1 00:00:00,040 --> 00:00:01,940 NARRATOR: The following content is provided under a 2 00:00:01,940 --> 00:00:03,690 Creative Commons license. 3 00:00:03,690 --> 00:00:06,630 Your support will help MIT OpenCourseWare continue to 4 00:00:06,630 --> 00:00:09,990 offer high-quality educational resources for free. 5 00:00:09,990 --> 00:00:12,830 To make a donation or to view additional materials from 6 00:00:12,830 --> 00:00:16,760 hundreds of MIT courses, visit MIT OpenCourseWare at 7 00:00:16,760 --> 00:00:18,010 ocw.mit.edu. 8 00:00:39,230 --> 00:00:40,020 PROFESSOR: Hi. 9 00:00:40,020 --> 00:00:44,140 I'm Herb Gross, and welcome to Calculus Revisited. 10 00:00:44,140 --> 00:00:46,280 I guess the most difficult lecture to give with any 11 00:00:46,280 --> 00:00:48,440 course is probably the first one. 12 00:00:48,440 --> 00:00:51,260 And you're sort of tempted to look at your audience and say 13 00:00:51,260 --> 00:00:54,120 you're probably wondering why I called you all here. 14 00:00:54,120 --> 00:00:57,740 And in this sense, I have elected to entitle our first 15 00:00:57,740 --> 00:01:03,150 lecture simply Preface to give a double overview, an overview 16 00:01:03,150 --> 00:01:07,160 both of the hardware and the software that will make up 17 00:01:07,160 --> 00:01:08,680 this course. 18 00:01:08,680 --> 00:01:13,240 To begin with, we will have a series of lectures of which 19 00:01:13,240 --> 00:01:15,080 this is the first. 20 00:01:15,080 --> 00:01:19,150 In our lectures, our main aim will be to give an overview of 21 00:01:19,150 --> 00:01:22,880 the material being covered, an insight as to why various 22 00:01:22,880 --> 00:01:26,260 computations are done, and insights as to how 23 00:01:26,260 --> 00:01:29,710 applications of these concepts will be made. 24 00:01:29,710 --> 00:01:35,430 The heart of our course will consist of a regular textbook. 25 00:01:35,430 --> 00:01:37,630 You see, we have our lectures. 26 00:01:37,630 --> 00:01:40,390 We have a textbook. 27 00:01:40,390 --> 00:01:44,810 The textbook is designed to supply you with deeper 28 00:01:44,810 --> 00:01:48,610 insights than what we can give in a lecture. 29 00:01:48,610 --> 00:01:53,000 In addition, recognizing the fact that the textbook may 30 00:01:53,000 --> 00:01:56,430 leave gaps, places where you may want some additional 31 00:01:56,430 --> 00:02:00,030 knowledge, we also have supplementary notes. 32 00:02:00,030 --> 00:02:05,360 And finally, at the backbone of our package is what we call 33 00:02:05,360 --> 00:02:06,630 the study guide. 34 00:02:06,630 --> 00:02:10,520 The study guide consists of a breakdown of the course. 35 00:02:10,520 --> 00:02:14,990 It tells us what the various lectures will be, the units. 36 00:02:14,990 --> 00:02:19,290 There are pretests to help you decide how well prepared you 37 00:02:19,290 --> 00:02:21,090 are for the topic that's coming up. 38 00:02:21,090 --> 00:02:23,640 There is a final examination at the end of 39 00:02:23,640 --> 00:02:25,300 each block of material. 40 00:02:25,300 --> 00:02:28,640 And perhaps most importantly, especially from an engineer's 41 00:02:28,640 --> 00:02:33,450 point of view, in each unit that we study, the study guide 42 00:02:33,450 --> 00:02:37,970 will consist of exercises primarily called learning 43 00:02:37,970 --> 00:02:42,970 exercises, exercises which hopefully will turn you on 44 00:02:42,970 --> 00:02:46,060 towards wanting to be able to apply the material, and at the 45 00:02:46,060 --> 00:02:50,100 same time, serve as a springboard by which we can 46 00:02:50,100 --> 00:02:54,050 highlight why the theory and many about our lecture points 47 00:02:54,050 --> 00:02:56,780 are really as important as they are. 48 00:02:56,780 --> 00:03:00,140 So much for the hardware of our course. 49 00:03:00,140 --> 00:03:03,540 And now let's turn our attention to the software. 50 00:03:03,540 --> 00:03:05,920 Just what is calculus? 51 00:03:05,920 --> 00:03:09,870 In a manner of speaking, calculus can be viewed as 52 00:03:09,870 --> 00:03:13,770 being high school mathematics with one additional concept 53 00:03:13,770 --> 00:03:16,150 called the limit concept thrown in. 54 00:03:16,150 --> 00:03:18,770 If you recall back to your high school days, remember 55 00:03:18,770 --> 00:03:21,250 that we're always dealing with things like 56 00:03:21,250 --> 00:03:23,390 average rate of speed. 57 00:03:23,390 --> 00:03:26,400 Notice I say average or constant rate of speed. 58 00:03:26,400 --> 00:03:29,800 The old recipe that distance equals rate times time 59 00:03:29,800 --> 00:03:33,200 presupposes that the rate is constant, because if the rate 60 00:03:33,200 --> 00:03:36,750 is varying, which rate is it that you use to multiply the 61 00:03:36,750 --> 00:03:39,200 time by to find the distance? 62 00:03:39,200 --> 00:03:43,760 You see, in other words, roughly speaking, we can say 63 00:03:43,760 --> 00:03:46,660 that at least one branch of calculus known as differential 64 00:03:46,660 --> 00:03:49,170 calculus deals with the subject of 65 00:03:49,170 --> 00:03:50,780 instantaneous speed. 66 00:03:50,780 --> 00:03:53,730 And instantaneous speed is a rather easy thing to talk 67 00:03:53,730 --> 00:03:55,240 about intuitively. 68 00:03:55,240 --> 00:03:59,740 Imagine an object moving along this line and passing the 69 00:03:59,740 --> 00:04:03,520 point P. And we say to ourselves how fast was the 70 00:04:03,520 --> 00:04:06,260 object moving at the instant that we're at the point P? 71 00:04:06,260 --> 00:04:09,700 Now, you see, this is some sort of a problem. 72 00:04:09,700 --> 00:04:13,560 Because at the instant that you're at P, you're not in a 73 00:04:13,560 --> 00:04:17,010 sense moving at all because you're at P. 74 00:04:17,010 --> 00:04:20,230 Of course, what we do to reduce this problem to an old 75 00:04:20,230 --> 00:04:24,190 one is we say, well, suppose we have a couple of observers. 