Lambda Calculus - Computerphile

The basis of almost all functional programming, Professor Graham Hutton explains Lambda Calculus.
/ computerphile
/ computer_phile
This video was filmed and edited by Sean Riley.
Computer Science at the University of Nottingham: bit.ly/nottscomputer
Computerphile is a sister project to Brady Haran's Numberphile. More at www.bradyharan.com

Пікірлер: 1 200

  • @illustriouschin
    @illustriouschin7 жыл бұрын

    "The answer is actually really easy." *Introduces an entire galaxy of new concepts in the answer.

  • 5 жыл бұрын

    Like me teaching.

  • @ntwede

    @ntwede

    5 жыл бұрын

    And somehow made it include biology and history

  • @vendicarkahn4860

    @vendicarkahn4860

    4 жыл бұрын

    No new concepts were introduced.

  • @ionichi

    @ionichi

    4 жыл бұрын

    @@vendicarkahn4860 There is nothing new under the Sun.

  • @noaht2

    @noaht2

    4 жыл бұрын

    The answer is actually surprisingly simple. - Ceave Gaming

  • @user-vf7pz2zn8t
    @user-vf7pz2zn8t7 жыл бұрын

    Just to point that out: functions only take one argument. So what the "addition" function: λx. λy. x + y actually does is it takes x and then returns a function: λy. x + y where x is replaced with given input and y is expected as another input, but that's another function. And that's what is the coolest thing about the lambda-calculus: black boxes can take black boxes and return black boxes.

  • @xr_xharprazoraxtra5428

    @xr_xharprazoraxtra5428

    2 жыл бұрын

    so basically it is something like this ? f(z,y,z) = x+y+z would be λx.{λy.[λz. x+y+z]} or λz. { λy.[ (λx.x) + y ] + z }

  • @ExaltedHermit

    @ExaltedHermit

    Жыл бұрын

    @@xr_xharprazoraxtra5428 a typo: f(x, y, z) instead of f(z,y,z)

  • @xr_xharprazoraxtra5428

    @xr_xharprazoraxtra5428

    Жыл бұрын

    @@ExaltedHermit oops XD

  • @GkTheodore

    @GkTheodore

    Жыл бұрын

    You mean in the context of lambda calculus only? Because logically, functions can take more than one argument.

  • @pavel3596

    @pavel3596

    Жыл бұрын

    @@GkTheodore Nope, they can't. You only think so. f(x,y) is not really a function with two parameters. It is a tuple, hence only one parameter.

  • @NoorquackerInd
    @NoorquackerInd3 жыл бұрын

    "Every computer scientist should know about this" People that only studied object-oriented programming: _shakes in fear_

  • @54akhilesh

    @54akhilesh

    3 жыл бұрын

    hahahahaha

  • @nam3go3sh3r3

    @nam3go3sh3r3

    3 жыл бұрын

    who cares functional programming is useless to know anyway

  • @AllUpOns

    @AllUpOns

    3 жыл бұрын

    He said computer scientist, not programmer.

  • @mrpedrobraga

    @mrpedrobraga

    3 жыл бұрын

    @@AllUpOns it's true! Functional programming is rather inneficient generally if you want to get things done, but are useful for proving things, I guess

  • @dmitryburlakov6920

    @dmitryburlakov6920

    3 жыл бұрын

    @@mrpedrobraga Not only for proving things really IMO. It's very useful when you need extra control of the program state, when there's a lot of inputs and outputs. That way having pure functions, higher-order functions and controlled storage makes it much easier to see what's going on in your environment. You can take a snapshot of your state or even reverse it, you can control state flow in general. Not saying that it's impossible with an imperative way, but the concept itself I think means a lot and makes a great change if used properly, even if it's completely abstract and has no connection whatsoever with what's going on in the program really. However, you'll likely will sacrifice performance, and if performance meant by "efficiency" I think that's true it's rather inefficient because computers are really Turing machines, and state and sequences means a lot. So I guess any functional language backend built with a lot of abstractions which give some performance penalty -- as with the majority of abstract structures. I don't have CS degree however, maybe I'm wrong but from my experience they were a bit slower usually. But if you need to take a control over something complex, lambdas are great too in practical programming. And sometimes it's just simpler to express something in lambda/functional way! At least any SE student should try to. At least for me, it changed mindset quite much. That's why it's so popular nowadays I think and should be deeply covered on SE programs instead of some "Best Practices" for another getter/setter in Java or C#.

