share requirements, and then the data science world has, over the years, built an extensive powerful actually well very romantic and documented software ecosystem.
Eduardo Rodrigues (U. Liverpool; he/him): It would be a real shame not to not for us by consensus in general, not to profit from it and also potentially contribute to it, so he is something that can go and you should go in both directions and then the bad news is that the programming language of choice for for data analysis.
Eduardo Rodrigues (U. Liverpool; he/him): So so there's you could tackle this thing and present both ways, but, as you probably.
Eduardo Rodrigues (U. Liverpool; he/him): realize i'm not going to talk about what itself, which is toby come on in songs i'm really talking about about all these tools in the ecosystem that links well with a little bit later world so that's not rude, by definition, so i'm going to talk about the other, the other projects.
Eduardo Rodrigues (U. Liverpool; he/him): Right so also before that I wanted to to to share with you a few slides on on the reign of fighting white white it is.
Eduardo Rodrigues (U. Liverpool; he/him): So you've seen already the that this is cletus casing in a data science world and just to make it even more clear.
Eduardo Rodrigues (U. Liverpool; he/him): If you look at the Google trends on the popularity of programming languages by DL you can see, roughly speaking, that this is a mock scrape, by the way, that he could say in a way that was the for Python because Python is an orange job raising read c++, for example.
Eduardo Rodrigues (U. Liverpool; he/him): You can see that in 2019 roughly Python took over, even from from Java and keeps going up, whereas Java now started going going on down a bit.
Eduardo Rodrigues (U. Liverpool; he/him): And Sunday in terms of the census, this is lock screen, you can see that the difference is pretty significant.
Eduardo Rodrigues (U. Liverpool; he/him): And also, the trend is pretty obvious if you look back even 15 years ago by thing was just up up up up all the way up all the way through.
Eduardo Rodrigues (U. Liverpool; he/him): is also true far by the way, that is fighting a bit for because of the popularity of fighting against, by the way, that the same conclusion is is even more clear if you look at machine learning tutorials which are the ones that are typically used by Google trends, to have this this.
Eduardo Rodrigues (U. Liverpool; he/him): Assessment of popularity.
Eduardo Rodrigues (U. Liverpool; he/him): And there are various obvious ways why this is already mentioned very large ecosystem super well documented, a very large community that can contribute and can can reply to anything so far, and this is all Open Source really has you read shows that forces spookiness first.
Eduardo Rodrigues (U. Liverpool; he/him): Okay, so if I roll back now to to connect a bit with particle physics suggested a few years ago when we're in the software foundation i'll i'll talk.
Eduardo Rodrigues (U. Liverpool; he/him): again about the Foundation just want to say that a few years ago we had within the heads off by the Foundation this so big Community roadmap for hip software computing R amp D for 2020 So this was published late because.
Eduardo Rodrigues (U. Liverpool; he/him): By the time was already identified as a first class language for both the physics, but I can he can he see here a couple of statements from from the document, but it was still slowly.
Eduardo Rodrigues (U. Liverpool; he/him): Starting in society thinks they've evolved dramatically in the meantime.
Eduardo Rodrigues (U. Liverpool; he/him): In particular, this is also true should emphasize not, not just in terms of the data ecosystem, but also get a good itself has evolved enormously particular by would have this into operates with the with a more general ecosystem, also in terms of modern to some pirate.
Eduardo Rodrigues (U. Liverpool; he/him): And just took a piece of cases for my information, this is maybe bias, because it says away from the from the Sony hack workshop last year.
Eduardo Rodrigues (U. Liverpool; he/him): You can see that the usual reasons why buy from us it's still true very much for by Professors so availability of channel purpose data analysis and machine learning toolkits.
Eduardo Rodrigues (U. Liverpool; he/him): The development speed and efficiency and also this one you chose that route is it's also very, very important, in particular by.
Eduardo Rodrigues (U. Liverpool; he/him): Right, so if you want to have to be even more quantitative in terms of popularity Python across across our for me, because it will be a big circulation, but I.
Eduardo Rodrigues (U. Liverpool; he/him): There are a few surveys around in particular this one, I quite like from a colleague of mine from cms so he here, he did the exercise of.
Eduardo Rodrigues (U. Liverpool; he/him): Looking at github repositories from cms cms software frameworks cms s w with the from from users right sometimes cms collaborators and non for repository so not just ones of the the.
Eduardo Rodrigues (U. Liverpool; he/him): New people software of actually what people are doing for using an exciting for them and they really work, so this is, you see there's quite a lot of users or.
Eduardo Rodrigues (U. Liverpool; he/him): A huge amount of almost 20,000 non, for we post through spending seven years, so this is this case, even in a statistics to get some trends that's what you see on Sunday on the block.
Eduardo Rodrigues (U. Liverpool; he/him): were clearly in them across your seven years, you can see, the trend of C c++ going down, whereas Python is going up and again roughly the crossover is roughly about 2019, as I mentioned, also noticed in green Jupiter.
Eduardo Rodrigues (U. Liverpool; he/him): repository repositories with Jupiter notebooks list is pretty much almost Python so again it's the same train that this is going up and up and up.
Eduardo Rodrigues (U. Liverpool; he/him): Right, and this is only 25 on just to say that, along with all these activities, he has it is fair and it should be stressed that also works.
Eduardo Rodrigues (U. Liverpool; he/him): In particular, pilot for the Python bindings for that have evolved enormously and says, this is a snapshot of things that have been going on since modernization.
Eduardo Rodrigues (U. Liverpool; he/him): Making the framework even more by phonic more interoperable as well with libraries, such as vendors, also the selection, that is made so much easier thanks, by the way to community.
Eduardo Rodrigues (U. Liverpool; he/him): developers are actually the routing itself and so he crisper and Andrea Schneider the disk work for a for a trivial installation of by route by contacts this this really makes it a kind of a one liner installation to be this is going to change it.
Eduardo Rodrigues (U. Liverpool; he/him): Okay, and just to say that, by the is is sneaking in everywhere, I really liked the the when I saw this advert.