76 00:04:24,190 --> 00:04:26,940 Let's call them O1 and O2. 77 00:04:26,940 --> 00:04:30,500 Let them be stationed, one on each side of P. Now, certainly 78 00:04:30,500 --> 00:04:33,030 what we could do physically here is we can measure the 79 00:04:33,030 --> 00:04:37,910 distance between O1 and O2. 80 00:04:37,910 --> 00:04:43,090 And we can also measure the time that it takes to 81 00:04:43,090 --> 00:04:46,420 go from O1 to O2. 82 00:04:46,420 --> 00:04:50,270 And what we can do is divide that distance by the time, and 83 00:04:50,270 --> 00:04:54,670 that, you see, is our old high school concept of the average 84 00:04:54,670 --> 00:04:58,285 speed of the particle as it moves from O1 to O2. 85 00:04:58,285 --> 00:05:01,330 Now, you see, the question is, somebody says gee, that's a 86 00:05:01,330 --> 00:05:03,780 great answer, but it's the wrong problem. 87 00:05:03,780 --> 00:05:05,920 We didn't ask what was the average speed as we 88 00:05:05,920 --> 00:05:07,420 went from O1 to O2. 89 00:05:07,420 --> 00:05:09,730 We asked what was the instantaneous speed. 90 00:05:09,730 --> 00:05:11,700 And the idea is we say, well, lookit. 91 00:05:11,700 --> 00:05:14,880 The average speed and the instantaneous speed, it seems, 92 00:05:14,880 --> 00:05:17,740 should be pretty much the same if the observers were 93 00:05:17,740 --> 00:05:19,800 relatively close together. 94 00:05:19,800 --> 00:05:22,670 The next observation is it seems that if we were to move 95 00:05:22,670 --> 00:05:26,820 the observers in even closer, there would be less of a 96 00:05:26,820 --> 00:05:31,440 discrepancy between O1 and O2 in the sense that-- not a 97 00:05:31,440 --> 00:05:34,345 discrepancy, but in the sense that the average speed would 98 00:05:34,345 --> 00:05:36,900 now seem like a better approximation to the 99 00:05:36,900 --> 00:05:39,480 instantaneous speed because there was less distance for 100 00:05:39,480 --> 00:05:41,725 something to go wrong in. 101 00:05:41,725 --> 00:05:45,220 And so we get the idea that maybe what we should do is 102 00:05:45,220 --> 00:05:48,480 make the observers gets closer and closer together. 103 00:05:48,480 --> 00:05:50,810 That would minimize the difference between the average 104 00:05:50,810 --> 00:05:54,380 speed and the instantaneous rate of speed, and maybe the 105 00:05:54,380 --> 00:05:56,480 optimal thing would happen when the two 106 00:05:56,480 --> 00:05:58,390 observers were together. 107 00:05:58,390 --> 00:05:59,870 But the strange part is-- 108 00:05:59,870 --> 00:06:02,080 and this is where calculus really begins. 109 00:06:02,080 --> 00:06:04,140 This is what calculus is all about. 110 00:06:04,140 --> 00:06:07,370 As soon as the observers come together, notice that what you 111 00:06:07,370 --> 00:06:10,420 have is that the distance between them is 0. 112 00:06:10,420 --> 00:06:13,430 The time that it takes to get from one to the other is 0. 113 00:06:13,430 --> 00:06:17,020 And therefore, it appears that if we divide distance by time, 114 00:06:17,020 --> 00:06:21,550 we are going to wind up with 0/0. 115 00:06:21,550 --> 00:06:25,630 Now, my claim is that 0/0 should be called-- 116 00:06:25,630 --> 00:06:30,190 well, I'll call it undefined, but actually, I think 117 00:06:30,190 --> 00:06:36,920 indeterminate would be a better word. 118 00:06:36,920 --> 00:06:38,415 Why do I say that? 119 00:06:38,415 --> 00:06:40,330 Well, here's an interesting thing. 120 00:06:40,330 --> 00:06:43,900 When we do arithmetic with small numbers, observe that if 121 00:06:43,900 --> 00:06:46,980 you add two small numbers, you expect the result to be a 122 00:06:46,980 --> 00:06:47,960 small number. 123 00:06:47,960 --> 00:06:51,230 If you multiply two small numbers, you expect the result 124 00:06:51,230 --> 00:06:52,890 to be a small number. 125 00:06:52,890 --> 00:06:57,280 Similarly, for division, for subtraction, the difference of 126 00:06:57,280 --> 00:06:59,740 two small numbers is a small number. 127 00:06:59,740 --> 00:07:02,960 On the other hand, the quotient of two small numbers 128 00:07:02,960 --> 00:07:04,450 is rather deceptive. 129 00:07:04,450 --> 00:07:08,000 Because it's a ratio, if one of the very small numbers 130 00:07:08,000 --> 00:07:12,390 happens to be very much larger compared with the other small 131 00:07:12,390 --> 00:07:15,200 number, the ratio might be quite large. 132 00:07:15,200 --> 00:07:19,960 Well, for example, visualize, say, 10 to the minus 6, 133 00:07:19,960 --> 00:07:27,470 1/1,000,000, 0.000001, which is a pretty small number. 134 00:07:27,470 --> 00:07:32,310 Now, divide that by 10 to the minus 12th. 135 00:07:32,310 --> 00:07:35,210 Well, you see, 10 to the minus 12th is a small number, so 136 00:07:35,210 --> 00:07:38,220 small that it makes 10 to the minus sixth appear large. 137 00:07:38,220 --> 00:07:43,440 In fact, the quotient is 10 to the sixth, which is 1,000,000. 138 00:07:43,440 --> 00:07:46,210 And here we see that when you're dealing with the ratio 139 00:07:46,210 --> 00:07:49,180 of small numbers, you're a little bit in trouble, because 140 00:07:49,180 --> 00:07:53,310 we can't tell whether the ratio will be small, or large, 141 00:07:53,310 --> 00:07:54,930 or somewhere in between. 142 00:07:54,930 --> 00:07:57,430 For example, if we reverse the role of numerator and 143 00:07:57,430 --> 00:08:00,020 denominator here, we would still have the quotient of two 144 00:08:00,020 --> 00:08:03,880 small numbers, but 10 to the minus 12th divided by 10 to 145 00:08:03,880 --> 00:08:11,930 the minus sixth is a relatively small number, 10 to 146 00:08:11,930 --> 00:08:13,810 the minus 6. 147 00:08:13,810 --> 00:08:16,600 Of course, this is the physical way of looking at it. 148 00:08:16,600 --> 00:08:18,910 Small divided by small is indeterminate. 