1 00:00:00,120 --> 00:00:03,800 (Transcribed by Sonix.ai - Remove this message by upgrading your Sonix account) My GPA went from a 3.0 to a 3.9 for the year. 2 00:00:03,800 --> 00:00:07,560 I started listening to Lo-Fi to figure out if there's any causation behind that 3 00:00:07,560 --> 00:00:12,200 correlation. I tried to teach an AI to generate the ideal study music. 4 00:00:12,440 --> 00:00:16,240 I feel like you could listen to it if the volume was at like one, 5 00:00:16,320 --> 00:00:19,160 and then you walked away and you listened to different music. 6 00:00:19,320 --> 00:00:20,720 Please don't release it. 7 00:00:20,800 --> 00:00:25,440 Let me explain. Thank you to The Great Courses Plus for sponsoring this video. 8 00:00:26,160 --> 00:00:28,680 When it comes down to focus, I have two modes. 9 00:00:29,120 --> 00:00:33,200 I either start a task, blink, and suddenly it's six hours later and 10 00:00:33,200 --> 00:00:40,920 I skip two meals, or I surround myself with a controlled level of distraction. 11 00:00:41,720 --> 00:00:44,720 What are you doing? I'm focusing. 12 00:00:45,320 --> 00:00:53,680 That was until I found lo-fi hip-hop chill beats to study/relax to sparkle emoji. 13 00:00:53,800 --> 00:00:56,760 The titles are a bit much, but you know what? I'm talking about, 14 00:00:56,760 --> 00:01:01,828 this girl. Anyway, I started listening to it back in 2018 and I saw my GPA just [explosion 15 00:01:01,828 --> 00:01:05,230 sound] and sure, there are several reasons as to why that could have happened, 16 00:01:05,230 --> 00:01:09,630 but Lo-Fi music definitely makes me feel like I'm better at focusing. 17 00:01:09,910 --> 00:01:13,230 Not every song, some slap a little too hard and pull me right out of the zone, 18 00:01:13,230 --> 00:01:15,430 but there is a sweet spot. 19 00:01:15,510 --> 00:01:19,430 So today in this video, you and I are going to figure out why Lo-Fi 20 00:01:19,470 --> 00:01:21,590 Hip Hop might help you focus. 21 00:01:21,590 --> 00:01:28,350 And if we can teach an AI to generate the perfect mix. 22 00:01:31,310 --> 00:01:35,750 So I started my research by looking into the history of Lo-Fi Hip hop. 23 00:01:36,070 --> 00:01:39,470 After that, I got a bit more familiar with other experiments people have done with 24 00:01:39,470 --> 00:01:43,470 machine learning to generate new music, and I've got two big takeaways from my 25 00:01:43,470 --> 00:01:47,670 initial readings. The first has to do with the structure of Lo-Fi Hip Hop. 26 00:01:48,030 --> 00:01:51,310 Its iconic sound is composed of three parts. 27 00:01:51,310 --> 00:01:54,910 The first, a jazzy instrumental, the second, 28 00:01:54,910 --> 00:01:57,990 a drum beat combo of bass and snares called Boom BAP. 29 00:01:58,310 --> 00:02:03,070 It's played intentionally off kilter in a style pioneered by the producer and rapper J 30 00:02:03,070 --> 00:02:08,340 Dilla. And finally, intentional environmental noise that leans even further into the 31 00:02:08,340 --> 00:02:10,700 imperfections that define the genre. 32 00:02:11,260 --> 00:02:16,420 It usually plays at around 70 to 95 beats per minute and falls within this range of 33 00:02:16,420 --> 00:02:20,700 frequencies. And that gives me a few key characteristics to look into when trying to 34 00:02:20,700 --> 00:02:25,740 figure out why Lo-Fi can help people focus, but it also leads to a second thing. 35 00:02:25,740 --> 00:02:29,740 It's an ingredient list and recipe for the things I need to teach my machine. 36 00:02:29,820 --> 00:02:33,180 Here's the plan. Okay, here's how I'm gonna make music with a 37 00:02:33,180 --> 00:02:36,500 machine. Step one I need a bunch of instrumental and drum midis. 