Eduardo Rodrigues (U. Liverpool; he/him): One a half years ago from yet this experiment saying that they're releasing full time for the first time for analogy experiment full analysis likelihoods.
Eduardo Rodrigues (U. Liverpool; he/him): And what I wanted to stress is here it's not just say that the release itself, but also the fact that.
Eduardo Rodrigues (U. Liverpool; he/him): Not only that sort of our standard c++ good framework was used for this, but also by checking this package to Python package.
Eduardo Rodrigues (U. Liverpool; he/him): From your psyche head project, by the way, what was using in the in the analysis and the publication, so it really, really shows it for that.
Eduardo Rodrigues (U. Liverpool; he/him): kind of for the first time I know this this big ecosystem Python still domain specific Python packages will use for for big events.
Eduardo Rodrigues (U. Liverpool; he/him): And this, I think, is is is really showing it well, that we can do, analysis and can even call all the way to publication doing cool things with the space and tools.
Eduardo Rodrigues (U. Liverpool; he/him): Right, so no I I think there's kind of this is was the introduction.
Eduardo Rodrigues (U. Liverpool; he/him): And I wanted to go into Community efforts, namely did have a foundation and the by her working group and series of Community projects and workshops.
Eduardo Rodrigues (U. Liverpool; he/him): So I again i'm studying is a few slides on college, I quite like this one from from Gordon that shows that the.
Eduardo Rodrigues (U. Liverpool; he/him): foundation is a bit of a link between pretty much everybody whether we're talking about the lab one an experiment for a group of people, or even just an individual that has a foundation is the one that links things and really tries to to to get the proper communication between people.
Eduardo Rodrigues (U. Liverpool; he/him): So, for what matters today, so let me Python the Python and so by working group effectively just started in.
Eduardo Rodrigues (U. Liverpool; he/him): 2018 is activity group and later became a last year, a formal group so there's a bit more of a formality.
Eduardo Rodrigues (U. Liverpool; he/him): Although it's not very formal because it's still Community efforts, but he became a working group, not that long ago I saw and I wanted to stress and some of the things that we do I events such as meetings and also workshops.
Eduardo Rodrigues (U. Liverpool; he/him): So this is something I started also, this is a snapshot of the of the page that that created for the working group, you can see.
Eduardo Rodrigues (U. Liverpool; he/him): First of all, what's the idea of the this working group, which is to bring Community of developers and users of Python particle physics and to try and share the expertise, the knowledge also tools.
Eduardo Rodrigues (U. Liverpool; he/him): experiences and so on, and it's because by P P for battle physics, would not be such a cool logo or name, but it is embracing.
Eduardo Rodrigues (U. Liverpool; he/him): very strongly the project Community so not just even particle physics gossip is your bicycle and the tested for Q Vinci of communities and I come back to that when I talk about the workshops right away.
Eduardo Rodrigues (U. Liverpool; he/him): So this is a working group that I started a time and, and I think it is very nice, you can see, for example, to our main.
Eduardo Rodrigues (U. Liverpool; he/him): guitar channel that we use for communication we we have very recently reached 200 people registered, so this is very easy, because if you don't want to don't get financial model.
Eduardo Rodrigues (U. Liverpool; he/him): To listen to the discussions, but if you want to check everything that's going on and can just go online on the YouTube channel and and we want wherever you like.
Eduardo Rodrigues (U. Liverpool; he/him): By the way, this is the main one for this guy here that you can find the links, by the way, many snapshots have links to can you can navigate quickly if you have the slides.
Eduardo Rodrigues (U. Liverpool; he/him): You can see that we also have more topical data channels for fitting, for example, or discussion specifically on scrubbing tools even my pop ups are more about.
Eduardo Rodrigues (U. Liverpool; he/him): visualization square one of the things i'm going to do the main activity and we have.
Eduardo Rodrigues (U. Liverpool; he/him): First of all, as these topical meeting so Python module of the month, so as the name indicates, this is something we do typically on every month or the other, on the first week when we discuss a.
Eduardo Rodrigues (U. Liverpool; he/him): Either a Python package from the from the scientific ECHO system or domain specific you have specific package that is that is very timely to discuss, and we also have, of course, these big workshops that i'll talk about in a second.
Eduardo Rodrigues (U. Liverpool; he/him): So this by now it's not so you news as soon as the workshops, because I actually started this workshop series in 2018 as a preacher 2020 event.
Eduardo Rodrigues (U. Liverpool; he/him): So this already mentioned i'm not going going to to to stress pretty much the workshops have the same name as the working group itself.
Eduardo Rodrigues (U. Liverpool; he/him): So the workshops are format i'm not going to bother you with that, but you can there's a few bits of information early for for really for information, if you want to go through your leisure, but when they are in.
Eduardo Rodrigues (U. Liverpool; he/him): any case it is important to stress that they are in the format of a very informal workshop we have plenty of time for for discussions typically.
Eduardo Rodrigues (U. Liverpool; he/him): 20 minute presentations with by 10 minutes for discussion so read a third of the time.
Eduardo Rodrigues (U. Liverpool; he/him): And we will again we bring both the experts developers of the main packages and users very good you, by the way, as well, so we also have a bunch of tutorials we can follow up against links, if you want to look further into this.
Eduardo Rodrigues (U. Liverpool; he/him): Just to give you an idea from last year, we had a presentation about around analysis fundamentals platforms difference automatically differentiation was a new and hot topic actually at last year.
Eduardo Rodrigues (U. Liverpool; he/him): We also discuss performance fitting statistics that epic system in general, you have a few key notes, as you can see from from outside sources such as astronomy and phenomenology.
Eduardo Rodrigues (U. Liverpool; he/him): And, as I mentioned, we have tutorials as well as student presentations really is indicative not just kind of conference style.
Eduardo Rodrigues (U. Liverpool; he/him): Right in terms of diversity, I wanted to, I mentioned that we try to be very inclusive and try to bring all the communities, you can see that well I could show and find more information as what information in the back of the about that if you want to check it, so we are very inclusive.