149 00:08:18,910 --> 00:08:21,400 We have a more rigorous way of looking at this if you want to 150 00:08:21,400 --> 00:08:24,090 see it from a mathematical structure point of view. 151 00:08:24,090 --> 00:08:28,540 Namely, suppose we define a/b in the traditional way. 152 00:08:28,540 --> 00:08:33,059 Namely, a/b is that number such that when we multiply it 153 00:08:33,059 --> 00:08:36,020 by b we get a. 154 00:08:36,020 --> 00:08:40,200 Well, what would that say as far as 0/0 was concerned? 155 00:08:40,200 --> 00:08:41,419 It would say what? 156 00:08:41,419 --> 00:08:45,060 That 0/0 is that number such that when we multiply 157 00:08:45,060 --> 00:08:48,030 it by 0 we get 0. 158 00:08:48,030 --> 00:08:51,410 Now, what number has the property that when we multiply 159 00:08:51,410 --> 00:08:53,330 it by 0 we get 0? 160 00:08:53,330 --> 00:08:55,890 And the answer is any number. 161 00:08:55,890 --> 00:08:58,380 This is why 0/0 is indeterminate. 162 00:08:58,380 --> 00:09:01,630 If we say to a person, tell me the number I must multiply by 163 00:09:01,630 --> 00:09:05,570 0 to get 0, the answer is any number. 164 00:09:05,570 --> 00:09:08,850 Well, the idea then is that we must avoid the expression 0/0 165 00:09:08,850 --> 00:09:10,310 at all costs. 166 00:09:10,310 --> 00:09:14,570 What this means then is that we say OK, let the observers 167 00:09:14,570 --> 00:09:17,940 get closer to closer together, but never touch. 168 00:09:17,940 --> 00:09:20,410 Now, the point is that as long as the observers get closer 169 00:09:20,410 --> 00:09:23,970 and closer together and never touch, let's ask the question 170 00:09:23,970 --> 00:09:26,300 how many pairs of observers do we need? 171 00:09:26,300 --> 00:09:28,790 And the answer is that theoretically we need 172 00:09:28,790 --> 00:09:31,400 infinitely many pairs of observers. 173 00:09:31,400 --> 00:09:32,740 Well, why is that? 174 00:09:32,740 --> 00:09:35,610 Because as long as there's a distance between a pair of 175 00:09:35,610 --> 00:09:38,520 observers, we can theoretically fit in another 176 00:09:38,520 --> 00:09:40,380 pair of observers. 177 00:09:40,380 --> 00:09:44,700 This is why in our course we do not begin with this idea, 178 00:09:44,700 --> 00:09:48,340 but looking backwards now, we say ah, we had better find 179 00:09:48,340 --> 00:09:51,140 some way of giving us the equivalent of having 180 00:09:51,140 --> 00:09:53,290 infinitely many pairs of observers. 181 00:09:53,290 --> 00:09:59,140 And to do this, the idea that we come up with is the concept 182 00:09:59,140 --> 00:10:01,990 called a function. 183 00:10:01,990 --> 00:10:05,400 Consider the old Galileo freely falling body problem, 184 00:10:05,400 --> 00:10:09,520 where the distance that the body falls s equals 16t 185 00:10:09,520 --> 00:10:12,950 squared, where t is in seconds and s is in feet. 186 00:10:12,950 --> 00:10:17,760 Notice that this apparently harmless recipe gives us a way 187 00:10:17,760 --> 00:10:21,250 for finding s for each given t. 188 00:10:21,250 --> 00:10:24,650 In other words, to all intents and purposes, this recipe 189 00:10:24,650 --> 00:10:28,992 gives us an observer for each point of time. 190 00:10:28,992 --> 00:10:32,260 For each time, we can find the distance, which is physically 191 00:10:32,260 --> 00:10:36,330 equivalent to knowing an observer at every point. 192 00:10:36,330 --> 00:10:40,430 In turn, the study of functions lends itself to a 193 00:10:40,430 --> 00:10:43,220 study of graphs, a picture. 194 00:10:43,220 --> 00:10:47,590 Namely, if we look at s equals 16t squared again, notice that 195 00:10:47,590 --> 00:10:49,910 we visualize a recipe here. 196 00:10:49,910 --> 00:10:54,250 t can be viewed as being an input, s as the output. 197 00:10:54,250 --> 00:10:58,560 For a given input t, we can compute the output s. 198 00:10:58,560 --> 00:11:03,090 In general, if we now elect to plot the input along a 199 00:11:03,090 --> 00:11:07,770 horizontal line and the output at right angles to this, we 200 00:11:07,770 --> 00:11:11,270 now have a picture of our relationship, a picture which 201 00:11:11,270 --> 00:11:14,200 is called a graph. 202 00:11:14,200 --> 00:11:17,980 You see, we can talk about this more explicitly as far as 203 00:11:17,980 --> 00:11:20,830 this particular problem is concerned, just by taking a 204 00:11:20,830 --> 00:11:22,650 look at a picture like this. 205 00:11:22,650 --> 00:11:25,810 In other words, in this particular problem, the input 206 00:11:25,810 --> 00:11:30,970 is time t, the output is distance s. 207 00:11:30,970 --> 00:11:35,270 For each t, we locate a height called s by squaring t and 208 00:11:35,270 --> 00:11:37,450 multiplying by 16. 209 00:11:37,450 --> 00:11:40,390 And now, what average speed means in terms of this kind of 210 00:11:40,390 --> 00:11:42,640 a diagram is the following. 211 00:11:42,640 --> 00:11:46,410 To find the average speed, all we have to do is on a given 212 00:11:46,410 --> 00:11:49,960 time interval find the distance traveled, which I 213 00:11:49,960 --> 00:11:53,510 call delta s, the change in distance, and divide that by 214 00:11:53,510 --> 00:11:54,860 the change in time. 215 00:11:54,860 --> 00:11:58,030 That's the average speed, which, by the way, from a 216 00:11:58,030 --> 00:12:02,150 geometrical point of view, becomes known as the slope of 217 00:12:02,150 --> 00:12:03,820 this particular straight line. 218 00:12:03,820 --> 00:12:08,130 In other words, average speed is to functions what slope of 219 00:12:08,130 --> 00:12:10,830 a straight line is to geometry. 220 00:12:10,830 --> 00:12:14,190 At any rate, knowing what the average rate of speed is, we 221 00:12:14,190 --> 00:12:18,570 sort of say why couldn't we define the instantaneous speed 222 00:12:18,570 --> 00:12:19,500 to be this. 223 00:12:19,500 --> 00:12:24,040 We will take the change in distance divided by the change 224 00:12:24,040 --> 00:12:26,740 in time and see what happens. 