WEBVTT 1 00:00:00.000 --> 00:00:13.720 Welcome everyone. Thanks for joining us today. My name is Amy and I'm from the Access and 2 00:00:13.720 --> 00:00:18.640 Learning team here at the National Portrait Gallery. We're currently joining you from 3 00:00:18.640 --> 00:00:24.400 the unseeded sovereign lands of the Ngunnawal people. And I'd like to pay my respects to 4 00:00:24.400 --> 00:00:31.840 the ongoing custodianship of the lands, waterways and skies of where I was born and currently stand. 5 00:00:31.840 --> 00:00:38.240 I'd also like to extend my welcome to all Aboriginal and Torres Strait Islanders joining 6 00:00:38.240 --> 00:00:44.480 us today and encourage everyone able to use the chat function of Zoom to let us know which country 7 00:00:44.480 --> 00:00:51.520 you are joining us from today. Some Zoom tips just before we start today's program. Being the 8 00:00:51.520 --> 00:00:57.440 National Portrait Gallery, we love to see your faces and classrooms. If you are happy to keep 9 00:00:57.440 --> 00:01:05.040 your cameras on, that would be great, but we do ask that you stay muted. We also recommend speak 10 00:01:05.040 --> 00:01:15.360 of you. So now I'd like to introduce Jess Herrington, our facilitator for today's brains versus 11 00:01:15.360 --> 00:01:23.680 computers science week workshop. Over to you, Jess. Hi everyone. My name is Jess. I am an artist and 12 00:01:23.680 --> 00:01:32.400 a neuroscientist. So the sort of art that I do is digital and neuroscience is a study of the human 13 00:01:32.400 --> 00:01:40.160 brain. So in this workshop today, we will explore the fascinating similarities and differences 14 00:01:40.160 --> 00:01:46.880 between our brains and computers. Then we'll dive into some fun and creative art activities, 15 00:01:46.880 --> 00:01:52.640 which will help us understand these concepts better. And finally, we'll end with an exciting 16 00:01:52.640 --> 00:01:58.080 challenge. We'll design an artwork inspired by what we've learned about brains and computers. 17 00:01:58.080 --> 00:02:03.120 And I can see that you've come from all around Australia today, which is really exciting. Thanks 18 00:02:03.120 --> 00:02:12.480 for writing in the chat where you're from. Okay, so our brains and computers are pretty incredible. 19 00:02:12.480 --> 00:02:17.360 So there's some things that are similar between brains and computers and some things that are 20 00:02:17.360 --> 00:02:24.400 different. And you might know some of these or you might not. So as you know, both the brain and 21 00:02:24.400 --> 00:02:31.680 computers use electrical signals to communicate. So as you can see in this image on the side here, 22 00:02:32.000 --> 00:02:37.680 there's a picture of a human brain, which looks like it has lights in it, but human brains don't 23 00:02:37.680 --> 00:02:42.400 really have lights in it. It's pretty dark inside there. If people always draw it as lighting up 24 00:02:42.400 --> 00:02:47.920 because they're just trying to illustrate that idea of electrical signals. But right next to that 25 00:02:47.920 --> 00:02:54.960 brain is a picture of a neuron, which is a special type of cell that exists in our brains. And it's 26 00:02:54.960 --> 00:03:00.960 what our brains are made up of. Neurons are really, really tiny. In humans, you can't see a neuron 27 00:03:00.960 --> 00:03:09.760 with just your eye, you need a microscope. So this is kind of what our brains look like. This is a 28 00:03:09.760 --> 00:03:19.200 plastic one. So the really cool thing about the human brain is that just like a computer, we have 29 00:03:19.200 --> 00:03:27.920 what's called memory. So memory in a human brain is about connections between those neurons. And 30 00:03:27.920 --> 00:03:34.000 there's a saying that neurons that fire together, wire together. So what that means is the more 31 00:03:34.000 --> 00:03:40.080 you think about something, the stronger that connection becomes. The more you do something, 32 00:03:40.080 --> 00:03:45.280 the stronger that connection becomes. So maybe you want to practice something like tennis or 33 00:03:45.280 --> 00:03:50.240 soccer. The more you practice it, the better you'll become. And that's a really cool human thing. 34 00:03:50.240 --> 00:03:57.520 So computers don't really work like that. Computers store data in chips. So while humans 35 00:03:57.520 --> 00:04:03.280 are capable of learning and adapting to new information, we can learn new skills, we can do 36 00:04:03.280 --> 00:04:10.400 new things, pick up new things in our environment. Computers use software updates. Another really 37 00:04:10.400 --> 00:04:15.280 cool thing that I want to tell you about the human brain, which is pretty unique, is you'll notice 38 00:04:15.280 --> 00:04:21.680 that the human brain has all these funny wrinkly, wriggly lines around it. So these are called 39 00:04:21.680 --> 00:04:29.520 sulci. And that's a really important feature of human brains, because it allows us to fit a lot 40 00:04:29.520 --> 00:04:35.760 of information into quite a small space. So if you were to look at another type of brain of 41 00:04:35.760 --> 00:04:44.640 another animal, like say a rat or a bee or any other animal that can't do more complex things, 42 00:04:44.640 --> 00:04:52.720 like drive cars, do maths, that kind of stuff, their brains are a lot smoother. So even though 43 00:04:52.720 --> 00:04:59.280 there are some animals that have much larger brains, like elephants and like whales, they don't 44 00:04:59.280 --> 00:05:04.800 actually have as many wrinkles, they're not packing as much information in. So that's a 45 00:05:04.800 --> 00:05:12.320 pretty cool and unique human thing that we've got going on. So humans are also different to 46 00:05:12.320 --> 00:05:18.480 computers in that computers, as you'll probably know, process information with ones and zeros. 47 00:05:18.480 --> 00:05:23.360 It's quite a different sort of way of processing information. It is kind of a little bit hard 48 00:05:23.360 --> 00:05:29.360 to understand and it's a little bit abstract, a bit different to how we usually experience stuff. 