Eduardo Rodrigues (U. Liverpool; he/him): In terms of cultural background gender ethnicity and so on, but also in terms of the communities are that are connected and you can see here from this pie chart that obviously.
Eduardo Rodrigues (U. Liverpool; he/him): A big fraction of the participants are from the legality experiments and talking about thousands of people here but i'll play the word.
Eduardo Rodrigues (U. Liverpool; he/him): Participation for many others small experiments completely outside say to have certainly LG So you can see here next thing on bandit ship.
Eduardo Rodrigues (U. Liverpool; he/him): and over two months, and so on, even have like traction from it, groups and labs are investors.
Eduardo Rodrigues (U. Liverpool; he/him): Things have changed by the way, last year, when we get to go online For these reasons, now all of a sudden, you can you could see that you were even what inclusive now.
Eduardo Rodrigues (U. Liverpool; he/him): And and undergrads even people frontier instrumentation simulation many early PhD students could could attend the events we see this is almost 40% of the business disappearance quite a dramatic change from in person meetings as before.
Eduardo Rodrigues (U. Liverpool; he/him): What is very important now, in terms of I mentioned about the all these activities but.
Eduardo Rodrigues (U. Liverpool; he/him): What about all these old Community partners that came out of this disquieted so that's what we are talking about an ecosystem for data analysis.
Eduardo Rodrigues (U. Liverpool; he/him): So these are the usual problems that we have to tackle like increase data sets and side, it said sizes CP requirements flat budgets and fortunately.
Eduardo Rodrigues (U. Liverpool; he/him): Lots of problems to keep people in expertise new software and communities outside have high turnover outside many people leave.
Eduardo Rodrigues (U. Liverpool; he/him): academia, we also have some educational responsibility, how do we tackle this, and the answer is, we tackle as a community been talking about that as well, since 20 years or so and and hopefully.
Eduardo Rodrigues (U. Liverpool; he/him): It is our hope that that is working this working group and such as either working for many other topics and by her workshops do helping this idea.
Eduardo Rodrigues (U. Liverpool; he/him): And and surprisingly of their funds all the discussions and so on several projects have ever come to life.
Eduardo Rodrigues (U. Liverpool; he/him): You can see some of them clearly the bigger ones here so for completeness, we also have moved swan psyche which I mentioned.
Eduardo Rodrigues (U. Liverpool; he/him): Very shortly also other ones it's just coffee first tab, which is a UK based, by the way, does that fit with cedric we had links, if you want, if you're interested in there.
Eduardo Rodrigues (U. Liverpool; he/him): Because it's quite a quite a few of those and I come back to the autobots Community project single in the second half of the presentation.
Eduardo Rodrigues (U. Liverpool; he/him): So just to say very quickly, this is my for information now I wanted willing to it, about the workshops, which for me is very important because i've been been doing this thing for a few years now, as you can see.
Eduardo Rodrigues (U. Liverpool; he/him): Yes, what last year was a special today I wanted no we had prepared to to actually connect with the with the bike big site scientific Python.
Eduardo Rodrigues (U. Liverpool; he/him): Community and then in fact we were meant to to be to collate to mock to join just just be a few days, next to the wi fi events that take place every in Austin Texas, but for.
Eduardo Rodrigues (U. Liverpool; he/him): Most of most events had to go online we did the same we had some benefits, on the other hand, because, as you can see from this plot is instead of hiding the other 5070 people in person, as the workshops and the one previously in 2019 was in UK, by the way.
Eduardo Rodrigues (U. Liverpool; he/him): And that being done for near where you are physically, so you at least, then all of a sudden, we had a huge amount of a huge level of interest and because.
Eduardo Rodrigues (U. Liverpool; he/him): The event couldn't go globally everybody in principle in could connect there was no fees nothing, the only problem would be time zone, we all, we are here to limit at 1000 words efficient.
Eduardo Rodrigues (U. Liverpool; he/him): So this This really is a very inclusive so, is it also does some some lessons for the future.
Eduardo Rodrigues (U. Liverpool; he/him): This is completely for information on the show also to say that the we had a.
Eduardo Rodrigues (U. Liverpool; he/him): Nice set set the sponsors is this is important also shows that there, there is some interest and particularly i'm quite keen and quite happy that you're always managed to to get sponsorship from the path and software foundation.
Eduardo Rodrigues (U. Liverpool; he/him): and his truck.
Eduardo Rodrigues (U. Liverpool; he/him): So this is for again for information, just to show some of the tools that we have used for the organization aspects, so we use a lot of stuff just to highlight two things, and the last year that we can well, first of all.
Eduardo Rodrigues (U. Liverpool; he/him): We actually had the two times two sessions time in different Atlantic and Pacific friendly times also joining me be more local This turned out to be quite a lot quite a.
Eduardo Rodrigues (U. Liverpool; he/him): quite demanding in terms of organization before and during the workshop but that's how it goes, and one thing that we really pushed.
Eduardo Rodrigues (U. Liverpool; he/him): strongly encouraged with the money in English was four people trained and have a notebook said, you could launch automatically on the browser my binder.
Eduardo Rodrigues (U. Liverpool; he/him): So really I have seen people play the game, and we had a lot of interactivity during the workshop Likewise, we also use the slider crowdsourcing tool to.
Eduardo Rodrigues (U. Liverpool; he/him): kind of prioritize the question that we that we were getting on on this kind of format online and, and this is nice because people can vote or down vote.
Eduardo Rodrigues (U. Liverpool; he/him): The The questions are being posted and by by the time you come to a Q amp a at the end of the presentation, you can you can immediately start by the most popular questions so prioritize and then the rest is is taken offline.
Eduardo Rodrigues (U. Liverpool; he/him): For discussions with on topical channels on slack and this I had to say, worked really well, so all this stuff all these things will be duplicated this year since the workshop will start play some games and, in fact, by 2021 it will start.