225 00:12:26,740 --> 00:12:28,430 And we write this this way. 226 00:12:28,430 --> 00:12:30,450 Limit as delta t approaches 0. 227 00:12:30,450 --> 00:12:33,450 Let's see what happens as that change in time becomes 228 00:12:33,450 --> 00:12:37,370 arbitrarily small, but never equaling 0 because we don't 229 00:12:37,370 --> 00:12:39,820 want a 0/0 form here. 230 00:12:39,820 --> 00:12:44,260 You see, this then becomes the working definition of what we 231 00:12:44,260 --> 00:12:46,670 call differential calculus. 232 00:12:46,670 --> 00:12:50,390 The point is that this particular definition does not 233 00:12:50,390 --> 00:12:53,240 depend on s equaling 16t squared. 234 00:12:53,240 --> 00:12:57,430 s could be any function of t whatsoever. 235 00:12:57,430 --> 00:13:00,210 We could have a more elaborate type of situation. 236 00:13:00,210 --> 00:13:02,170 The important point is what? 237 00:13:02,170 --> 00:13:05,420 The basic definition stays the same. 238 00:13:05,420 --> 00:13:09,980 What changes is the amount of arithmetic that's necessary to 239 00:13:09,980 --> 00:13:13,970 handle the particular relationship between s and t. 240 00:13:13,970 --> 00:13:18,010 This will be a major part of our course, the strange thing 241 00:13:18,010 --> 00:13:20,970 being that even at the very end of our course when we've 242 00:13:20,970 --> 00:13:24,200 gone through many, many things, our basic definition 243 00:13:24,200 --> 00:13:26,790 of instantaneous rate of change will have never 244 00:13:26,790 --> 00:13:27,960 changed from this. 245 00:13:27,960 --> 00:13:30,440 It will always stay like this. 246 00:13:30,440 --> 00:13:34,320 But what will change is how much arithmetic and algebra 247 00:13:34,320 --> 00:13:38,250 and geometry and trigonometry, et cetera, we will have to do 248 00:13:38,250 --> 00:13:40,350 in order to compute these things from a 249 00:13:40,350 --> 00:13:42,170 numerical point of view. 250 00:13:42,170 --> 00:13:45,620 Well, so much for the first phase of calculus called 251 00:13:45,620 --> 00:13:47,150 differential calculus. 252 00:13:47,150 --> 00:13:50,610 A second phase of calculus, one which was developed by the 253 00:13:50,610 --> 00:13:54,510 Ancient Greeks by 600 BC, the subject that ultimately 254 00:13:54,510 --> 00:13:58,200 becomes known as integral calculus, concerns problem of 255 00:13:58,200 --> 00:14:00,954 finding area under a curve. 256 00:14:00,954 --> 00:14:07,200 Here, I've elected to draw the parabola y equals x squared on 257 00:14:07,200 --> 00:14:10,840 the interval from 0, 0 to 1, 0. 258 00:14:10,840 --> 00:14:17,290 And the question basically is what is the area bounded by 259 00:14:17,290 --> 00:14:19,990 this sort of triangular region? 260 00:14:19,990 --> 00:14:24,330 Let's call that region R, and what we would like to find is 261 00:14:24,330 --> 00:14:26,420 the area of the region R. 262 00:14:26,420 --> 00:14:30,310 And the Ancient Greeks had a rather interesting title for 263 00:14:30,310 --> 00:14:32,300 this type of approach for finding the area. 264 00:14:32,300 --> 00:14:35,400 It is both figurative and literal, I guess. 265 00:14:35,400 --> 00:14:36,810 It's called the method of exhaustion. 266 00:14:40,670 --> 00:14:40,754 What they did was to -- 267 00:14:40,754 --> 00:14:42,610 They would divide the interval, say, 268 00:14:42,610 --> 00:14:44,530 into n equal parts. 269 00:14:44,530 --> 00:14:47,570 And picking the lowest point in each interval, they would 270 00:14:47,570 --> 00:14:50,940 inscribe a rectangle. 271 00:14:50,940 --> 00:14:53,500 Knowing that the area of the rectangle was the base times 272 00:14:53,500 --> 00:14:57,110 the height, they would add up the area of each of these 273 00:14:57,110 --> 00:15:00,880 rectangles, and know that whatever that area was, that 274 00:15:00,880 --> 00:15:04,540 would have to be too small to be the right answer because 275 00:15:04,540 --> 00:15:07,040 that region was contained in R. And that would be 276 00:15:07,040 --> 00:15:08,780 labeled A sub n-- 277 00:15:08,780 --> 00:15:10,120 lower bar, say-- 278 00:15:10,120 --> 00:15:13,130 to indicate that this was a sum of rectangles which was 279 00:15:13,130 --> 00:15:15,780 too small to be the right answer. 280 00:15:15,780 --> 00:15:20,210 Similarly, they would then find the highest point in each 281 00:15:20,210 --> 00:15:24,430 rectangle, get an overapproximation by adding up 282 00:15:24,430 --> 00:15:28,240 the sum of those areas, which they would call A sub n upper 283 00:15:28,240 --> 00:15:31,050 bar, and now know that the area of the regions they were 284 00:15:31,050 --> 00:15:34,260 looking for was squeezed in between these two. 285 00:15:34,260 --> 00:15:37,530 Then what they would do is make more and more divisions, 286 00:15:37,530 --> 00:15:40,320 and hopefully, and I think you can see this sort of 287 00:15:40,320 --> 00:15:42,840 intuitively happening here, each of the lower 288 00:15:42,840 --> 00:15:45,910 approximations gets bigger and fills out 289 00:15:45,910 --> 00:15:47,970 the space from inside. 290 00:15:47,970 --> 00:15:51,730 Each of the upper approximations gets smaller 291 00:15:51,730 --> 00:15:54,770 and chops off the space from outside here. 292 00:15:54,770 --> 00:16:01,530 And hopefully, if both of these bounds sort of converge 293 00:16:01,530 --> 00:16:05,520 to the same value L, we get the idea that the area of the 294 00:16:05,520 --> 00:16:08,130 region R must be L. 295 00:16:08,130 --> 00:16:09,780 This is not anything new. 296 00:16:09,780 --> 00:16:12,700 In other words, this is a technique that is some 2,500 297 00:16:12,700 --> 00:16:16,820 years old, used by the Ancient Greeks. 298 00:16:16,820 --> 00:16:19,030 Of course, what happens with engineering students in 299 00:16:19,030 --> 00:16:22,620 general is that one frequently says, but I'm not interested 300 00:16:22,620 --> 00:16:23,920 in studying area. 301 00:16:23,920 --> 00:16:25,630 I am not a geometer. 