49 00:05:29.360 --> 00:05:38.960 But I'll just go to the next slide. We'll see what's there. So artificial intelligence 50 00:05:38.960 --> 00:05:45.280 you might have heard of before. It's kind of been in the news a lot lately. Lots of people 51 00:05:45.280 --> 00:05:50.880 are talking about it and talking about how it's going to change our world. And it's a pretty important 52 00:05:50.880 --> 00:05:58.160 scientific development because it's like giving computers their own mini brain. 53 00:05:58.160 --> 00:06:06.480 And that's really exciting because it means that all of a sudden computers and computer programs 54 00:06:06.480 --> 00:06:12.480 can learn and adapt a little bit like humans do, not as well as humans do, 55 00:06:12.480 --> 00:06:23.600 but they can start to make better decisions. They can do things like drive a car. So you might have 56 00:06:23.600 --> 00:06:30.160 heard of self-driving cars where the computer in the car is able to see the traffic in front of it 57 00:06:30.160 --> 00:06:36.800 and avoid danger and go around other cars without having a crash. You might have also 58 00:06:36.800 --> 00:06:45.040 used AI like Siri or Alexa where it can chat to you and communicate. But the really important thing 59 00:06:45.040 --> 00:06:52.400 is it's different to people because it can't understand the information like humans do. 60 00:06:52.400 --> 00:06:58.720 So humans are pretty unique and pretty important and can really understand what the information 61 00:06:58.720 --> 00:07:03.520 means. Computers just follow instructions and that's what AI does as well. 62 00:07:03.520 --> 00:07:11.520 So yeah, AI helps computers adapt and change based on the information they receive, 63 00:07:11.520 --> 00:07:15.040 just like how our brains learn from our surroundings. 64 00:07:15.040 --> 00:07:23.120 And yeah, so someone in the chat has actually written that the octopus famously has quite a 65 00:07:23.120 --> 00:07:29.760 smooth brain which is correct. They do. And the octopus brain is pretty unique as well because 66 00:07:29.760 --> 00:07:34.720 it's actually spread quite a lot throughout their body like a starfish. It's quite unique in that 67 00:07:34.720 --> 00:07:39.200 sense as well. So like a starfish is pretty cool because they don't have a centralized brain 68 00:07:39.200 --> 00:07:44.640 in the middle. They'll have like sort of like a ring and then their brains actually extend 69 00:07:44.640 --> 00:07:59.120 into their like tentacles which is pretty amazing. All right. Cool. So a really important thing is to 70 00:07:59.120 --> 00:08:07.760 talk about like how computers see versus how humans see. So a lot of what science tries to do I think 71 00:08:07.760 --> 00:08:14.400 in terms of understanding how we move around our world and understand our environment is 72 00:08:14.400 --> 00:08:21.680 sometimes some scientists might try and replicate different human senses. So the sense of touch, 73 00:08:21.680 --> 00:08:29.680 the sense of sound and sight and smell. So sight is probably one of the easier ones 74 00:08:29.680 --> 00:08:35.600 to try and replicate and that's where people have gotten the furthest really in terms of the science. 75 00:08:36.320 --> 00:08:45.040 So with a human our brain interprets images and stuff that's visually around us based on our 76 00:08:45.040 --> 00:08:51.920 experiences but we also connect that to emotions, things that have happened to us before like you 77 00:08:51.920 --> 00:08:58.160 know if you might have been somewhere and you've been swooped by a magpie and that was a horrible 78 00:08:58.160 --> 00:09:03.600 experience for you. You might avoid that place later on. Computers don't really do that. 79 00:09:05.760 --> 00:09:13.120 We also have context. So we might know that the magpie is going to swoop us in spring time 80 00:09:13.120 --> 00:09:20.160 but not in winter. So it's okay to walk through this place in winter but not in spring. So that's 81 00:09:20.160 --> 00:09:30.800 one example. So when we look around our space we see more than just shapes and colors. We actually 82 00:09:30.800 --> 00:09:40.240 see stories and that's a really important part of human experience. So computers are different 83 00:09:40.240 --> 00:09:46.480 because they process images pixel by pixel which is what images are made up of on a computer. 84 00:09:46.480 --> 00:09:53.680 Tiny little dots and they analyze patterns and colors but without that emotional connection. 85 00:09:55.760 --> 00:10:03.040 So I'm going to start off with getting you guys to do a little activity. I'd like to 86 00:10:03.040 --> 00:10:08.240 usually use drawing materials to copy a special artwork from the Portrait Gallery collection. 87 00:10:08.240 --> 00:10:14.960 So I'll share the artwork details on the next slide but this is something we're going to do with 88 00:10:14.960 --> 00:10:21.440 real physical materials. So whatever you have to hand you can use paper, you can use cardboard, 89 00:10:21.440 --> 00:10:28.000 you can use pens, pencils, text, whatever you've got. That's perfectly fine. So what we're going to 90 00:10:28.000 --> 00:10:34.640 do is try and copy a drawing as best we can and then we're going to compare those drawings that 91 00:10:34.640 --> 00:10:40.720 we've done with our friends or with other people on the chat and talk about why our drawings might 92 00:10:40.720 --> 00:10:47.840 be similar and why they might be different and how our emotional connections and our stories 93 00:10:47.840 --> 00:10:57.840 might affect the way that we draw. So this is the artwork from the Portrait Gallery collection. 94 00:10:57.840 --> 00:11:05.840 It's called Self Portrait with Glove. It was done in 1939 by Herbert Badham. It's an oil painting 95 00:11:05.840 --> 00:11:14.400 and you can see it's a man smoking a pipe wearing a special scarf called a cravat and pulling on a 96 00:11:14.400 --> 00:11:22.160 glove. So interestingly the artist might have special connections of why they painted this 97 00:11:22.160 --> 00:11:28.640 particular collection of objects with this person so you might like to think about that. So 98 00:11:28.640 --> 00:11:37.680 if you can get your drawing materials ready and give it a go see if you can copy this image 99 00:11:37.680 --> 00:11:43.520 as well as you can and then we'll see the differences that everyone has. So I'm just going 100 00:11:43.520 --> 00:11:49.520 to be quiet for a little bit but if you have any questions in the meantime just pop it in the chat. 101 00:11:49.520 --> 00:11:55.280 Someone said that's so hard. Yes it totally is but that's also kind of the point right. So your 102 00:11:55.280 --> 00:12:01.120 artwork is going to be totally different to this artist even though you're trying to copy the same 103 00:12:01.120 --> 00:12:06.640 thing. So just do as well as you can and if you want to change it up and make it a little bit 104 00:12:06.640 --> 00:12:10.880 unique to you like drawing objects that you care about you can do that too. 105 00:12:11.280 --> 00:12:22.160 So someone in the chat has just asked can it be a person like that or the same person? 