38 00:02:36,500 --> 00:02:40,180 These are basically files that contain information about the note that's played, how 39 00:02:40,180 --> 00:02:42,100 long it's played, a bunch of other stuff. 40 00:02:42,260 --> 00:02:43,540 I don't know much about it. 41 00:02:43,540 --> 00:02:45,100 I'm an amateur. Step two. 42 00:02:45,500 --> 00:02:48,740 I'm gonna sacrifice it to the machine. I'm going to be using an LSTM. 43 00:02:48,740 --> 00:02:52,020 So basically you have a sequence of notes. And then the next step in the sequence you 44 00:02:52,020 --> 00:02:55,060 tell the machine, "hey, get really good at guessing what the next 45 00:02:55,060 --> 00:02:58,540 step is going to be," and then it gets really good at it. 46 00:02:58,540 --> 00:03:03,740 Finally, I'm going to smash that drum and instrumental track together with some ambient 47 00:03:03,740 --> 00:03:06,730 music, and I put two step twos. 48 00:03:06,970 --> 00:03:10,250 This is step three. And then profit. 49 00:03:10,370 --> 00:03:13,690 Sounds easy right? It was not easy. 50 00:03:14,770 --> 00:03:19,330 I spent the next week swinging between wanting to throw my computer out a window and 51 00:03:19,330 --> 00:03:21,370 wanting to throw myself out a window. 52 00:03:21,610 --> 00:03:24,170 Oh my God. Oh, jeez. Oh my God. 53 00:03:24,210 --> 00:03:27,170 Oh, Jesus. So it's been like three days. 54 00:03:27,250 --> 00:03:30,930 My code has run fully without error for the first time. 55 00:03:30,930 --> 00:03:35,610 So as long as there's any sound, I'm gonna be happy. 56 00:03:35,650 --> 00:03:36,970 Okay, let's just play this. 57 00:03:46,690 --> 00:03:49,970 I'm not happy. Okay, let's fix this. 58 00:03:57,410 --> 00:04:01,370 Okay, so I think I've stopped it from just repeating the same note. 59 00:04:01,370 --> 00:04:05,610 Basically, we get caught up in this loop where it was just like "the last note was a 60 00:04:05,610 --> 00:04:10,730 C. The next note probably going to be a C," but then if it thinks that the if the last 61 00:04:10,730 --> 00:04:13,330 note C, then the next, it just gets caught up in this loop. 62 00:04:13,370 --> 00:04:16,170 Instead it has like this short list of likely next notes. 63 00:04:16,170 --> 00:04:18,730 And then it randomly samples from that short list. 64 00:04:18,850 --> 00:04:20,170 Anyway, here's how it sounds. 65 00:04:33,690 --> 00:04:36,090 That hurt my forehead. 66 00:04:36,130 --> 00:04:37,090 Isn't al. 67 00:04:38,770 --> 00:04:43,010 All right? That was headed to a dark place, so I'm going on a walk to calm down. 68 00:04:43,530 --> 00:04:45,450 I'm also going to do a bit of reading as to why, 69 00:04:45,490 --> 00:04:51,690 like, those specific characteristics of Lo-Fi music might help with studying and focus. 70 00:04:52,170 --> 00:04:56,170 I'm also going to collect a bit of environmental noise for the final track. 71 00:04:57,650 --> 00:05:01,810 The more I read, the more I realized that the characteristics that make lo fi, 72 00:05:01,850 --> 00:05:05,130 lo fi, that steady drumbeat, that frequency range, 73 00:05:05,130 --> 00:05:09,840 that faux vinyl crackle, all those things work together to create a 74 00:05:09,840 --> 00:05:12,800 sonic environment tuned for focus. 75 00:05:14,160 --> 00:05:17,920 It's really interesting. I should warn you that music's impact on your mind isn't 76 00:05:17,920 --> 00:05:21,520 universal. It depends on the task at hand and the type of person you are. 77 00:05:21,640 --> 00:05:23,960 So if what you're doing requires a lot of thinking, 78 00:05:23,960 --> 00:05:27,400 or you're currently in a place where you're going to get easily distracted, you should 79 00:05:27,400 --> 00:05:30,960 probably hit mute. We have a limited capacity for attention, 80 00:05:30,960 --> 00:05:33,640 and music uses up some of that essential resource. 