302 00:16:25,630 --> 00:16:26,720 I am a physicist. 303 00:16:26,720 --> 00:16:28,370 I am an engineer. 304 00:16:28,370 --> 00:16:30,990 What good is the area under a curve? 305 00:16:30,990 --> 00:16:35,510 And the interesting point here becomes that if we label the 306 00:16:35,510 --> 00:16:39,450 coordinate axis rather than x and y, give them physical 307 00:16:39,450 --> 00:16:43,490 labels, it turns out that area under a curve has a physical 308 00:16:43,490 --> 00:16:44,880 interpretation. 309 00:16:44,880 --> 00:16:46,390 Consider the same problem. 310 00:16:46,390 --> 00:16:50,270 Only now, instead of talking about y equals x squared, 311 00:16:50,270 --> 00:16:53,340 let's talk about v, the velocity, equaling the square 312 00:16:53,340 --> 00:16:54,460 of the time. 313 00:16:54,460 --> 00:16:57,080 And say that the time goes to 0 to 1. 314 00:16:57,080 --> 00:17:00,870 In other words, if we plot v versus t, we get a 315 00:17:00,870 --> 00:17:02,380 picture like this. 316 00:17:02,380 --> 00:17:05,670 And the question that comes up is what do we mean by the area 317 00:17:05,670 --> 00:17:07,010 under the curve here? 318 00:17:07,010 --> 00:17:09,890 And again, without belaboring this point, not because it's 319 00:17:09,890 --> 00:17:12,980 not important, but because this is just an overview and 320 00:17:12,980 --> 00:17:15,680 we'll come back to all of these topics later in our 321 00:17:15,680 --> 00:17:19,849 course, the point I just want to bring out here is, notice 322 00:17:19,849 --> 00:17:23,490 that the area under the curve here is the distance that this 323 00:17:23,490 --> 00:17:28,820 particle would travel moving at this speed if the time goes 324 00:17:28,820 --> 00:17:30,460 from 0 to 1. 325 00:17:30,460 --> 00:17:32,180 And notice what we're saying here. 326 00:17:32,180 --> 00:17:36,670 Again, suppose we divide this interval into n equal parts 327 00:17:36,670 --> 00:17:39,760 and inscribe rectangles. 328 00:17:39,760 --> 00:17:43,100 Notice that each of these rectangles 329 00:17:43,100 --> 00:17:44,580 represents a distance. 330 00:17:44,580 --> 00:17:53,730 Namely, if a particle moved at the speed over this length of 331 00:17:53,730 --> 00:17:57,220 time, the area under the curve would be the distance that it 332 00:17:57,220 --> 00:17:59,400 traveled during that time interval. 333 00:17:59,400 --> 00:18:02,040 In other words, what we're saying is that if the particle 334 00:18:02,040 --> 00:18:05,850 moved at this speed from this time to this time, then moved 335 00:18:05,850 --> 00:18:10,200 at this speed from this time to this time, the sum of these 336 00:18:10,200 --> 00:18:12,830 two areas would give the distance that the particle 337 00:18:12,830 --> 00:18:17,110 traveled, which obviously is less than the distance that 338 00:18:17,110 --> 00:18:19,640 the particle truly traveled, because notice that the 339 00:18:19,640 --> 00:18:22,957 particle was moving at a speed which at every instance from 340 00:18:22,957 --> 00:18:26,770 here to here was greater than this and at every instant from 341 00:18:26,770 --> 00:18:28,690 here to here was greater than this. 342 00:18:28,690 --> 00:18:32,180 In other words, in the same way as before, that area of 343 00:18:32,180 --> 00:18:39,580 the region R was whittled in between A sub n upper bar and 344 00:18:39,580 --> 00:18:43,250 A sub n lower bar, notice that the distance traveled by the 345 00:18:43,250 --> 00:18:48,280 particle can now be limited or bounded in the same way. 346 00:18:48,280 --> 00:18:52,470 And in the same way that we found area as a limit, we can 347 00:18:52,470 --> 00:18:55,390 now find distance as a limit. 348 00:18:55,390 --> 00:18:58,740 And these two things, namely, what? 349 00:18:58,740 --> 00:19:02,750 Instantaneous speed and area under a curve are the two 350 00:19:02,750 --> 00:19:05,960 essential branches of calculus, differential 351 00:19:05,960 --> 00:19:10,000 calculus being concerned with instantaneous rate of speed, 352 00:19:10,000 --> 00:19:12,790 integral calculus with area under a curve. 353 00:19:12,790 --> 00:19:17,560 And the beauty of calculus, surprisingly enough, in a way 354 00:19:17,560 --> 00:19:19,530 is only secondary as far as these 355 00:19:19,530 --> 00:19:21,020 two topics are concerned. 356 00:19:21,020 --> 00:19:24,690 The true beauty lies in the fact that these apparently two 357 00:19:24,690 --> 00:19:27,430 different branches of calculus, one of which was 358 00:19:27,430 --> 00:19:30,850 invented by the Ancient Greeks as early as 600 BC, 359 00:19:30,850 --> 00:19:32,030 the other of which-- 360 00:19:32,030 --> 00:19:33,070 differential calculus-- 361 00:19:33,070 --> 00:19:37,370 was not known to man until the time of Isaac Newton in 1690 362 00:19:37,370 --> 00:19:41,070 AD are related by a rather remarkable thing. 363 00:19:41,070 --> 00:19:44,480 That remarkable thing, which we will emphasize at great 364 00:19:44,480 --> 00:19:49,440 length during our course, is that areas and rates of change 365 00:19:49,440 --> 00:19:52,245 are related by area under a curve. 366 00:19:52,245 --> 00:19:54,600 Now, I don't know how to draw this so that you see this 367 00:19:54,600 --> 00:19:58,630 thing as vividly as possible, but the idea is this. 368 00:19:58,630 --> 00:20:04,150 Think of area being swept out as we take a line and move it, 369 00:20:04,150 --> 00:20:07,400 tracing out the curve this way towards the right. 370 00:20:07,400 --> 00:20:13,580 Notice that if we have a certain amount of area, if we 371 00:20:13,580 --> 00:20:18,110 now move a little bit further to the right, notice that the 372 00:20:18,110 --> 00:20:24,840 new area somehow depends on what the height of this curve 373 00:20:24,840 --> 00:20:26,570 is going to be. 374 00:20:26,570 --> 00:20:30,130 That somehow or other, it seems that the area under the 375 00:20:30,130 --> 00:20:35,190 curve must be related to how fast the height of this line 376 00:20:35,190 --> 00:20:36,320 is changing. 