106 00:12:22.160 --> 00:12:30.080 The interpretation is open to you. I suppose what we're trying to do here is copy the same sort of 107 00:12:30.080 --> 00:12:36.000 subject so it's a person sitting in a chair pulling on a glove maybe smoking a pipe but 108 00:12:37.040 --> 00:12:41.600 the interpretation will be unique to you. You can put your own style and spin on it. 109 00:12:41.600 --> 00:12:48.480 If you want to draw a woman sitting in the chair you can do that too. 110 00:12:48.480 --> 00:12:55.280 You can draw yourself sitting in the chair. Someone's written in the chat is this hard 111 00:12:55.280 --> 00:13:01.120 but maybe they meant to write this is hard. Yeah it is but I guess the cool thing is that next we 112 00:13:01.120 --> 00:13:05.520 will do an activity where we play around with an AI system and it will be a little bit of a 113 00:13:05.520 --> 00:13:12.800 different experience. Do you have to do the background is something someone has also asked in 114 00:13:12.800 --> 00:13:18.240 the chat? Yes I think the background is pretty important because there's lots of objects in 115 00:13:18.240 --> 00:13:23.440 there that might have hidden meaning. I can see some books. I can see a woman sitting in maybe a 116 00:13:23.440 --> 00:13:29.120 mirror or a painting in the background. Someone said what happens if you don't do it? That's 117 00:13:29.120 --> 00:13:34.320 perfectly okay you can just sit and listen and have a think about it. How you would draw it. 118 00:13:34.320 --> 00:13:46.640 Interestingly someone has said hands are hard to draw. Yeah they are and that's a really interesting 119 00:13:46.640 --> 00:13:52.240 point because AI systems find hands really hard to draw too just like a person I suppose. The 120 00:13:52.240 --> 00:13:58.720 really interesting thing about drawing hands for a computer is that you have a left and a right hand 121 00:13:59.520 --> 00:14:05.600 but which looks similar but different and a computer doesn't really understand that so well. 122 00:14:05.600 --> 00:14:12.320 You know when we draw faces we sort of have two halves of the same face and it's sort of quite 123 00:14:12.320 --> 00:14:19.280 symmetrical but hands are sort of opposites. So computers get that wrong sometimes. Too interesting 124 00:14:19.280 --> 00:14:22.640 effects sometimes you might end up with more or less than five fingers. 125 00:14:22.640 --> 00:14:29.120 Someone said their hands look like bananas. That's wonderful I love it. 126 00:14:29.840 --> 00:14:38.880 If anyone has any drawings that they'd like to show up put up to the screen. 127 00:14:38.880 --> 00:14:47.360 Oh I can see an amazing one there. Pretty cool. Yeah wow. Amazing. Wow you've done so great all 128 00:14:47.360 --> 00:14:54.720 of you. So many. It's a pretty hard job though isn't it trying to learn to draw a person isn't it 129 00:14:54.720 --> 00:15:00.000 and especially copying something that already exists. There's a lot of detail to take in but 130 00:15:00.000 --> 00:15:05.680 you guys have all done amazing. Wow and I can see some of you chose to use color and some of you 131 00:15:05.680 --> 00:15:16.160 chose to just use pencils. That's amazing. Well done. That's great. Okay well we might move on. 132 00:15:20.160 --> 00:15:26.000 Okay now we're going to spend a little bit longer on this activity because I think you'll need it. 133 00:15:26.000 --> 00:15:34.800 So what we're going to do is we're going to now create an artwork using AI which is going to be 134 00:15:34.800 --> 00:15:43.760 pretty fun. So this the idea of this activity is to really think about what you just drew 135 00:15:44.560 --> 00:15:52.400 and what the original artwork is and you're going to try and prompt an AI system to create the 136 00:15:52.400 --> 00:15:57.600 painting that you've just seen. So I'll show it again after this slide so you don't have to just 137 00:15:57.600 --> 00:16:06.080 try and remember it. So yeah we're going to create a unique artwork. We're going to use an AI system 138 00:16:06.080 --> 00:16:13.360 like Darlie but if you have another one that you prefer to use that's totally fine. There are other 139 00:16:13.360 --> 00:16:20.640 options available. So we're going to try and recreate an image like self-portrait with glove. 140 00:16:20.640 --> 00:16:28.080 So if you want you could create your own special version of the self-portrait with glove. You 141 00:16:28.080 --> 00:16:32.960 could think about what you'd like to include. Maybe there are some special objects that are 142 00:16:32.960 --> 00:16:40.320 meaningful to you. Maybe you'd like to have the person represent you. Or you could try taking 143 00:16:40.320 --> 00:16:45.680 a photo of your hand-drawn artwork using a phone if your parent or teacher is able to help you 144 00:16:45.680 --> 00:16:51.920 and you can upload that to Darlie and generate variations and see what that looks like using 145 00:16:51.920 --> 00:17:00.000 the AI system. So what we're trying to remember is to try and blend our own unique human creativity 146 00:17:00.000 --> 00:17:08.720 with the AI to create interesting and inspiring results. So if you don't want to use an AI system 147 00:17:08.720 --> 00:17:16.080 or you have extra time you can instead create a unique drawing yourself using pens and paper 148 00:17:16.080 --> 00:17:21.440 that highlights the differences that you've learned about brains and computers or come up with an 149 00:17:21.440 --> 00:17:27.680 interesting design. So someone in the chat has just mentioned that they don't have Darlie because it 150 00:17:27.680 --> 00:17:36.080 is no longer free. It's free when you first sign up. There are options. You can either sign up 151 00:17:36.080 --> 00:17:40.560 with another email address. That'll give you another free account so you'll have credits. 