81 00:05:33,720 --> 00:05:38,320 In reality, if you want to focus, silence is almost always the better option. 82 00:05:38,360 --> 00:05:42,440 However, background music can provide two key benefits. 83 00:05:42,440 --> 00:05:45,560 So here's how Lo-Fi can help you focus. 84 00:05:45,800 --> 00:05:50,960 First, it can block out more intrusive noises by forming an aural cocoon that tunes out or 85 00:05:50,960 --> 00:05:55,520 reduces distractions, by anchoring them to a predictable rhythm. 86 00:05:55,560 --> 00:05:57,800 Second, it can serve as a stimulant. 87 00:05:57,960 --> 00:06:02,040 Songs that vibe in the fine line between putting you to sleep and popping off can 88 00:06:02,040 --> 00:06:04,920 improve your productivity without being too distracting. 89 00:06:05,160 --> 00:06:07,920 And that is where Lo-Fi Hip Hop comes in. 90 00:06:07,960 --> 00:06:11,830 The jazzy instrumentals and drum loops are refreshing and fun, 91 00:06:11,950 --> 00:06:16,230 but slow and repetitive enough that they become subconsciously predictable. 92 00:06:16,350 --> 00:06:21,110 In addition, the dampened frequencies and environmental noise act as a blanket that 93 00:06:21,110 --> 00:06:25,750 blends the music together and pushes it into the background using spatialization. 94 00:06:25,910 --> 00:06:28,110 This makes the music sound less like a recording, 95 00:06:28,150 --> 00:06:32,230 playing directly in your ears, and more like something in a physical space. 96 00:06:32,830 --> 00:06:35,630 Finally, the genre's obsession with comfortable, 97 00:06:35,630 --> 00:06:41,150 nostalgic elements like vinyl crackle in rainy days can help bring listeners peace and 98 00:06:41,150 --> 00:06:46,750 improve their mood. All of this combines to make certain lo fi hip hop tracks easy to 99 00:06:46,790 --> 00:06:49,750 process and ideal for focus. 100 00:06:49,750 --> 00:06:53,750 And with all of that in mind, I now think that I know which parts of lo fi 101 00:06:53,750 --> 00:06:57,550 I should lean into while making new tracks and which ones I should avoid. 102 00:06:57,670 --> 00:07:03,310 Now I just need to get the steaming pile of garbage I call my code to actually function. 103 00:07:03,710 --> 00:07:09,390 Let's do this. It took another two days and just endless emotional turmoil, 104 00:07:09,630 --> 00:07:13,860 but I eventually was ready for my album release. 105 00:07:15,420 --> 00:07:16,940 This might have been a bad idea. 106 00:07:18,940 --> 00:07:20,260 Do you all know why you're here? 107 00:07:20,460 --> 00:07:22,660 I have no idea what I'm doing here. 108 00:07:22,900 --> 00:07:24,540 Apparently, this is the listening party. 109 00:07:24,980 --> 00:07:27,860 Before we get to the songs, I do have a question for you guys. 110 00:07:27,900 --> 00:07:29,420 Okay. You know me pretty well. 111 00:07:30,220 --> 00:07:35,220 On a scale of 1 to 10, how musical do you think I am? 112 00:07:35,820 --> 00:07:36,700 Like a three. 113 00:07:37,660 --> 00:07:38,660 Which one's bad? 114 00:07:39,260 --> 00:07:39,820 Zero. 115 00:07:40,420 --> 00:07:41,540 Zero. 116 00:07:42,380 --> 00:07:43,860 On a scale of 1 to 10. 117 00:07:44,380 --> 00:07:45,060 Zero. 118 00:07:45,380 --> 00:07:47,940 You didn't know who Alicia Keys was? 119 00:07:47,980 --> 00:07:50,020 I was just gonna bring that up. 120 00:07:50,020 --> 00:07:54,220 So I would like to present to you the music. 121 00:07:54,300 --> 00:07:56,100 Which track would you guys like to listen to? 122 00:07:56,380 --> 00:07:57,420 The worst one. 123 00:07:57,460 --> 00:07:58,620 Yeah. Let's work our way up. 124 00:08:07,660 --> 00:08:09,220 This is an anxiety machine. 