Eduardo Rodrigues (U. Liverpool; he/him): In on the week of the fifth of July, by all means, if you're interested coming and restaurants all free and everything.
Eduardo Rodrigues (U. Liverpool; he/him): What I wanted to save that.
Eduardo Rodrigues (U. Liverpool; he/him): And again, we, by the way we having a lot of a lot, a lot of interest here what what I really like is the fact that.
Eduardo Rodrigues (U. Liverpool; he/him): We now have seen other communities joining the these workshops So you see that roughly 65% of people are from Dr chiba 47 or sorry.
Eduardo Rodrigues (U. Liverpool; he/him): I was wondering, so it was taken from the previous previous rounds, and these have been evolving So you see that almost half of the half the people if you're not coming from the energy, in particular, we also have many.
Eduardo Rodrigues (U. Liverpool; he/him): participants from universities and research institute so undergrads foursquare and so on, but the neutrino community is very strong.
Eduardo Rodrigues (U. Liverpool; he/him): In this instance, and this was absolutely not the case last year, in fact, last few years is not the case for the training community, for the first time is coming coming and joining in the fun, this is quite important for us.
Eduardo Rodrigues (U. Liverpool; he/him): Right, so this is the second half, I think i'm doing Okay, in terms of timing, yes, so I wanted to know this, the second half, I will talk about deeper system itself, and I will start with sake, you have, which is a project where i'm i'm a property involved with.
Eduardo Rodrigues (U. Liverpool; he/him): And so okay so first of all, again, a bit of motivation, I think this is also always very important and maybe you know this, by now, a relatively famous blog from sanjay vendor plus.
Eduardo Rodrigues (U. Liverpool; he/him): icon in four years ago, when he was showing kind of the technical system, going from phone foundational libraries, such as.
Eduardo Rodrigues (U. Liverpool; he/him): Number by up to a number I Python then something more specific, such as benders.
Eduardo Rodrigues (U. Liverpool; he/him): visualization tools and I bought the book and so on, then a big ecosystem building up building on top of it, such as psychic learn starts models.
Eduardo Rodrigues (U. Liverpool; he/him): Symbolic Python and a few other things, then, and then at the very top, you have your account of what you could call the domain specific projects.
Eduardo Rodrigues (U. Liverpool; he/him): One day, is very well known as astrobiology also has some other ones for for solar physics bio physics and so on, it can ask yourself at that time, what about physics there.
Eduardo Rodrigues (U. Liverpool; he/him): And the answer he was well they're not really they're not here because they were not really existing, so this is a nice step three some of us realized, a few years ago and it says actually why we started to psyche hub.
Eduardo Rodrigues (U. Liverpool; he/him): So that sort of the idea that, at the beginning, we had to retrain the beta until we found that a good a good a good route to follow.
Eduardo Rodrigues (U. Liverpool; he/him): Once create an ecosystem for particle physics that analysis and patent that talks well really incorporates with a really big scientific ecosystem.
Eduardo Rodrigues (U. Liverpool; he/him): First of all, it's very important for us it's not the cool kid but rather tool set so we have small packages small libraries that they want to do one thing not not two or three and try to do with well.
Eduardo Rodrigues (U. Liverpool; he/him): With the proper nicely ipi promoting high standards very well documented also easily install packages, because these things are a fantastic, you have a fantastic library.
Eduardo Rodrigues (U. Liverpool; he/him): But it's very difficult or challenging.
Eduardo Rodrigues (U. Liverpool; he/him): To to install the effects of the usage right, and you can body trying to install it and you move to something else, for this is a, this is a must.
Eduardo Rodrigues (U. Liverpool; he/him): As as well as documentation and we wanted to be in the same way, a community of developers and users and you can now see why why.
Eduardo Rodrigues (U. Liverpool; he/him): I started all these workshops and so on, because all of these things are are very much interconnected is there, they are in parallel, but but consolidating themselves.
Eduardo Rodrigues (U. Liverpool; he/him): So, so these key words highlighted at the bottom, such as collaboration with disability interoperability and sustainability super important are these are key words for for us and and they keep being so.
Eduardo Rodrigues (U. Liverpool; he/him): Sustainability again is actually key one and challenging one because you can imagine, if you have something great you provide something, but then you have to.
Eduardo Rodrigues (U. Liverpool; he/him): First, if you start having users and the Community behind it and you really have to sustain and maintain it, and this is by all means, not a small task.
Eduardo Rodrigues (U. Liverpool; he/him): just give an overview of what the second half project is, this is not a comprehensive set of the packages, but certainly is the the bigger ones that maybe the the most the most popular one and used once you can see, even from the names.
Eduardo Rodrigues (U. Liverpool; he/him): That that we try to we try to talk about several domains, actually, let me go here quickly and we have things for interoperability and data manipulation event processing visualization cheating.
Eduardo Rodrigues (U. Liverpool; he/him): Statistics, as well as the grading and also some specific you have like this.
Eduardo Rodrigues (U. Liverpool; he/him): So these are the ones that and I come back to a few of them in the following slides so there's quite a lot of.
Eduardo Rodrigues (U. Liverpool; he/him): Here, and you can see me that, indeed, this is not a toolkit but the tool set because already there there's a half a dozen packages and, of course, if you only doing a small job you will you're going to import or you or so effectively load.
Eduardo Rodrigues (U. Liverpool; he/him): One or two packages they don't need the whole thing and you'll need make megabytes megabytes of software if you're into a sponsor, for this is very important.
Eduardo Rodrigues (U. Liverpool; he/him): It also shows, by doing this, this part here how things interconnect Of course they depend on on number highlighted in grey this isn't.
Eduardo Rodrigues (U. Liverpool; he/him): A tall building on top of the scientific ECHO system, but you haven't clicked in interconnections were relevant between the three pictures, but on the other, on the other side, where there's no protection needed they're completely.
Eduardo Rodrigues (U. Liverpool; he/him): Independent their focus on one thing that's it.
Eduardo Rodrigues (U. Liverpool; he/him): Right you.