152 00:17:40.560 --> 00:17:48.960 If you don't have Darlie and you don't want to use that one there's also Bing. There's an image 153 00:17:48.960 --> 00:17:56.240 generator in Bing on Microsoft Edge but you do have to install Microsoft Edge. And if you don't 154 00:17:56.240 --> 00:18:02.720 have access to these AI systems you can do the alternative activity that I just mentioned. 155 00:18:02.720 --> 00:18:04.720 Cheers. 156 00:18:04.720 --> 00:18:33.720 [no audio] 157 00:18:34.720 --> 00:18:39.720 Okay, I'm going to demonstrate one of the examples. 158 00:18:39.720 --> 00:18:42.720 Can I share my screen, Hector? 159 00:18:42.720 --> 00:18:45.720 Cool. 160 00:18:45.720 --> 00:18:48.720 So this is what Darlie looks like. 161 00:18:48.720 --> 00:18:52.720 So you can have a little look at how I'm using this system if you'd like. 162 00:18:52.720 --> 00:18:58.720 So what I'm going to do is actually... 163 00:18:58.720 --> 00:19:00.720 I'm going to... 164 00:19:00.720 --> 00:19:02.720 Sorry, can I just go back to the slides? 165 00:19:02.720 --> 00:19:05.720 For a second, I do need to show them the image again. 166 00:19:05.720 --> 00:19:07.720 Great. 167 00:19:07.720 --> 00:19:11.720 So this is the sort of image that we're trying to recreate. 168 00:19:11.720 --> 00:19:14.720 And up here, I've put an example prompt. 169 00:19:14.720 --> 00:19:19.720 So the prompt is the thing that you put into an AI system. 170 00:19:19.720 --> 00:19:20.720 It's a string of words. 171 00:19:20.720 --> 00:19:23.720 Sometimes it's crafted as a sentence, 172 00:19:23.720 --> 00:19:29.720 but by no means do you have to have it as a grammatically complete sentence 173 00:19:29.720 --> 00:19:33.720 because computers actually understand language quite differently as well. 174 00:19:33.720 --> 00:19:39.720 So here I've written realistic painting 1930s self-portrait with gloves 175 00:19:39.720 --> 00:19:41.720 sitting in chair with pipe. 176 00:19:41.720 --> 00:19:47.720 So now I'll switch to the AI generator and I'll show you what we get when we put that in. 177 00:19:47.720 --> 00:19:52.720 So we'll generate. 178 00:19:52.720 --> 00:20:02.720 [silence] 179 00:20:02.720 --> 00:20:03.720 All right. 180 00:20:03.720 --> 00:20:06.720 So this is the kind of results that we're getting. 181 00:20:06.720 --> 00:20:09.720 So we're getting something that's in the style of a painting. 182 00:20:09.720 --> 00:20:12.720 It looks like a man sitting in a chair. 183 00:20:12.720 --> 00:20:15.720 He's smoking sometimes something that looks like a pipe. 184 00:20:15.720 --> 00:20:19.720 But as you can see in this second image, it's kind of a little bit wibbly wobbly. 185 00:20:19.720 --> 00:20:23.720 Like a computer doesn't really know what a pipe looks like. 186 00:20:23.720 --> 00:20:27.720 It's kind of doing an approximation of what one is. 187 00:20:27.720 --> 00:20:34.720 And it does that by analyzing all the different images of a pipe that it's ever seen, 188 00:20:34.720 --> 00:20:42.720 that are on the internet, and it synthesizes, it creates a pipe that it thinks exists. 189 00:20:42.720 --> 00:20:45.720 But sometimes it gets things a little bit wrong. 190 00:20:45.720 --> 00:20:49.720 So we might want to change it up. 191 00:20:49.720 --> 00:20:57.720 We might want to have it look like a woman or have it look like someone else. 192 00:20:57.720 --> 00:21:08.720 [silence] 193 00:21:08.720 --> 00:21:09.720 There we go. 194 00:21:09.720 --> 00:21:11.720 So we've got a few other options. 195 00:21:11.720 --> 00:21:19.720 We might also want to do something like change the style to like a surrealist kind of style 196 00:21:19.720 --> 00:21:22.720 and maybe make it hyper-color. 197 00:21:22.720 --> 00:21:25.720 [silence] 198 00:21:25.720 --> 00:21:30.720 Let's make it hyper-color rainbow just because that's kind of fun. 199 00:21:30.720 --> 00:21:32.720 See what that looks like. 200 00:21:32.720 --> 00:21:40.720 [silence] 201 00:21:40.720 --> 00:21:42.720 Yeah, so this is pretty cool. 202 00:21:42.720 --> 00:21:44.720 I think I especially like the one on the end here. 203 00:21:44.720 --> 00:21:45.720 That's pretty nice. 204 00:21:45.720 --> 00:21:50.720 I really like how the rainbow's been broken down like this. 205 00:21:50.720 --> 00:21:52.720 Let's make it a little bit darker. 206 00:21:52.720 --> 00:21:55.720 So I'm adding the word dark here. 207 00:21:55.720 --> 00:21:59.720 So that will change the overall aesthetic as well. 208 00:21:59.720 --> 00:22:03.720 [silence] 209 00:22:03.720 --> 00:22:04.720 That's a bit nicer. 210 00:22:04.720 --> 00:22:06.720 I think a bit more aesthetically pleasing. 211 00:22:06.720 --> 00:22:09.720 So like I really like this one on the left for example. 212 00:22:09.720 --> 00:22:10.720 That's really awesome. 213 00:22:10.720 --> 00:22:14.720 But her face has lost quite a bit of detail. 214 00:22:14.720 --> 00:22:18.720 So we might want to add some more detail in there. 215 00:22:18.720 --> 00:22:22.720 So you can even add things like highly detailed face. 216 00:22:22.720 --> 00:22:28.720 [silence] 217 00:22:28.720 --> 00:22:38.720 [silence] 218 00:22:38.720 --> 00:22:42.720 Yeah, so we've brought back a bit more detail in the face here. 219 00:22:42.720 --> 00:22:45.720 Like especially in this particular one. 220 00:22:45.720 --> 00:22:48.720 Like we've moved away quite a bit from the original image 221 00:22:48.720 --> 00:22:50.720 and what we were trying to achieve. 222 00:22:50.720 --> 00:22:53.720 But I suppose what we're trying to achieve is maybe 223 00:22:53.720 --> 00:22:56.720 looking at the composition of the original image, 224 00:22:56.720 --> 00:22:59.720 breaking that down into how a computer might understand 225 00:22:59.720 --> 00:23:01.720 those individual components. 226 00:23:01.720 --> 00:23:03.720 And then adding our own spin. 227 00:23:03.720 --> 00:23:06.720 Adding back in the emotion, the interesting parts, 228 00:23:06.720 --> 00:23:08.720 and making our own images. 