125 00:08:09,580 --> 00:08:13,970 This sounds like, Now, I'm not going to compare it to any music. 126 00:08:13,970 --> 00:08:15,450 That would be a disrespect to music. 127 00:08:15,810 --> 00:08:19,410 So you're telling me that isn't the lo fi hip hop beat to chill and relax to? 128 00:08:19,450 --> 00:08:20,730 A little far from that. 129 00:08:21,090 --> 00:08:22,570 The next one. Are you ready? 130 00:08:23,010 --> 00:08:24,090 Which one would you like? 131 00:08:24,690 --> 00:08:26,290 Wait. Maybe this is the worst one. 132 00:08:27,730 --> 00:08:28,210 Okay. 133 00:08:30,810 --> 00:08:35,410 Okay. Wait for this drop. 134 00:08:36,210 --> 00:08:37,450 There is no drop. 135 00:08:38,610 --> 00:08:42,490 No. Is this gonna be available in our newsletter? 136 00:08:42,610 --> 00:08:43,410 It will be. 137 00:08:43,730 --> 00:08:45,690 Where can I subscribe to the newsletter? 138 00:08:45,690 --> 00:08:46,370 Sabrina. 139 00:08:46,770 --> 00:08:50,890 You can go to answerinprogress.com/newsletter. 140 00:08:50,890 --> 00:08:53,290 To sign up. All right. Let's go with the only good track. 141 00:08:53,330 --> 00:08:58,450 So to set the expectations this is the best I was able to do. 142 00:08:59,050 --> 00:08:59,290 Okay. 143 00:08:59,330 --> 00:09:01,010 I'm nervous again actually. 144 00:09:01,050 --> 00:09:03,930 Yeah that waveform is really aggressive. 145 00:09:08,050 --> 00:09:09,490 Kind of minecrafty. 146 00:09:10,490 --> 00:09:16,280 Very elevator music. Like I'm waiting for my floor just past the seventh floor. 147 00:09:17,560 --> 00:09:18,360 Yeah. 148 00:09:18,400 --> 00:09:19,680 Now we're at the 24th floor. 149 00:09:19,720 --> 00:09:20,400 That was really funny. 150 00:09:20,520 --> 00:09:22,560 Damn, that elevator's real fast. 151 00:09:22,680 --> 00:09:23,960 I'm gonna close my eyes. 152 00:09:28,400 --> 00:09:31,280 It's getting creepier. I think the more that I listen to it, 153 00:09:31,280 --> 00:09:34,640 I'm like, I should not listen to this anymore. 154 00:09:34,920 --> 00:09:35,800 It's unsettling. 155 00:09:35,920 --> 00:09:37,080 It is slightly unsettling. 156 00:09:37,080 --> 00:09:39,800 However, you know, it's just like, I don't know if it's a chill, 157 00:09:39,800 --> 00:09:46,680 lo fi beat, but from listening to this, compared to the first lo fi beat singular 158 00:09:46,680 --> 00:09:49,200 that you created, this is this is a lot. 159 00:09:49,240 --> 00:09:50,600 This is a lot of improvement here. 160 00:09:50,720 --> 00:09:54,320 Here's what it sounds like. If I just use like an actual drum loop designed by a human 161 00:09:54,320 --> 00:09:54,680 being. 162 00:10:00,200 --> 00:10:06,200 This one's good. The big question, Taha, could you study to this? 163 00:10:06,640 --> 00:10:08,560 I would definitely study to this. 164 00:10:08,600 --> 00:10:10,600 I feel like I have studied to this. 165 00:10:10,720 --> 00:10:11,920 How do you guys think I did? 166 00:10:12,440 --> 00:10:16,120 I think you did Badly. 167 00:10:15,280 --> 00:10:16,120 [Laughs] 168 00:10:17,440 --> 00:10:23,000 I think that the drum loop that you got did a lot of the heavy lifting here. 169 00:10:23,080 --> 00:10:23,640 Melissa? 170 00:10:23,080 --> 00:10:23,640 [Laughs] 171 00:10:25,960 --> 00:10:28,240 Damn, dude. Speechless. 172 00:10:29,040 --> 00:10:32,640 In fairness, it's it's pretty impressive that you got, 173 00:10:33,160 --> 00:10:35,880 like, some semblance of, like, vibes. 