377 00:20:36,320 --> 00:20:40,670 Or to look at it inversely, how fast the area is changing 378 00:20:40,670 --> 00:20:44,670 should somehow be related to the height of this line. 379 00:20:44,670 --> 00:20:47,000 And just what that relationship is will be 380 00:20:47,000 --> 00:20:49,730 explored also in great detail in the course. 381 00:20:49,730 --> 00:20:53,210 And we will show the beautiful marriage between this 382 00:20:53,210 --> 00:20:56,390 differential and integral calculus through this 383 00:20:56,390 --> 00:20:59,150 relationship here, which becomes known as the 384 00:20:59,150 --> 00:21:02,550 fundamental theorem of integral calculus. 385 00:21:02,550 --> 00:21:06,420 At any rate then, what this should show us is that 386 00:21:06,420 --> 00:21:07,900 calculus hinges-- 387 00:21:07,900 --> 00:21:12,410 whether it's differential calculus or integral calculus, 388 00:21:12,410 --> 00:21:13,960 that calculus hinges on something 389 00:21:13,960 --> 00:21:15,730 called the limit concept. 390 00:21:15,730 --> 00:21:18,930 Again, by way of a very quick review, one 391 00:21:18,930 --> 00:21:19,910 of the limit concepts-- 392 00:21:19,910 --> 00:21:22,380 and I think it's easy to see geometrically rather than 393 00:21:22,380 --> 00:21:23,300 analytically. 394 00:21:23,300 --> 00:21:26,410 Imagine that we have a curve, and we want to find the 395 00:21:26,410 --> 00:21:30,080 tangent of the curve at the point P. What we can do is 396 00:21:30,080 --> 00:21:34,120 take a point Q and draw the straight line that joins P to 397 00:21:34,120 --> 00:21:38,690 Q. We could then find the slope of the line PQ. 398 00:21:38,690 --> 00:21:41,940 The trouble is that PQ does not look very much like the 399 00:21:41,940 --> 00:21:42,930 tangent line. 400 00:21:42,930 --> 00:21:48,300 So we say OK, let Q move down so it comes closer to P. We 401 00:21:48,300 --> 00:21:50,740 can then find the slopes of PQ1. 402 00:21:50,740 --> 00:21:53,390 We could find the slope of PQ2. 403 00:21:53,390 --> 00:21:57,160 But in each case, we still do not have the slope of the line 404 00:21:57,160 --> 00:22:01,370 tangent to the curve at P. But we get the idea that as Q gets 405 00:22:01,370 --> 00:22:05,710 closer and closer to P, the slope, or the secant line that 406 00:22:05,710 --> 00:22:10,040 joins P to Q, becomes a better and better approximation to 407 00:22:10,040 --> 00:22:13,190 the line that would be tangent to the curve at P. 408 00:22:13,190 --> 00:22:16,270 In fact, it's rather interesting that in the 16th 409 00:22:16,270 --> 00:22:20,280 century, the definition that was given of a tangent line 410 00:22:20,280 --> 00:22:25,390 was that a tangent line is a line which passes through two 411 00:22:25,390 --> 00:22:27,250 consecutive points on a curve. 412 00:22:27,250 --> 00:22:29,560 Now, obviously, a curve does not have 413 00:22:29,560 --> 00:22:31,270 two consecutive points. 414 00:22:31,270 --> 00:22:32,650 What they really meant was what? 415 00:22:32,650 --> 00:22:37,600 That as Q gets closer and closer to P, the secant line 416 00:22:37,600 --> 00:22:40,040 becomes a better and better approximation for the tangent 417 00:22:40,040 --> 00:22:43,970 line, and that in a way, if the two points were allowed to 418 00:22:43,970 --> 00:22:47,120 coincide, that should give us the perfect answer. 419 00:22:47,120 --> 00:22:51,585 The trouble is, just like you can't divide 0 by 0, if P and 420 00:22:51,585 --> 00:22:54,560 Q coincide, how many points do you have? 421 00:22:54,560 --> 00:22:55,990 Just one point. 422 00:22:55,990 --> 00:22:59,550 And it takes two points to determine a straight line. 423 00:22:59,550 --> 00:23:03,140 No matter how close Q is to P, we have two distinct points. 424 00:23:03,140 --> 00:23:06,050 As soon as Q touches P, we lose this. 425 00:23:06,050 --> 00:23:10,060 And this is what was meant by ancient man or medieval man by 426 00:23:10,060 --> 00:23:12,530 his notion of two consecutive points. 427 00:23:12,530 --> 00:23:16,130 And I should put this in double quotes because I think 428 00:23:16,130 --> 00:23:19,940 you can see what he's begging to try to say with the word 429 00:23:19,940 --> 00:23:22,990 "consecutive," even though from a purely rigorous point 430 00:23:22,990 --> 00:23:26,280 of view, this has no geometric meaning. 431 00:23:26,280 --> 00:23:30,580 Now, the other form of limit has to do with adding up areas 432 00:23:30,580 --> 00:23:32,480 of rectangles under curves. 433 00:23:32,480 --> 00:23:35,370 Namely, we divided the curve up into n parts. 434 00:23:35,370 --> 00:23:38,600 We inscribed n rectangles, and then we let n 435 00:23:38,600 --> 00:23:40,320 increase without bound. 436 00:23:40,320 --> 00:23:44,700 In other words, this is sort of a discrete type of limit. 437 00:23:44,700 --> 00:23:49,190 Namely, we must add up a whole number of areas, but the sum 438 00:23:49,190 --> 00:23:52,590 is endless in the sense that the number of rectangles 439 00:23:52,590 --> 00:23:56,390 becomes greater than any number we want to preassign. 440 00:23:56,390 --> 00:24:02,350 And the basic question that we must contend with here is how 441 00:24:02,350 --> 00:24:04,230 big is an infinite sum? 442 00:24:04,230 --> 00:24:07,060 You see, when we say infinite sum, that just tells you how 443 00:24:07,060 --> 00:24:08,540 many terms you're combining. 444 00:24:08,540 --> 00:24:11,800 It doesn't tell you how big each term, how big 445 00:24:11,800 --> 00:24:12,930 the sum will be. 446 00:24:12,930 --> 00:24:15,410 For example, look at the following sum. 447 00:24:15,410 --> 00:24:17,310 I will start with 1. 448 00:24:17,310 --> 00:24:19,640 Then I'll add 1/2 on twice. 449 00:24:19,640 --> 00:24:23,040 Then I'll add 1/3 on three times. 