229 00:23:08.720 --> 00:23:10.720 [coughing] 230 00:23:10.720 --> 00:23:12.720 Excuse me. 231 00:23:12.720 --> 00:23:15.720 [silence] 232 00:23:15.720 --> 00:23:17.720 So I'll stop talking for just a little bit 233 00:23:17.720 --> 00:23:22.720 and leave you to experiment with this for five or ten minutes or so. 234 00:23:22.720 --> 00:23:27.720 And then I'll jump back in and tell you a little bit more about prompt engineering. 235 00:23:27.720 --> 00:23:30.720 I can see some of you are holding up your drawings. 236 00:23:30.720 --> 00:23:31.720 They look amazing. 237 00:23:31.720 --> 00:23:34.720 Some of the people who did physical ones. 238 00:23:34.720 --> 00:23:37.720 And I hope that the people who are using AI generators 239 00:23:37.720 --> 00:23:40.720 are having a good time too, working together to come up 240 00:23:40.720 --> 00:23:44.720 with some interesting artworks and interesting ideas. 241 00:23:44.720 --> 00:23:46.720 Amazing. 242 00:23:46.720 --> 00:23:48.720 These look great. 243 00:23:48.720 --> 00:23:50.720 Well done. 244 00:23:50.720 --> 00:23:52.720 Very cool. 245 00:23:52.720 --> 00:24:02.720 So I will tell you while you're working on this a little bit more 246 00:24:02.720 --> 00:24:09.720 that using AI generators is a bit of a mix of art and science. 247 00:24:09.720 --> 00:24:13.720 You can understand about how human brains work. 248 00:24:13.720 --> 00:24:16.720 You can understand about how computers understand language. 249 00:24:16.720 --> 00:24:20.720 But sometimes even when you know those things, 250 00:24:20.720 --> 00:24:27.720 it's a little bit of an art to try and get what you want out of a system like this. 251 00:24:27.720 --> 00:24:33.720 So the job of doing this sort of work is now called prompt engineering. 252 00:24:33.720 --> 00:24:37.720 So there are people who are professional prompt engineers 253 00:24:37.720 --> 00:24:41.720 who just work on understanding AI systems 254 00:24:41.720 --> 00:24:44.720 and trying to get the best out of them, 255 00:24:44.720 --> 00:24:47.720 working out what the problems are. 256 00:24:47.720 --> 00:24:52.720 And yeah, some people have jobs working for companies doing this kind of thing, 257 00:24:52.720 --> 00:24:57.720 either with language generators or art generators. 258 00:24:57.720 --> 00:25:11.720 Sometimes another tip that I have when I am working with these sorts of AI tools 259 00:25:11.720 --> 00:25:15.720 is I focus on texture quite a lot. 260 00:25:15.720 --> 00:25:17.720 That's a good one. 261 00:25:17.720 --> 00:25:22.720 So something that computers do know how to do is represent textures. 262 00:25:22.720 --> 00:25:28.720 So I would talk about the texture of wood grain or the texture of a linen shirt 263 00:25:28.720 --> 00:25:34.720 or those sorts of things, texture of wallpaper in the prompt. 264 00:25:34.720 --> 00:25:37.720 And that can sometimes get you better results as well. 265 00:25:40.720 --> 00:25:44.720 So we'll just go for a couple more minutes, I think. 266 00:25:44.720 --> 00:25:49.720 And I will just mention as well, if you can't use Dali, 267 00:25:49.720 --> 00:25:57.720 you can use Bing Image Generator, which is free and it's based on Dali. 268 00:25:57.720 --> 00:26:04.720 The only thing is you have to use Microsoft Edge, which is a specific browser. 269 00:26:04.720 --> 00:26:07.720 But it is free. 270 00:26:07.720 --> 00:26:12.720 So how are you all going? Did you come up with some interesting results? 271 00:26:12.720 --> 00:26:17.720 Yeah, does anyone have anything? 272 00:26:17.720 --> 00:26:20.720 I guess you can show me your physical drawings on the screen. 273 00:26:20.720 --> 00:26:27.720 Well, does anyone want to write in the chat or post in the chat what their image looked like? 274 00:26:27.720 --> 00:26:30.720 Can you post images in the chat? 275 00:26:30.720 --> 00:26:33.720 Yeah. 276 00:26:36.720 --> 00:26:39.720 Amazing. I can see some great drawings there. 277 00:26:39.720 --> 00:26:43.720 I also saw someone dancing like a robot. I thought that was pretty good. 278 00:26:43.720 --> 00:26:48.720 Getting into the vibe of AI. 279 00:26:48.720 --> 00:26:56.720 You all look like you're having a lot of fun. 280 00:26:56.720 --> 00:27:09.720 [silence] 281 00:27:09.720 --> 00:27:12.720 Oh, I see there's an interesting one there. 282 00:27:12.720 --> 00:27:15.720 Lots of interesting work going on. 283 00:27:15.720 --> 00:27:19.720 Alright, well maybe we'll move to the next slide. 284 00:27:22.720 --> 00:27:30.720 Okay, so do you think you can maybe, can the groups drop in the chat, 285 00:27:30.720 --> 00:27:37.720 tell us a bit of a story about what you created and what inspired your choices? 286 00:27:37.720 --> 00:27:42.720 Maybe what sort of words you used in your prompt if you were using AI? 287 00:27:42.720 --> 00:27:45.720 I can see a very cool picture of a brain up there. 288 00:27:47.720 --> 00:27:54.720 And I think what I want you to know is all the different styles and interpretations are quite interesting. 289 00:27:54.720 --> 00:28:01.720 No two pieces will be exactly alike because even though they're created by machines if you're using AI, 290 00:28:01.720 --> 00:28:08.720 we're using human input as well to drive that. 291 00:28:08.720 --> 00:28:16.720 So we all have unique viewpoints and perceptions that make our world a rich tapestry of experiences. 292 00:28:17.720 --> 00:28:21.720 Would anyone like to write the sorts of words that they put into prompts? 293 00:28:21.720 --> 00:28:34.720 I like to put words that represent different painting styles sometimes. 294 00:28:34.720 --> 00:28:38.720 Sometimes that's a good way, sometimes you can write oil painting, 295 00:28:38.720 --> 00:28:41.720 sometimes you might write charcoal drawing. 296 00:28:43.720 --> 00:28:47.720 Oh wow, I can see that someone did a physical drawing with a mixture of animals. 297 00:28:47.720 --> 00:28:49.720 That's a good one. 298 00:28:49.720 --> 00:28:56.720 Yeah, because we did talk about how different animals have different types of brains and what they look like as well. 299 00:28:56.720 --> 00:29:03.720 So human brains are quite wrinkly and then other brains can be quite smooth. 300 00:29:03.720 --> 00:29:06.720 Good choice of animals there. 