Eduardo Rodrigues (U. Liverpool; he/him): Think points to say that or indiana who uses this thing, and this is important for us also comes back to the sustainability and maintain ability issue.
Eduardo Rodrigues (U. Liverpool; he/him): By now we really super happy to say that that the day this project has been he's been used by several experiments, including big experiments, but even he came through enough here an experimental in the nutritional side, not the other have specific Well he experiment even phenomenology.
Eduardo Rodrigues (U. Liverpool; he/him): In this case, a flavor project for your physics project, they are also using a couple of our packages.
Eduardo Rodrigues (U. Liverpool; he/him): So at least you should have highlighted this thing for me what this tells me is that we, in a way there's there's a proper adoption, so we you know, we are in the right path and providing something that is that is relevant and interesting.
Eduardo Rodrigues (U. Liverpool; he/him): Okay, so i'm going to spend it spend a few slides to give you an idea of what the project is so this is something I started a couple of colleagues in I forgot to mention in 2000 11,016 auto properly only thousand 17 so that's why I go back.
Eduardo Rodrigues (U. Liverpool; he/him): He cannot be here, but he were started pretty much around the same time actually.
Eduardo Rodrigues (U. Liverpool; he/him): Right so, starting with the window certainly one of the key main core packages, which is our could.
Eduardo Rodrigues (U. Liverpool; he/him): Maybe I should say let's do this, this package we actually need a niche selection now, given that we know it as a few hundred users by now.
Eduardo Rodrigues (U. Liverpool; he/him): But I still wanted to say a few words and then really important messages to come to get across is first of all, this is a Python and truthful way of reading route files without route so totally building on top of Mumbai and using so.
Eduardo Rodrigues (U. Liverpool; he/him): What what is provided is a pure minimalistic io library and that's it he does he does he does, I o
Eduardo Rodrigues (U. Liverpool; he/him): And nothing more than the rest is for other factors such as the other rated i'll talk about in a second you see actually here.
Eduardo Rodrigues (U. Liverpool; he/him): That, if you want to build on top of things so so manipulate data and then start reading histograms and doing analysis, the seats and so on, and you can build on top of this thing, but you have a foundational library that connects mode.
Eduardo Rodrigues (U. Liverpool; he/him): So, to have our format, with the with the with the next ecosystem.
Eduardo Rodrigues (U. Liverpool; he/him): there's a few have fallen in the middle bottom lot more about this, you know you may know that there's actually two versions make versions.
Eduardo Rodrigues (U. Liverpool; he/him): coexisting for now, where a protein, which is the old one, still has some writing functionality, this is when being we work totally that in a much more efficient way, more effective a flexible way up with four, but this is ongoing work for for writing in terms of.
Eduardo Rodrigues (U. Liverpool; he/him): Reading this is fully functional In fact I put four is far better in terms of design and so on, then I put 3.
Eduardo Rodrigues (U. Liverpool; he/him): billion building completely on top of it once you once you read the data, you have to massage it.
Eduardo Rodrigues (U. Liverpool; he/him): And that's what awkward right there, so he manipulates complex data structures as easily as no by.
Eduardo Rodrigues (U. Liverpool; he/him): No way of seeing it is by doing small example here on the bottom right where you can see, so imagine you have a list for the sake of example have a few moons.
Eduardo Rodrigues (U. Liverpool; he/him): And what is super important for us internally physics, is that, unlike the the the.
Eduardo Rodrigues (U. Liverpool; he/him): The data science world in general, we don't have that sexual most of the time we have jacket or regular sweater is.
Eduardo Rodrigues (U. Liverpool; he/him): No matter what I want to call them they're they're complex structures with with a tree with a tree structure, you have you have.
Eduardo Rodrigues (U. Liverpool; he/him): insight, in the end event, you have you have nested things you have entries that that have different number of.
Eduardo Rodrigues (U. Liverpool; he/him): Different number of entries by creative and so that's what you see here, you would have say three new ones in the first event, then one one and then two, so this is completely jacket a record.
Eduardo Rodrigues (U. Liverpool; he/him): And, but you want to manipulate this almost as a flat structure number style, so this is how I should things are in the in a layout in memory.
Eduardo Rodrigues (U. Liverpool; he/him): And we're going to go into details, but so this is a part of this package.
Eduardo Rodrigues (U. Liverpool; he/him): That allows you to to deal with complex structures, such as the ones we have in particle physics, but in in a known by way with the same friendly API.
Eduardo Rodrigues (U. Liverpool; he/him): We don't have to learn and complete new API, so this is not by like API just as truthfully as not by all behind the scenes there's all of this complexity to deal with a with a complex structures.
Eduardo Rodrigues (U. Liverpool; he/him): You can see here how you could, for example, create a trivial array or collaborate, we can have a variable number of entries for present.
Eduardo Rodrigues (U. Liverpool; he/him): Okay now is to grammy is super important I don't I don't have to justify that just because, once you massage any data at some point very quickly.
Eduardo Rodrigues (U. Liverpool; he/him): We later said is is always a very high dimensional dimensionality and you always have to Eric aggravated massage IT project onto onto a particular.
Eduardo Rodrigues (U. Liverpool; he/him): Space or look at one variable one distribution here, this is a very tentative process, of course, we know that, so this is what we see Sir Graham does so, this, so what.
Eduardo Rodrigues (U. Liverpool; he/him): This was this around and Python package is providing is the baton bindings for the c++ library boost histogram library, so this is a professional.
Eduardo Rodrigues (U. Liverpool; he/him): style a lot a lot library and we wanted to have this in sitting.
Eduardo Rodrigues (U. Liverpool; he/him): On the bed on time, in fact, if you if you worked on just to compare this in terms of performance with anything out there, then i'm pretty confident, because the numbers existed, this is the by far that this the fastest growing package around.
Eduardo Rodrigues (U. Liverpool; he/him): So instagram is also very nice because it brings a lot of novelty, of course, from the c++ library, but, but things like exposing it behind the way.