450 00:24:23,040 --> 00:24:25,990 And without belaboring this point, let me then say I'll 451 00:24:25,990 --> 00:24:30,960 had on 1/4 four times, 1/5 five times, 1/6 452 00:24:30,960 --> 00:24:33,710 six times, et cetera. 453 00:24:33,710 --> 00:24:37,890 Notice as I do this that each time the terms gets smaller, 454 00:24:37,890 --> 00:24:41,190 yet the sum increases without any bound. 455 00:24:41,190 --> 00:24:43,980 Namely, notice that this adds up to 1. 456 00:24:43,980 --> 00:24:45,400 This adds up to 1. 457 00:24:45,400 --> 00:24:47,640 The next four terms will add up to 1. 458 00:24:47,640 --> 00:24:51,050 And as I go out further and further, notice that this sum 459 00:24:51,050 --> 00:24:53,470 can become as great is I want, just by me 460 00:24:53,470 --> 00:24:55,320 adding on enough 1's. 461 00:24:55,320 --> 00:24:57,850 On the other hand, let's look at this one. 462 00:24:57,850 --> 00:25:05,160 1 plus 1/2 plus 1/4 plus 1/8 plus 1/16 plus 1/32. 463 00:25:05,160 --> 00:25:09,300 In other words, I start with 1 and each time add on half the 464 00:25:09,300 --> 00:25:10,430 previous number. 465 00:25:10,430 --> 00:25:13,310 See, 1 plus 1/2 plus 1/4 plus 1/8. 466 00:25:13,310 --> 00:25:17,320 You may remember this as being the geometric series whose 467 00:25:17,320 --> 00:25:20,240 ratio is 1/2. 468 00:25:20,240 --> 00:25:25,140 The interesting thing is that now this sum gets as close to 469 00:25:25,140 --> 00:25:28,230 2 as you want without ever getting there. 470 00:25:28,230 --> 00:25:30,790 And rather than prove this right now, let's just look at 471 00:25:30,790 --> 00:25:33,690 the geometric interpretation here. 472 00:25:33,690 --> 00:25:37,130 Take a line which is 2 inches long. 473 00:25:37,130 --> 00:25:39,290 Suppose you first go halfway. 474 00:25:39,290 --> 00:25:40,500 You're now here. 475 00:25:40,500 --> 00:25:42,620 Now go half the remaining distance. 476 00:25:42,620 --> 00:25:43,080 That's what? 477 00:25:43,080 --> 00:25:44,080 1 plus 1/2. 478 00:25:44,080 --> 00:25:45,600 That puts you over here. 479 00:25:45,600 --> 00:25:47,860 Now go half the remaining distance. 480 00:25:47,860 --> 00:25:49,990 That means add on 1/4. 481 00:25:49,990 --> 00:25:51,900 Now go half the remaining distance. 482 00:25:51,900 --> 00:25:53,580 That means add on on 1/8. 483 00:25:53,580 --> 00:25:55,420 Now go half the remaining distance. 484 00:25:55,420 --> 00:25:57,720 Add up this on 1/16, you see. 485 00:25:57,720 --> 00:25:59,260 And ultimately, what happens? 486 00:25:59,260 --> 00:26:02,150 Well, no matter where you stop, you've become closer and 487 00:26:02,150 --> 00:26:04,570 closer to 2 without ever getting there. 488 00:26:04,570 --> 00:26:06,970 And as you go further and further, you can get as close 489 00:26:06,970 --> 00:26:08,500 to 2 as you want. 490 00:26:08,500 --> 00:26:11,550 In other words, here are infinitely many terms whose 491 00:26:11,550 --> 00:26:13,450 infinite sum is 2. 492 00:26:13,450 --> 00:26:18,020 Here are infinitely many terms whose infinite sum is 493 00:26:18,020 --> 00:26:19,410 infinity, we should say, because it 494 00:26:19,410 --> 00:26:20,790 increases without bound. 495 00:26:20,790 --> 00:26:23,760 And this was the problem that hung up the Ancient Greek. 496 00:26:23,760 --> 00:26:26,370 How could you do infinitely many things in a 497 00:26:26,370 --> 00:26:27,830 finite amount of time? 498 00:26:27,830 --> 00:26:31,440 In fact, at the same time that the Greek was developing 499 00:26:31,440 --> 00:26:36,020 integral calculus, the famous greek philosopher Zeno was 500 00:26:36,020 --> 00:26:39,190 working on things called Zeno's paradoxes. 501 00:26:39,190 --> 00:26:42,780 And Zeno's paradoxes are three in number, of which I only 502 00:26:42,780 --> 00:26:44,340 want to quote one here. 503 00:26:44,340 --> 00:26:47,720 But it's a paradox which shows how Zeno could not visualize 504 00:26:47,720 --> 00:26:49,500 quite what was happening. 505 00:26:49,500 --> 00:26:52,810 You see, it's called the Tortoise and the Hare problem. 506 00:26:52,810 --> 00:26:56,870 Suppose that you give the Tortoise a 1 yard head start 507 00:26:56,870 --> 00:26:58,360 on the Hare. 508 00:26:58,360 --> 00:27:00,920 And suppose for the sake of argument, just to mimic the 509 00:27:00,920 --> 00:27:03,560 problem that we were doing before, suppose it's a slow 510 00:27:03,560 --> 00:27:06,840 Hare and a fast Tortoise so that the Hare only runs twice 511 00:27:06,840 --> 00:27:08,660 as fast as the Tortoise. 512 00:27:08,660 --> 00:27:11,680 You see, Zeno's paradox says that the Hare can never catch 513 00:27:11,680 --> 00:27:12,480 the Tortoise. 514 00:27:12,480 --> 00:27:13,360 Why? 515 00:27:13,360 --> 00:27:16,680 Because to catch the Tortoise, the Hare must first go the 1 516 00:27:16,680 --> 00:27:18,960 yard head start that the Tortoise had. 517 00:27:18,960 --> 00:27:22,010 Well, by the time the Hare gets here, the Tortoise has 518 00:27:22,010 --> 00:27:25,750 gone 1/2 yard because the Tortoise travels half as fast. 519 00:27:25,750 --> 00:27:27,650 Now, the Hare must make up the 1/2 yard. 520 00:27:27,650 --> 00:27:30,860 But while the Hare makes up the 1/2 yard, the Tortoise 521 00:27:30,860 --> 00:27:32,730 goes 1/4 of a yard. 522 00:27:32,730 --> 00:27:36,300 When the Hare makes up the 1/4 of a yard, the Tortoise goes 523 00:27:36,300 --> 00:27:37,470 1/8 of a yard. 524 00:27:37,470 --> 00:27:40,930 And so, Zeno argues, the Hare gets closer and closer to the 525 00:27:40,930 --> 00:27:43,830 Tortoise but can't catch him. 526 00:27:43,830 --> 00:27:46,140 And this, of course, is a rather strange thing because 527 00:27:46,140 --> 00:27:49,300 Zeno knew that the Tortoise would catch the Hare. 528 00:27:49,300 --> 00:27:50,940 That's it's called a paradox. 529 00:27:50,940 --> 00:27:54,000 A paradox means something which appears to be true yet 530 00:27:54,000 --> 00:27:56,010 is obviously false. 