301 00:29:06.720 --> 00:29:09.720 Anyone else? 302 00:29:10.720 --> 00:29:16.720 Ah, I can see someone's done a great drawing there of a person sitting down next to some books. 303 00:29:16.720 --> 00:29:19.720 That looks a lot like the person with a glove. 304 00:29:19.720 --> 00:29:21.720 Oh, I can see you there, yeah. 305 00:29:21.720 --> 00:29:26.720 And isn't it interesting how all our drawings look a little bit different? 306 00:29:26.720 --> 00:29:29.720 So we bring our unique human perspectives there. 307 00:29:29.720 --> 00:29:32.720 Amazing. 308 00:29:32.720 --> 00:29:36.720 I see that a lot of you have drawn the bookcase next to the person, 309 00:29:36.720 --> 00:29:39.720 so you've picked that out as being pretty important. 310 00:29:40.720 --> 00:29:44.720 So that's an interesting feature of humans too. 311 00:29:44.720 --> 00:29:48.720 So we're really good at looking at an image and realising what's important 312 00:29:48.720 --> 00:29:55.720 because we have that idea of storytelling and we tell ourselves stories to know what's important in our environment 313 00:29:55.720 --> 00:29:57.720 and what we need to pay attention to. 314 00:29:57.720 --> 00:30:04.720 You know, a computer might not know those sorts of things and so we have to tell it what to focus on. 315 00:30:05.720 --> 00:30:09.720 I see there's a lot of detail in some of these. Amazing. 316 00:30:09.720 --> 00:30:12.720 You've all done really well. 317 00:30:12.720 --> 00:30:16.720 Someone didn't put hands on theirs. 318 00:30:16.720 --> 00:30:18.720 That's okay, hands are really hard. 319 00:30:18.720 --> 00:30:21.720 I don't know if I can draw hands either. 320 00:30:21.720 --> 00:30:26.720 Amazing. 321 00:30:26.720 --> 00:30:29.720 Oh, I see a nice close-up of a face smoking a pipe there. 322 00:30:29.720 --> 00:30:30.720 I like that one. 323 00:30:30.720 --> 00:30:32.720 I love the glasses, love the hair. 324 00:30:32.720 --> 00:30:35.720 Oh, another one. Great shirt on that one. 325 00:30:35.720 --> 00:30:37.720 Great shirt. 326 00:30:37.720 --> 00:30:39.720 Oh, and is that a sun up in the top there? 327 00:30:39.720 --> 00:30:40.720 Yeah. 328 00:30:40.720 --> 00:30:42.720 I love it. 329 00:30:42.720 --> 00:30:47.720 You know, what's really interesting as well is when you look at all these drawings, right, 330 00:30:47.720 --> 00:30:52.720 we all focus on this idea of a very central figure in the face. 331 00:30:52.720 --> 00:30:56.720 So that's really important to us as humans because what we're doing is, 332 00:30:56.720 --> 00:31:01.720 when we look at a painting of a person, we're trying to understand their body language, 333 00:31:01.720 --> 00:31:04.720 what they might be thinking, what they might be feeling. 334 00:31:04.720 --> 00:31:06.720 We're really actually trying to do, 335 00:31:06.720 --> 00:31:09.720 we're trying to get inside the mind of the other person 336 00:31:09.720 --> 00:31:12.720 and understand what they might be thinking and feeling. 337 00:31:12.720 --> 00:31:15.720 Even if we don't know it, that's actually what we're doing. 338 00:31:15.720 --> 00:31:25.720 All right, let's continue on. 339 00:31:25.720 --> 00:31:26.720 Okay. 340 00:31:26.720 --> 00:31:34.720 So I guess like a really important point of this is that 341 00:31:34.720 --> 00:31:42.720 AI systems, as impressive as they seem to be and as cool as some of the images are that come out, 342 00:31:42.720 --> 00:31:47.720 they really are unable to create art by themselves. 343 00:31:47.720 --> 00:31:56.720 So a human, a person is required to drive the AI, to put in the prompts and to get interesting results out. 344 00:31:56.720 --> 00:32:01.720 And even after that, you know, you saw that when I use those AI systems, 345 00:32:01.720 --> 00:32:03.720 four results would come out at a time. 346 00:32:03.720 --> 00:32:10.720 And it's up to me as a human person to choose which artworks are the best 347 00:32:10.720 --> 00:32:12.720 and then work on that. 348 00:32:12.720 --> 00:32:14.720 And it's called iterating. 349 00:32:14.720 --> 00:32:19.720 So you might choose an image that you think is good and try and build on those results. 350 00:32:19.720 --> 00:32:26.720 And as you feed more prompts into the AI system, it learns from what you're wanting. 351 00:32:26.720 --> 00:32:34.720 So it kind of changes that model of an AI system and changes the sort of output that it creates 352 00:32:34.720 --> 00:32:37.720 and drives it in a certain direction. 353 00:32:40.720 --> 00:32:44.720 Cool. So someone created a rainbow mag pie in spring. 354 00:32:44.720 --> 00:32:49.720 I love it. It sounds beautiful and dangerous at the same time. 355 00:32:49.720 --> 00:32:52.720 Someone didn't put feet on their person. That's okay. 356 00:32:52.720 --> 00:32:56.720 I like to just cover feet in shoes because feet are really hard to, 357 00:32:56.720 --> 00:32:58.720 not as hard as hands, but they're pretty hard. 358 00:32:59.720 --> 00:33:01.720 Hmm. 359 00:33:01.720 --> 00:33:16.720 Amazing. I see that some of you did a lot of drawings on green paper. 360 00:33:16.720 --> 00:33:18.720 I love it. I love green. 361 00:33:18.720 --> 00:33:23.720 Oh, and I can see someone's holding up work that they did with an image generator. 362 00:33:23.720 --> 00:33:27.720 That actually looks like a really beautiful texture. Is that right? 363 00:33:27.720 --> 00:33:33.720 It looks amazing. I like creating textures with AI generators too. 364 00:33:33.720 --> 00:33:35.720 That's actually one of my favorite things to do. 365 00:33:35.720 --> 00:33:38.720 You can get really amazing looking textures. 366 00:33:38.720 --> 00:33:42.720 Some of them come out really detailed. It's really cool. 367 00:33:42.720 --> 00:33:53.720 So some of the, one of the interesting questions that's just come out in the chat is 368 00:33:53.720 --> 00:33:58.720 what could be some of the ethical issues to consider around AI generated art? 369 00:33:58.720 --> 00:34:03.720 So that's a really interesting question and I'm involved in a lot of that kind of work. 370 00:34:03.720 --> 00:34:11.720 So the thing is, it's probably a little hard for the students to understand, 371 00:34:11.720 --> 00:34:15.720 but copyright issues is one. 372 00:34:15.720 --> 00:34:20.720 So in Australia, you can't copyright AI generated work. 373 00:34:20.720 --> 00:34:24.720 I mean, that's okay. It just means that it's all open commons, 374 00:34:24.720 --> 00:34:28.720 but it depends on what you're using the output for. 375 00:34:28.720 --> 00:34:38.720 Another issue is some artists feel like AI generators aren't creative or are stealing from other artists. 