Eduardo Rodrigues (U. Liverpool; he/him): He invited so first of all it says instagram is a question of access and storage, as you can you can see, this kind of visualize here, where you can have all kinds of regular X is a string access your regular access.
Eduardo Rodrigues (U. Liverpool; he/him): and not an all kinds of ones, and you can also accumulate, we need to just doubles you have dynamic because.
Eduardo Rodrigues (U. Liverpool; he/him): that's you attribution of memory, you also have.
Eduardo Rodrigues (U. Liverpool; he/him): The accumulators to do profile likelihoods style things very, very professionally.
Eduardo Rodrigues (U. Liverpool; he/him): very efficiently, so this is what it what it does so either it looks at this agreement media as a first class object and it takes it from there.
Eduardo Rodrigues (U. Liverpool; he/him): Just to now on top of that, building on top of what's this around so he's he also did this to the ecosystem building.
Eduardo Rodrigues (U. Liverpool; he/him): and focusing on specifics, there was a need very seem very, very, very soon seen on on manipulation of histograms so.
Eduardo Rodrigues (U. Liverpool; he/him): Just because it's so important in a very nice way and also friendly way, and particularly notebooks that so so probably disease, so this is what this small a REP at becker's history, so it just clicked on top of book was histogram so it.
Eduardo Rodrigues (U. Liverpool; he/him): gives all those same kind of vaccines and so on, but it, but it does a few.
Eduardo Rodrigues (U. Liverpool; he/him): Things very easily, so please typically the operations that you would like to do very regularly on a daily basis, so to speak.
Eduardo Rodrigues (U. Liverpool; he/him): You would like to have them to be done, so this is kind of the idea here, for example, you could book.
Eduardo Rodrigues (U. Liverpool; he/him): book and fill a one dimensional instagram regularly so room in one line for the sake of argument here it's dealing with a non distribution taken taken from note by functions.
Eduardo Rodrigues (U. Liverpool; he/him): You can see that if you if you type that on a notebook you immediately get actually a visual representation of Mr well and some basic information.
Eduardo Rodrigues (U. Liverpool; he/him): about it, and if you want to go say to dimension dimensions is just as trivial to do that from the command line as well.
Eduardo Rodrigues (U. Liverpool; he/him): In fact here on the right, you have an executive education of the six X axis types, I was advertising that several ones, you can see that the regular one which.
Eduardo Rodrigues (U. Liverpool; he/him): tend to use very, very often, but if you wanted to use just a boolean type of have access, our variable wine or integer was trinket AGRI.
Eduardo Rodrigues (U. Liverpool; he/him): You could just as easily see and he, of course, encounter these licenses these are visualizing 60 so you'll have kind of a stack the replication but it tells it again some some basic information about the logic, because you have.
Eduardo Rodrigues (U. Liverpool; he/him): This is what this small package does it does a few many other things in, for example, if you were to look at.
Eduardo Rodrigues (U. Liverpool; he/him): Very often, you you, you have to be part, so you want to see trends and how things evolve and he actually wanted to have not just to the distribution, but the projections.
Eduardo Rodrigues (U. Liverpool; he/him): This is the kind of plot that you might want to do, and, for example, education, this, this is a code that produces that plot, you can see here or by phone the feeling of action data for the sake of.
Eduardo Rodrigues (U. Liverpool; he/him): digitalization is a couple of lines to click that what this is all about configuration, but he could remove all that and get the default configuration, in which is food and trivial right.
Eduardo Rodrigues (U. Liverpool; he/him): Right, so another big aspect of this this was certainly a super important for for the ecosystem for these reasons open doing fine terms of.
Eduardo Rodrigues (U. Liverpool; he/him): It is is fitting so starting with me with them in which, which is again a battle rapper to the.
Eduardo Rodrigues (U. Liverpool; he/him): Overly famous super famous means to see both perspectives that has been used in sensor.
Eduardo Rodrigues (U. Liverpool; he/him): Half a century, by now, so this is essential piece of software for anybody doing any any kind of data analysis in microfinance.
Eduardo Rodrigues (U. Liverpool; he/him): And again, I mean provides the by funny interface to this package, and on top of it, it provides a huge amount of goodies whether it is a phenomenal library, in the sense that.
Eduardo Rodrigues (U. Liverpool; he/him): It really gives you the core functionality and and it is used as a backend or something on which you can do more complex.
Eduardo Rodrigues (U. Liverpool; he/him): model building and data analysis, as you have, for example, we will fit that built on top of the defeating.
Eduardo Rodrigues (U. Liverpool; he/him): functionality of route itself right, so this is the kind of the equivalent for some other projects and they will depend on me, in fact, all of them i'm pretty sure depends on fire on I mean it just because it's such a fantastic minimization library and here are a few examples.
Eduardo Rodrigues (U. Liverpool; he/him): Not, not only in physics, such as deserts the project was also asked her bicycle packages are quite issuer around there that use, I mean it just to show you what you can do with it, this is the and not the basic example you can read on the readme.
Eduardo Rodrigues (U. Liverpool; he/him): Of the repository be you mentioned, you could you he wanted to do, he really wanted to spell out everything, so we actually create on the fly your explicitly your PDF and then do the admin.
Eduardo Rodrigues (U. Liverpool; he/him): log likelihood in this instance, you see, that is still very easy to do, and then, if you want right, you would run the standard my regret minimization I will then you end up with something like this, which is again very user friendly on a notebook we can have will hide all kinds of.
Eduardo Rodrigues (U. Liverpool; he/him): tables, such as the table with the variables themselves defeated areas, and also the covariance matrix So you see again it's quite a lot of user friendliness involved into into these packages, so a lot of goodies and speak.
Eduardo Rodrigues (U. Liverpool; he/him): And because it's just interface the pain back with by dividing by 11, this is actually very fast, as I saw it on.
Eduardo Rodrigues (U. Liverpool; he/him): Very quickly, also because this, this is actually did I actually I mean author of also have some reason have specific packages so, such as Article that provides again a very easy.