  • @jflopezfernandez
    @jflopezfernandez6 жыл бұрын

    I was starting to read my copy of Programming in Haskell and I realized the author was from the University of Nottingham, so I looked his name up to see if he'd appeared in any videos and I was shocked to find out this is him! So cool to see that I already both knew and liked Professor Hutton before even starting his book!

  • @ghy30

    @ghy30

    5 жыл бұрын

    Haha I was lucky to be his student learning Haskell in his course last year, his teaching was the best!

  • @goodester6924

    @goodester6924

    3 жыл бұрын

    Thank you for sharing this. I'm currently reading his Haskell book as well and didn't realize it was him in this video.

  • @ltpetrenko

    @ltpetrenko

    3 жыл бұрын

    is the book as verbose and confusing as the video? "Love" his choice of function names same as Boolean values. No operation precedence "helped" as well. Watched 5 times.

  • @jflopezfernandez

    @jflopezfernandez

    3 жыл бұрын

    ​@@ltpetrenko Remember that this introduction to functional programming is taking place in Untyped Lambda Calculus; the idea is that there is no such thing as a Boolean value until you encode it somehow, which is what he's showing here. In other words, the functions and the types aren't "sharing" a name, the functions themselves define the types, so they literally *are* the same thing, in the same way that your name and you are the same thing. The precedence in functional programming can definitely be pretty confusing at first, but it's actually really simple. Literally just start reading from left to right, taking however many arguments you need. It looks weird, but literally just apply the function: TRUE means pick the first of two things, whatever they are, so if you have TRUE FALSE TRUE, obviously the first thing is the function, and FALSE is the first of the two arguments, so that's the result of the function. Believe it or not, this idea gets even simpler. The fact that you can represent any computation by a sequence of partial function applications in which each component function takes only one argument is related to something called the Curry-Howard Isomorphism, and Haskell programmers use this pretty frequently in what's called point-free notation, if I remember correctly. The point is that the sheer simplicity of these ideas can actually be really counter-intuitive, so I definitely don't blame you for feeling frustrated. To be honest, I genuinely loved the book, but I paired it with a bunch of additional resources, like "Real World Haskell", "the Haskell Road to Logic, Maths and Programming", and Bartosz Milewski's awesome Haskell tutorials at School of Haskell. It can feel like every statement is either clearly obvious and useless or super abstract and useless at first, but if you can hang in there until it clicks, I think it's 100% worth it.

  • @ltpetrenko

    @ltpetrenko

    3 жыл бұрын

    @@jflopezfernandez thank you for such a thorough reply.

  • @duckymomo7935
    @duckymomo79357 жыл бұрын

    this guy's boxes and arrows are perfect, wtf

  • @obsoleteprofessor2034

    @obsoleteprofessor2034

    6 жыл бұрын

    I think it was Michaelangelo who demonstrated he could draw a perfect circle.

  • @malandro2023

    @malandro2023

    5 жыл бұрын

    Giotto, actually.

  • @monstercolorfunco4391

    @monstercolorfunco4391

    4 жыл бұрын

    more laughs from him would be cool

  • @robbadlands9281

    @robbadlands9281

    4 жыл бұрын

    yea, that's freaky. its incorrect that they are so correct. im mad about this.

  • @TheRealDasluft

    @TheRealDasluft

    4 жыл бұрын

    I really thought I was the only one who had notice... felling better now :)

  • @maartendj2724
    @maartendj27245 жыл бұрын

    As a computational biology / bioinformatics major I'm delighted to hear a 'pure' computer scientist mention the similarities between biology and computer science :)

  • @LSNG

    @LSNG

    2 жыл бұрын

    nerd

  • @pyb.5672

    @pyb.5672

    Жыл бұрын

    I've been obsessed with the correlation of recursive computation, evolutionary biology, DNA, and Godel's incompleteness theorem. Any ideas on this from your experience in bioinformatics?