376 00:34:38.720 --> 00:34:44.720 I don't actually feel that way, but there's a few different issues there. 377 00:34:44.720 --> 00:34:48.720 If there's anything specific you'd like me to address, just pop it in the chat 378 00:34:48.720 --> 00:34:51.720 and I'm happy to chat about it. 379 00:34:51.720 --> 00:34:56.720 But one of the reasons why I suggest to Dali or Microsoft Bing, 380 00:34:56.720 --> 00:35:02.720 even though you have to pay for it, is actually because it's one of the safest 381 00:35:02.720 --> 00:35:04.720 image generators to use. 382 00:35:04.720 --> 00:35:14.720 It has a very high filter on it so that all the images that you get out are going to be very child friendly. 383 00:35:14.720 --> 00:35:20.720 So that's why I've chosen it for this reason, for this class. 384 00:35:20.720 --> 00:35:28.720 So for the kids, something that might be really cool to think about next is, 385 00:35:28.720 --> 00:35:33.720 what do you think an artist of the future might be like? 386 00:35:33.720 --> 00:35:39.720 I mean, what do you imagine if you're going to be an artist when you grow up, 387 00:35:39.720 --> 00:35:41.720 what sort of tools do you think you'd be using? 388 00:35:41.720 --> 00:35:45.720 Do you think you'd be using computers or do you think you'd be using pencils and paper? 389 00:35:45.720 --> 00:35:50.720 And you can write those answers in the chat too. 390 00:35:50.720 --> 00:35:54.720 I know for sure when I was a kid, I didn't think I'd be using computers to make art, 391 00:35:54.720 --> 00:36:01.720 and now I do it every day. 392 00:36:01.720 --> 00:36:07.720 So maybe an artist of the future might be making art in space. 393 00:36:07.720 --> 00:36:12.720 Maybe an artist of the future might be making art in virtual reality, 394 00:36:12.720 --> 00:36:20.720 or maybe they do something else that's completely different that we don't even know about yet. 395 00:36:20.720 --> 00:36:25.720 If you have any ideas of what you think artists in the future will do, 396 00:36:25.720 --> 00:36:31.720 pop it in the chat. I'd love to talk about it. 397 00:36:31.720 --> 00:36:37.720 So in one group, the majority of the class voted for pencils and paper. Good one. 398 00:36:37.720 --> 00:36:44.720 I mean, they'll always be easily available, won't they? 399 00:36:44.720 --> 00:36:48.720 And another group thinks that robots will do it for us. 400 00:36:48.720 --> 00:36:50.720 That'd be pretty cool, pretty cool. 401 00:36:50.720 --> 00:36:57.720 And another group thinks that it will depend on how you're feeling and what you want to achieve, 402 00:36:57.720 --> 00:37:02.720 which is a very good response. 403 00:37:02.720 --> 00:37:10.720 Do you think that robots will ever be able to paint, like create real physical paintings? 404 00:37:10.720 --> 00:37:16.720 Yeah, somebody thinks that robots paint and paint brushes will be the way. 405 00:37:16.720 --> 00:37:24.720 Do you think that we'll ever see paintings in an art gallery that are just painted by robots? 406 00:37:24.720 --> 00:37:28.720 Do you think there'll be a whole different portrait gallery, which is just portraits of robots 407 00:37:28.720 --> 00:37:44.720 and portraits painted by robots? 408 00:37:44.720 --> 00:37:50.720 Some people think that robots are already serving us food in some restaurants, 409 00:37:50.720 --> 00:38:15.720 so they'll be definitely doing paintings as well. 410 00:38:15.720 --> 00:38:20.720 Someone has said it wouldn't be the same. Now, I wonder why that might be. 411 00:38:20.720 --> 00:38:26.720 It wouldn't be the same if a robot did paintings for us. I wonder why. 412 00:38:26.720 --> 00:38:34.720 Do you think it's because we bring our own stories and connections to an artwork, 413 00:38:34.720 --> 00:38:44.720 and it's really important to see the human point of view? Or do you think it's something else? 414 00:38:44.720 --> 00:39:00.720 We put feelings into our paintings. Yeah, I agree. 415 00:39:00.720 --> 00:39:06.720 Someone's also said robot artwork will go into galleries because it is still artwork and it's still important, 416 00:39:06.720 --> 00:39:10.720 even if you're not human. That's a very interesting point of view as well. 417 00:39:10.720 --> 00:39:17.720 Some people believe that robots will be creating paintings and we will care about them and the robots 418 00:39:17.720 --> 00:39:27.720 just as much in the future. 419 00:39:27.720 --> 00:39:39.720 Yeah, people say robots don't really have any feelings. Someone's mentioned that in the chat. 420 00:39:39.720 --> 00:39:44.720 Someone else has said in the chat that it would be interesting to see ideas through robots' eyes. 421 00:39:44.720 --> 00:39:49.720 I agree. I think that would be really cool. 422 00:39:49.720 --> 00:39:58.720 We have robots around in our everyday life as well. Some people have those little round vacuum cleaners 423 00:39:58.720 --> 00:40:05.720 called Roombas that vacuum up all by themselves. That's pretty fancy if you have one of those. 424 00:40:05.720 --> 00:40:14.720 They're pretty fun. I saw an artwork once where someone taped a paintbrush and painted with a Roomba 425 00:40:14.720 --> 00:40:19.720 just by having it drive around on a big piece of paper. That was pretty amazing. 426 00:40:19.720 --> 00:40:31.720 They had a few Roombas in the gallery and they were all driving around and painting, doing amazing squiggly work. 427 00:40:31.720 --> 00:40:38.720 I'm glad that some of the students in the chat are highly engaged in drawing their own creative pictures 428 00:40:38.720 --> 00:40:48.720 with pencil and paper and not considering future technological advances right now. That is okay. 429 00:40:48.720 --> 00:41:13.720 [laughs] 430 00:41:13.720 --> 00:41:29.720 Okay, well, you've all done such amazing work today. I might open up the chat to just general question and answers if you like. 431 00:41:29.720 --> 00:41:37.720 Well, so one student in the chat has noted that once someone taped a banana to a wall with some duct tape 432 00:41:37.720 --> 00:41:42.720 and that was considered a masterpiece, surely robots can do better than that. 433 00:41:42.720 --> 00:41:51.720 I'm not sure. Maybe they can't. Maybe they'll just continuously draw humans with banana hands. I don't know. 434 00:41:51.720 --> 00:42:02.720 Some students in the chat think that robots might take over the world. It's possible. I hope not. I don't think so. 435 00:42:02.720 --> 00:42:09.720 I think robots will always need people to do the big thinking, the big picture stuff. 