531 00:27:56,010 --> 00:27:59,380 Now, notice that we can resolve Zeno's paradox into 532 00:27:59,380 --> 00:28:01,370 the example we were just talking about. 533 00:28:01,370 --> 00:28:03,880 For the sake of argument, notice what's happening here 534 00:28:03,880 --> 00:28:04,760 with the time. 535 00:28:04,760 --> 00:28:07,160 For the sake of argument, let's suppose that the 536 00:28:07,160 --> 00:28:09,800 Tortoise travels at 1 yard per second. 537 00:28:09,800 --> 00:28:10,900 Then what you're saying is-- 538 00:28:10,900 --> 00:28:12,890 I mean, the Hare travels at 1 yard per second. 539 00:28:12,890 --> 00:28:15,460 What you're saying is it takes the Hare 1 540 00:28:15,460 --> 00:28:17,850 second to go this distance. 541 00:28:17,850 --> 00:28:22,190 Then it takes him 1/2 a second to go this distance, then 1/4 542 00:28:22,190 --> 00:28:24,760 of a second to go this distance. 543 00:28:24,760 --> 00:28:27,210 And what you're saying is that as he's gaining on the 544 00:28:27,210 --> 00:28:29,630 Tortoise, these are the time intervals which are 545 00:28:29,630 --> 00:28:30,910 transpiring. 546 00:28:30,910 --> 00:28:34,710 And this sum turns out to be 2. 547 00:28:34,710 --> 00:28:38,050 Now, of course, those of us who had eighth grade algebra 548 00:28:38,050 --> 00:28:40,690 know an easier way of solving this problem. 549 00:28:40,690 --> 00:28:44,285 We say lookit, let's solve this problem algebraically. 550 00:28:44,285 --> 00:28:49,390 Namely, we say give the Tortoise a 1 yard head start. 551 00:28:49,390 --> 00:28:55,170 Now call x the distance of a point at which the Hare 552 00:28:55,170 --> 00:28:56,780 catches the Tortoise. 553 00:28:56,780 --> 00:28:59,610 Now, the Hare is traveling 1 yard per second. 554 00:28:59,610 --> 00:29:05,380 The Tortoise is traveling 1/2 yard per second, OK? 555 00:29:05,380 --> 00:29:12,400 So if we take the distance traveled and divided by the 556 00:29:12,400 --> 00:29:16,890 rate, that should be the time. 557 00:29:16,890 --> 00:29:19,600 And since they both are at this point at the same time, 558 00:29:19,600 --> 00:29:24,800 we get what? x/1 equals x minus 1 divided by 1/2. 559 00:29:24,800 --> 00:29:28,410 And assuming as a prerequisite that we have had algebra, it 560 00:29:28,410 --> 00:29:32,270 follows almost trivially that x equals 2. 561 00:29:32,270 --> 00:29:36,790 In other words, what this says is, in reality, that the Hare 562 00:29:36,790 --> 00:29:39,540 will not overtake the Tortoise until he catches 563 00:29:39,540 --> 00:29:41,900 him, which is obvious. 564 00:29:41,900 --> 00:29:43,740 But what's not so obvious is what? 565 00:29:43,740 --> 00:29:46,270 That these infinitely many terms can add 566 00:29:46,270 --> 00:29:48,370 up to a finite sum. 567 00:29:48,370 --> 00:29:52,420 Well, at any rate, this complete the overview of what 568 00:29:52,420 --> 00:29:53,430 our course will be like. 569 00:29:53,430 --> 00:29:58,890 And to help you focus your attention on what our course 570 00:29:58,890 --> 00:30:03,450 really says, what we shall do computationally is this. 571 00:30:03,450 --> 00:30:06,610 In review, we shall start with functions, and functions 572 00:30:06,610 --> 00:30:09,800 involve the modern concept of sets because they're 573 00:30:09,800 --> 00:30:12,230 relationships between sets of objects. 574 00:30:12,230 --> 00:30:16,680 We'll talk about limits, derivatives, rate of change, 575 00:30:16,680 --> 00:30:18,980 integrals, area under curves. 576 00:30:18,980 --> 00:30:22,080 This will be our fundamental building block. 577 00:30:22,080 --> 00:30:25,230 Once this is done, these things will never change. 578 00:30:25,230 --> 00:30:28,540 But the remainder of our course will be to talk about 579 00:30:28,540 --> 00:30:31,470 applications, which is the name of the game as far as 580 00:30:31,470 --> 00:30:33,220 engineering is concerned. 581 00:30:33,220 --> 00:30:36,300 More elaborate functions, namely, how do we handle 582 00:30:36,300 --> 00:30:37,990 tougher relationships. 583 00:30:37,990 --> 00:30:41,130 Related to the tougher relationships will come more 584 00:30:41,130 --> 00:30:43,560 sophisticated techniques. 585 00:30:43,560 --> 00:30:46,900 And finally, we will conclude our course with the topic that 586 00:30:46,900 --> 00:30:50,020 we were just talking about: infinite series, how do we get 587 00:30:50,020 --> 00:30:53,690 a hold of what happens when you add up infinitely many 588 00:30:53,690 --> 00:30:56,060 things, each of which gets small. 589 00:30:56,060 --> 00:31:00,750 At any rate, that concludes our lecture for today. 590 00:31:00,750 --> 00:31:04,820 We will have a digression in the sense that the next few 591 00:31:04,820 --> 00:31:09,540 lessons will consist of sets, things that you can read about 592 00:31:09,540 --> 00:31:12,160 at your leisure in our supplementary notes. 593 00:31:12,160 --> 00:31:15,400 Learn to understand these because the concept of a set 594 00:31:15,400 --> 00:31:18,970 is the building block, the fundamental language of modern 595 00:31:18,970 --> 00:31:20,300 mathematics. 596 00:31:20,300 --> 00:31:24,470 And then we will return, once we have sets underway, to talk 597 00:31:24,470 --> 00:31:26,680 about functions. 598 00:31:26,680 --> 00:31:29,310 And then we will build gradually from there. 599 00:31:29,310 --> 00:31:31,840 Hopefully, when our course ends, we will have in slow 600 00:31:31,840 --> 00:31:35,310 motion gone through today's lesson. 601 00:31:35,310 --> 00:31:37,620 This completes our presentation for today. 602 00:31:37,620 --> 00:31:39,630 And until next time, goodbye. 603 00:31:45,570 --> 00:31:48,110 NARRATOR: Funding for the publication of this video is 604 00:31:48,110 --> 00:31:52,820 provided by the Gabriella and Paul Rosenbaum Foundation. 605 00:31:52,820 --> 00:31:56,990 Help OCW continue to provide free and open access to MIT 606 00:31:56,990 --> 00:32:01,190 courses by making a donation at ocw.mit.edu/donate.