Eduardo Rodrigues (U. Liverpool; he/him): interface to talk kinds of particle or information from the big muscle MC that identification codes, you can see here.
Eduardo Rodrigues (U. Liverpool; he/him): i'll go through quickly, but one of the interesting things that he has is it again in a you know by tonic one liner you can actually in this case.
Eduardo Rodrigues (U. Liverpool; he/him): get hold of all the shooters cable charlie's i'm thinking you can imagine that, with these functions, you can do just about anything you want to physically inquiry any property of a particle.
Eduardo Rodrigues (U. Liverpool; he/him): Also, something maybe more of interest for to flavor physicists such as myself, so I also created this detailing which package that laws to manipulate and arson and build and.
Eduardo Rodrigues (U. Liverpool; he/him): play with particles decay change so of course you can you can parse these so called the qualifiers, such as the one that we have in university Jen so.
Eduardo Rodrigues (U. Liverpool; he/him): He used by pretty much every flavor experiment around there and but and then you can buy some visualize.
Eduardo Rodrigues (U. Liverpool; he/him): All kinds of changes, you can manipulate and you see you can switch on and off branches, if you want to simplify things and.
Eduardo Rodrigues (U. Liverpool; he/him): You can only play all kinds of information with it, and you can also build complex take a chance on the fly with a few helper classes, if you feel like it, and of course you can utilize them.
Eduardo Rodrigues (U. Liverpool; he/him): Now, going beyond fitting you have statistics and model building and so on, this will be a very complicated, so this is a package that is very heavily in using others also because the Atlas.
Eduardo Rodrigues (U. Liverpool; he/him): The authors are mainly from from atlas but wasn't being used a lot by by a cms in particular for for being bend.
Eduardo Rodrigues (U. Liverpool; he/him): measurements and searches and you can see from this performance, by the way, did in terms of.
Eduardo Rodrigues (U. Liverpool; he/him): Even the size of the information is stored and the performance, also because it's either can exploit transparently gpus you actually much faster than then itself.
Eduardo Rodrigues (U. Liverpool; he/him): And there's send you off remember that presentation that publication I mentioned about the publication of the likelihood from from atlas, so this is actually the picture that was used for it, so I said say this already but i'm saying again, one of the great benefits.
Eduardo Rodrigues (U. Liverpool; he/him): of connecting with with the ecosystem and being able to work on top of tensorflow or by torch or some other things such as checks as well from Google is that you can transpose the exposure beans, without having to change anything in you could pretty much so, this is a big boss.
Eduardo Rodrigues (U. Liverpool; he/him): Okay, just for information just say we actually have an insect happen method package, you can see here the all the actors doing songs and when he goes, this is very nice when he wants he wants to have a.
Eduardo Rodrigues (U. Liverpool; he/him): Coherent and self consistent set of the packages, for example, I use it for tutorials because in one line in my my yama yama environment file, I can install all the packages of those doesn't packages.
Eduardo Rodrigues (U. Liverpool; he/him): That, I want to use for the for the tutorial he won't he won't go quite easily and I mentioned, is to be the solution is super important, so this is all or actually all of these packages that are available either way people are like on the.
Eduardo Rodrigues (U. Liverpool; he/him): Right, so I wanted to talk about the Community by just because of the identity, not the only ones around there, so this is very important, I already mentioned this thing.
Eduardo Rodrigues (U. Liverpool; he/him): So there are a few in particular this bigger ones and that's why I wanted to talk there's not to be fair, this not only this project themselves but also.
Eduardo Rodrigues (U. Liverpool; he/him): a bunch of other libraries and projects coming in particular from from the US, I was hope so, softly softly Institute, similar to the to the Now you can assist hub.
Eduardo Rodrigues (U. Liverpool; he/him): And they provide some of them, and he may have heard about the cabinetry or even service excellent goes, all the way through analysis facilities, which is something it's a big important topic for for doing analysis in future.
Eduardo Rodrigues (U. Liverpool; he/him): So the first one, I wanted to mention it is said that fits on one of these guys here, so this this thing it is a bit the equivalent, so to speak, of it and it but it's completely connected again with with this path and ecosystem and it builds on top of the.
Eduardo Rodrigues (U. Liverpool; he/him): General certificate system because, yes, it depends on I mean it's just because it's it's fantastic.
Eduardo Rodrigues (U. Liverpool; he/him): But as a backend actually has tensorflow so again, you can transparently use the same either know cpu or gpu and you are only you are simply.
Eduardo Rodrigues (U. Liverpool; he/him): or simply maybe not quite word, but you are transparently profiting from the from all the power it has its own.
Eduardo Rodrigues (U. Liverpool; he/him): You can also see that if you are, if you are familiar with, with it, this is not very, very different he can he, in this instance, it can it can be the goshen PDF.
Eduardo Rodrigues (U. Liverpool; he/him): Feed some data and then do an ambien or likelihood minimization with time innovators and engine and then we get the.
Eduardo Rodrigues (U. Liverpool; he/him): respect and if you wanted to start building very complex functions, this is also a truly done with with custom classes, in fact, this has been used now as you've been particular because the authors are financially for very complex.
Eduardo Rodrigues (U. Liverpool; he/him): amplitude analysis, for this is is proving that it can be used for for real life examples, not just to say.
Eduardo Rodrigues (U. Liverpool; he/him): i'm getting yes, that means weight, so I wanted to mention a very quick and analysis facility, so this is a project from from cms colleagues in particular formula on.
Eduardo Rodrigues (U. Liverpool; he/him): On analysis in that facility framework for this is completely busy on top of the system affected they depend on various the second half.
Eduardo Rodrigues (U. Liverpool; he/him): Libraries, but they are talking about processing of the data, so we analysis systems, even exploiting things such as parcel and spike and ask yourself from for distributed computing power.
Eduardo Rodrigues (U. Liverpool; he/him): To kind of equivalent distributed vendors, if you want, so this is totally around the concept framing of awkward rate of a column corner analysis, in essence, so if you if you're interested deep should go to this link here.