436 00:42:09.720 --> 00:42:31.720 Someone thinks that humans will make invisible cars. 437 00:42:31.720 --> 00:42:43.720 Yeah, invisible cars do sound kind of dangerous, don't they? Yeah, does anyone have any general brain or computer or general science questions for me? 438 00:42:43.720 --> 00:42:58.720 You can type them in the chat if you do. Or any questions about AI systems or just anything that's come to your mind from doing this workshop. 439 00:42:58.720 --> 00:43:09.720 What is 2 divided by 0? I didn't say maths questions. 440 00:43:09.720 --> 00:43:18.720 Ah, so someone has mentioned in the chat that maybe robots will infringe the copyright of humans. 441 00:43:18.720 --> 00:43:24.720 Okay, and someone's asked a really great question. So how do the computers know what to do? 442 00:43:24.720 --> 00:43:32.720 So computers work by running programs and programs can be thought of as running a set of instructions. 443 00:43:32.720 --> 00:43:43.720 AI is a little bit like running a type of program, except instead of it being a really specific list of instructions where we know what happens, it's dynamic. 444 00:43:43.720 --> 00:43:50.720 It changes depending on the scenario. So the instructions could change from second to second. 445 00:43:50.720 --> 00:43:58.720 And that's how we get generative AI, which is how we get these really interesting images that are made with AI systems. 446 00:43:58.720 --> 00:44:10.720 So there's a general base sort of instruction, but there's also a lot of changing elements, variables that change the output. 447 00:44:10.720 --> 00:44:21.720 So someone's also asked, is AI controlled by humans or computers? And it is controlled by humans. 448 00:44:21.720 --> 00:44:37.720 It doesn't really do anything by itself. It requires humans to press the go button, essentially, and to write the instruction or the prompt that gets interpreted by the program. 449 00:44:37.720 --> 00:44:46.720 And someone's also asked, would AI be able to understand human feelings if we program them to? That's a really great question. 450 00:44:46.720 --> 00:44:56.720 And no one really knows. Computer brains, well computer brains, computers think so differently from human brains. 451 00:44:56.720 --> 00:45:03.720 It's hard to know whether they would ever be able to understand human emotions. 452 00:45:03.720 --> 00:45:14.720 So the way I think about it is like it's kind of like the difference between an analogue clock with hands and a digital clock. 453 00:45:14.720 --> 00:45:20.720 They actually sort of do the same thing, but the way they work is completely different. 454 00:45:20.720 --> 00:45:31.720 And they're not really related in any way, except that they can tell you the correct time when you want it, essentially. 455 00:45:31.720 --> 00:45:45.720 So I think, you know, whether AI systems will ever be able to understand emotions, I don't think so because I don't think they have the right hardware. 456 00:45:45.720 --> 00:45:53.720 So let's see. Someone has said, will AIs be able to rule the world? Some people are a little bit worried about that. 457 00:45:53.720 --> 00:46:07.720 It depends on who you ask. I don't think so. 458 00:46:07.720 --> 00:46:16.720 Oh wow, I can see another AI generated work there with a rainbow. It looks like a rainbow carpet or a rainbow road. Looks amazing. 459 00:46:16.720 --> 00:46:26.720 So some students say that robots won't feel human emotions because they don't have our experiences and they don't have hearts. 460 00:46:26.720 --> 00:46:36.720 So it's really not, it's true. It's not really about the heart, I suppose. It's really more about the experiences. 461 00:46:36.720 --> 00:46:41.720 They can't put stories together. It's not really the same sort of thing. Yeah. 462 00:46:41.720 --> 00:46:48.720 They're smart, but they're not like human smart. Humans are very creative. 463 00:46:48.720 --> 00:46:59.720 AIs seem like they're being creative, but they're really just putting out ideas that they've already seen before. 464 00:46:59.720 --> 00:47:03.720 Okay, I think I'll do one last question. 465 00:47:03.720 --> 00:47:14.720 And couldn't AI help humans do everything? I don't think they can help humans do everything, but I think they can help with a lot of tasks that we might find boring or repetitive. 466 00:47:14.720 --> 00:47:24.720 I think that AI could do those sorts of things really well. Like filling in a form for us. They could maybe tidy up for us. 467 00:47:24.720 --> 00:47:30.720 They can do things that are easy to write instructions for. 468 00:47:30.720 --> 00:47:36.720 Cool. Well, I might bring Amy back to wrap up. 469 00:47:36.720 --> 00:47:45.720 Hi, everyone. Hello again. I've been watching your amazing creativity. How you all go in, my little scientists. Wonderful staff. 470 00:47:45.720 --> 00:47:50.720 I'd like to say thank you so much for everybody for joining us today. 471 00:47:50.720 --> 00:47:59.720 And if you can, wave your virtual hands and thank Jess for doing a big thanks and a wave. That would be wonderful. 472 00:47:59.720 --> 00:48:06.720 Those people that haven't been able to put on your cameras, you're more than welcome to do their reaction buttons and give Jess a lovely wave and a thank you. 473 00:48:06.720 --> 00:48:13.720 On behalf of the gallery, I'd like to thank everyone for their time in particular Jess. So we'll leave you now. 474 00:48:13.720 --> 00:48:22.720 But if teachers, if you have any comments or need any resources or anything, please contact us here at the gallery and yeah, have a really good rest of your afternoon. 475 00:48:22.720 --> 00:48:24.720 Bye everyone. Big thanks for Jess again. 476 00:48:24.720 --> 00:48:26.720 Happy science week. 477 00:48:26.720 --> 00:48:28.720 Bye everybody.