174 00:10:36,040 --> 00:10:40,640 Yeah. We've created a new genre of music beats to be anxious to. 175 00:10:40,640 --> 00:10:43,280 To beats to be anxious to. 176 00:10:44,880 --> 00:10:47,960 Okay, so while that wasn't the hardest video I've ever had to make, 177 00:10:47,960 --> 00:10:51,800 I definitely felt like I bit off more than I could chew. 178 00:10:51,840 --> 00:10:57,160 Way more than once. It was the first time in a while that I truly didn't know how to even 179 00:10:57,160 --> 00:11:00,880 start. Every step I just felt out of my element and I felt like there was just so 180 00:11:00,880 --> 00:11:02,400 much more I needed to learn. 181 00:11:02,400 --> 00:11:05,240 But even though it took way longer than expected, 182 00:11:05,240 --> 00:11:07,640 it was really nice to go from this. 183 00:11:10,720 --> 00:11:11,360 To this. 184 00:11:11,960 --> 00:11:13,480 This one's good. 185 00:11:13,880 --> 00:11:15,880 Knowing all of the hard work that went behind it, 186 00:11:15,880 --> 00:11:20,870 and by the end, we were able to figure out why lofi hip hop and ambient music can help 187 00:11:20,870 --> 00:11:25,750 you study and also make a few decent beats of our own. 188 00:11:26,110 --> 00:11:30,270 Kind of. Okay, I'll admit it was far from perfect, 189 00:11:30,470 --> 00:11:35,750 but if we gave up because our first attempt or our first dozen attempts weren't perfect, 190 00:11:35,950 --> 00:11:37,150 we wouldn't get very far. 191 00:11:37,310 --> 00:11:41,990 You know, that's just a lesson in lo fi and in life. 192 00:11:42,310 --> 00:11:45,190 I know that was a bad one, bye. 193 00:11:46,390 --> 00:11:47,990 Hey there, I hope you liked that video. 194 00:11:47,990 --> 00:11:51,870 If you did, please consider sharing it with a few friends. It is easily the biggest way you 195 00:11:51,870 --> 00:11:53,030 can help this channel grow. 196 00:11:53,150 --> 00:11:57,350 Another way is to stick around as I thank the Great Courses Plus for sponsoring this video 197 00:11:57,390 --> 00:12:00,390 while I turn myself into a lo fi hip hop girl. 198 00:12:00,390 --> 00:12:03,550 So I found that learning things gets a lot harder after you leave, 199 00:12:03,550 --> 00:12:06,030 like the guided learning environment of university. 200 00:12:06,150 --> 00:12:09,430 And unfortunately I don't have the time or money to head back. 201 00:12:10,030 --> 00:12:12,270 Luckily I use the Great Courses Plus. 202 00:12:12,550 --> 00:12:16,310 It's a subscription on demand video learning service with these amazing lectures and 203 00:12:16,310 --> 00:12:20,860 courses from top from top professors from Ivy League universities and experts from major 204 00:12:20,860 --> 00:12:25,020 institutions. Your subscription gets you access to over 11,000 videos covering 205 00:12:25,020 --> 00:12:27,580 everything from music theory to math and more. 206 00:12:27,700 --> 00:12:29,300 I recommend music and the brain. 207 00:12:29,420 --> 00:12:33,740 It explores the neuroscience of music and what happens when melody meets the mind. 208 00:12:33,780 --> 00:12:37,940 It helped me better understand the concepts that tie Lo-Fi and focus together. 209 00:12:38,100 --> 00:12:42,020 You can learn at your own pace, at any time or any place without worrying 210 00:12:42,020 --> 00:12:44,460 about tests, which is the greatest feeling in the world. 211 00:12:44,540 --> 00:12:47,420 You can get started with The Great Courses Plus today if you head on over to 212 00:12:47,420 --> 00:12:51,100 thegreatcoursesplus.com/answerinprogress. 213 00:12:51,100 --> 00:12:53,980 Or you can click the first link in the description. So get started with the Great 214 00:12:53,980 --> 00:12:57,580 Courses Plus today. But either way, have a lovely day. 215 00:12:58,660 --> 00:12:59,420 It's done. 216 00:12:59,020 --> 00:12:59,420 (Transcribed by Sonix.ai - Remove this message by upgrading your Sonix account) [Music]