Eduardo Rodrigues (U. Liverpool; he/him): Another question, so this one is a UK project is a lot about.
Eduardo Rodrigues (U. Liverpool; he/him): Project towards and analysis description language, since this is again something else that is very, very.
Eduardo Rodrigues (U. Liverpool; he/him): topic topical and nice day is not just analysis to see it is also a lot of the input trying to be to do analysis, no, no declarative way So for me this is, I think, say this is kind of a proof of concept, what can be done.
Eduardo Rodrigues (U. Liverpool; he/him): In a desperate so here you are you with us, you were describing actually what you want to do in terms of the DEMO files and then you can run this, for example in your ci and have all kinds of and then have your workflow your processing.
Eduardo Rodrigues (U. Liverpool; he/him): workflow they're done in the CIA with this with this declaration of the various steps to do you want to define and he says, you can see again is building on top of second half a bunch of things and also other ecosystem packages, such as funders.
Eduardo Rodrigues (U. Liverpool; he/him): Right so just to finalize let's step back a second with some final remarks on on all of these things.
Eduardo Rodrigues (U. Liverpool; he/him): So, first of all, I think this is very important, this is a change compared to just few years ago, is that all of this business about software and.
Eduardo Rodrigues (U. Liverpool; he/him): The ecosystem even software recognition and training and korea's is now much more on the menu, you can see, for example, is by.
Eduardo Rodrigues (U. Liverpool; he/him): The activities there by 300 physics is even presented to the htc referees now since, since only last year, this is completely new that are they're asking for for a report specifically on all these Community activities.
Eduardo Rodrigues (U. Liverpool; he/him): On software and computing, this is a big change, you could also see, by the way, the same kind of interest in the inner interference in the upgrade updates so as you've been strategy, I think this is super welcome.
Eduardo Rodrigues (U. Liverpool; he/him): Where we had he does already finalizing here so even if you if you put all this, many of these projects on a timeline spending here for 2020 plus 30 years sorry.
Eduardo Rodrigues (U. Liverpool; he/him): First of all, going from Python the same scientific Python ecosystem, so my team know by panelists as to buy some specific projects up the project.
Eduardo Rodrigues (U. Liverpool; he/him): This is about data format, such as root of course html5 which is used by a lot by Tony other ones such as sparked by K.
Eduardo Rodrigues (U. Liverpool; he/him): and other packages more oriented the gpus such as tensorflow pie chart by torch charisse and then our head specific domain specific fact bexar and projects such as hiking have a coffee, you could put here, as well as that feet and some other ones that came up.
Eduardo Rodrigues (U. Liverpool; he/him): Later in the game, he can see that you can see that in principle in.
Eduardo Rodrigues (U. Liverpool; he/him): These things are really making the change the difference in in the way we are now.
Eduardo Rodrigues (U. Liverpool; he/him): Doing analysis in physics, and I should stress again they're not talking about 10 or 20 people are doing the same if you just look in terms of usage issues.
Eduardo Rodrigues (U. Liverpool; he/him): contributions in terms of stars on github whatever, but that give you an indication of how much less of an update uptake here, I think it is fair to say that this.
Eduardo Rodrigues (U. Liverpool; he/him): Is a separate system is not being used by.
Eduardo Rodrigues (U. Liverpool; he/him): anywhere between 300 500 people so we're talking about the large numbers, by now, and that I think this this is number will still increased quite a lot in the next few years, certainly on timescale for for hi Lucy Lucy where many of these partners actually oriented towards to discussing.
Eduardo Rodrigues (U. Liverpool; he/him): So where we're heading, so I thought this last slide for calling in my way again she.
Eduardo Rodrigues (U. Liverpool; he/him): She puts many of these things that i've been talking about on this one slide here, and on top of that, so you see all the steps specific genuine score.
Eduardo Rodrigues (U. Liverpool; he/him): Things is a woman, for example, is nothing specific right, so you could this could be used by by many people out there in the same way that many people would guess use a c++ process where my different sake of argument.
Eduardo Rodrigues (U. Liverpool; he/him): You see, that you have other projects again in this in this whole ecosystem for for towards analysis facilities may have heard about service X or coffee doesn't.
Eduardo Rodrigues (U. Liverpool; he/him): Quite have to give a proof of concept of analysis, the city in this instance from cms because the the main office FM cms but that I could see this.
Eduardo Rodrigues (U. Liverpool; he/him): broadcast into an experience i'm pretty sure this will happen on some other projects will come on from other experiments, this is a big topic.
Eduardo Rodrigues (U. Liverpool; he/him): So i'll start this this life i'm calling from the DHS data analysis working group, where you have all the i'm not going to read that but you know all the all the keywords that I that I mentioned.
Eduardo Rodrigues (U. Liverpool; he/him): On the other topics around a little analysis, not just about the software, but also for my steak declarative analysis models Meta data analysis facilities.
Eduardo Rodrigues (U. Liverpool; he/him): And I think it is fair to say that, by things he's a stay at least as long as they decided software for machine learning and Ai is building on top of a four foot by in a big way so have should continue to take along the way.
Eduardo Rodrigues (U. Liverpool; he/him): And that's not going to change it for more now because, again, if you look at quantum machine learning and cognitive computing for the sake of something that is quite fresh dill again biting is is is the way that.
Eduardo Rodrigues (U. Liverpool; he/him): For example, on IBM is providing software to do the simulations competing with a kiss kiss.
Eduardo Rodrigues (U. Liverpool; he/him): Right so so let me stop here not it is this was really quite a dense presentation I realized, so thank you very much for listening and I hope you.
Eduardo Rodrigues (U. Liverpool; he/him): provided with a with a reasonable summary of what's going on.
Hristova, Ivana (STFC,RAL,PPD): Thank you very much to our two years in the That was the case, and thank you very much for this interesting and detailed overview of this topic of and Python have analysis and Python.
Hristova, Ivana (STFC,RAL,PPD): And let me stop the recording.