  • @phillipanselmo8540

    @phillipanselmo8540

    Жыл бұрын

    Object Oriented Programming is way more related to biology than functional programming

  • @pyb.5672

    @pyb.5672

    Жыл бұрын

    @@phillipanselmo8540 You have no idea what you're talking about.

  • @Endredos

    @Endredos

    Жыл бұрын

    😂😂😂😂😂😂😂

  • @1337GameDev
    @1337GameDev5 жыл бұрын

    The Y Combinator. That takes me back to school. Our class was given the assignment to come up with "tying the knot" to allow recursion in lambda calculus. A few students got it (in different ways), and I was SO CLOSE to getting the Y combinator, but didn't get it to work. That class was so much fun.

  • @lawrencedoliveiro9104
    @lawrencedoliveiro91046 жыл бұрын

    3:37 Note that each λ represents a function definition: so “λx.λy.x + y” is not (directly) a function of two arguments: it is a function of one argument (x) returning a function of another single argument (y) which returns the sum!

  • @happyfakeboulder644

    @happyfakeboulder644

    5 жыл бұрын

    But does it still work?

  • @AntonAdelson

    @AntonAdelson

    5 жыл бұрын

    I didn't get that at all x.x

  • @spitalhelles3380

    @spitalhelles3380

    4 жыл бұрын

    beautiful

  • @EinstienJr

    @EinstienJr

    4 жыл бұрын

    Thanks for the info :)

  • @absurdengineering

    @absurdengineering

    4 жыл бұрын

    mem reflect And here we see the trivial mapping from LISP’s s-expressions (and also RPN) to lambda calculus - and back :)

  • @jgcooper
    @jgcooper7 жыл бұрын

    requesting a video of him discussing Lambda Recursion

  • @y__h

    @y__h

    7 жыл бұрын

    soon

  • @KorsarNek

    @KorsarNek

    7 жыл бұрын

    spj and then he will just refer back to this video...

  • @Acuzzio

    @Acuzzio

    7 жыл бұрын

    Yes, please

  • @dzhiurgis

    @dzhiurgis

    7 жыл бұрын

    where he gives an example of him discussing Lambda Recursion

  • @JamesBradford1

    @JamesBradford1

    7 жыл бұрын

    please, Yes

  • @von_nobody
    @von_nobody6 жыл бұрын

    Probably one thing this video is lacking is emphasizing fact that as `x` you can pass not only numbers but another function too. This way `TRUE FALSE TRUE` look very strangle but have meaning. Using other syntax we could write this like that: `TRUE(FALSE, TRUE)` this look and work same as `f(5)` or `sin(Pi*2)` but instead returning number its return another function. As a approximation we could write `λ x. λ y. x + y` as `f(x,y) = x + y` and `λ b. FALSE TRUE` as `not(b) = b(FALSE, TRUE)`.

  • @orokushi5953

    @orokushi5953

    6 жыл бұрын

    Thank you! I thought we take TRUE, then pass its output to FALSE, then pass its output to TRUE again, and have several undefined inputs! But now i get it. Thank you again. :)

  • @christophescholliers5141

    @christophescholliers5141

    6 жыл бұрын

    Just wanted to say that you did great with making the translation to more modern syntax. However, TRUE(FALSE, TRUE) is not an entirely accurate translation. You should look at it as (TRUE(FALSE))(TRUE). The first application of TRUE(FALSE) returns a new function which you later apply to TRUE. If you are interested in these kind of things you should look up "currying".

  • @tlacmen

    @tlacmen

    5 жыл бұрын

    @@christophescholliers5141 true was defined to take two inputs, was it not? how can it suddenly take just one function?

  • @tlacmen

    @tlacmen

    5 жыл бұрын

    ah, never mind, some gentleman actually already answered that exact question elsewhere in the comments :D

  • @black_wink1649

    @black_wink1649

    4 жыл бұрын

    Christophe Scholliers hahahahaha I just came from this Chanel’s video on currying after it told me to come here

  • @DustinRodriguez1_0
    @DustinRodriguez1_07 жыл бұрын

    I imagine that if someone had never heard of the lambda calculus before and they watched this video, they would have a problem when they hit his claim that it can encode any computation. He says, correctly, that the lambda calculus includes functions and variables and a means of application... but he previously used an addition operator and the number '1'. Lambda calculus does not include either of those things. They have to be constructed. The ways they are constructed are pretty interesting, IMO.

  • @frankfahrenheit9537

    @frankfahrenheit9537

    6 жыл бұрын

    Sounds like intellectual masturbation. Need a TRUE? Use 1. Construction finished.

  • @TofuBug24

    @TofuBug24

    4 жыл бұрын

    ​@@frankfahrenheit9537 That's fine if you are the one writing all the logic, what Lambda calculus allows you to do is pass around actual logic like you do with data. That's why languages like C# can have a Method called .ForEach(Action Lambda) where Action is a Lambda expression that doesn't return anything but its logical definition is provided by the programmer using the method OR in a more advanced idea since any logical idea can be represented in a lambda expression you can have a program that allows an end user to check boxes and select drop downs that collectively feed into generating logic that is converted into a lambda express and passed into the existing code base to then be executed like it was originally written into the program. pretty crazy and fun stuff to play with. To make all that work the programing framework needs to understand the FULL language of logical representation. Abstract Syntax Trees are how that happens Simple example NOT (A OR FALSE) translates to Unary Expression - Lambda Expression Takes 2 parameters The Operator [NOT], and a Value [The result of (A OR FALSE)] , it returns one value L_Operator Expression - Lambda Expression Actually does the NOT logic L_Group Expression [( )] - Lambda Expression Takes multiple parameters) returns one value L_Binary Expression [A OR B] - Lambda Expression takes 3 parameters, Left [A], Right [FALSE], Operator [OR] it returns one value L_ Value Expression [A] - Lambda Expression takes 1 parameter [Variable name], returns the in memory value of that variable L_ Constant Expression [B] - Lambda Expression holds a constant value in this case FALSE L_ Operator Expression [OR] - Lambda Expression defines how the Left and Right parameters are combined It can get pretty nuts looking into an abstract syntax tree for even the most basic algorithms but understanding that the ONLY thing the computer understands is Expressions all we do is teach it to tell the difference between common expressions by abstracting away the differences e.g. Binary Expression (can be ANYTHING that takes two inputs and gives one output, +, -, /, *, OR, AND, XOR, NOR, etc) pretty powerful stuff in a REALLY condensed code base if you actually look at the logic for how abstract syntax trees work (just a logic wood chipper that keeps breaking it down into its most basic parts and then executing or reconstructing them as needed)

  • @kaynex1039

    @kaynex1039

    3 жыл бұрын

    @@frankfahrenheit9537 This is the difference between programming and computer science. Yeah, if you're making a game, just use 1. If you want to better understand the logical structures that can go into programming languages, then abstractions are necessary.

  • @reinux

    @reinux

    2 жыл бұрын

    The point that's being missed is that it's a universal language the way NANDs are universal operators, By combining nothing but NAND gates or the three lambda constructs, you can compute anything.

  • @y__h
    @y__h7 жыл бұрын

    Haskell Brooks Curry got his entire name as computer science terminologies. What an achievement.

  • @ZonkoKongo

    @ZonkoKongo

    6 жыл бұрын

    I know first and last name, but what computer science terminology is "brooks"?

  • @ankushmenat

    @ankushmenat

    6 жыл бұрын

    en.wikipedia.org/wiki/BrookGPU en.wikipedia.org/wiki/Haskell_(programming_language) en.wikipedia.org/wiki/Curry_(programming_language)

  • @martinsaip2504

    @martinsaip2504

    6 жыл бұрын

    And don't forget currying! ;-)

  • @BluntForceTrauma666

    @BluntForceTrauma666

    6 жыл бұрын

    That's one of the most bass-ackwards way of looking at things I think I've ever read. Don't you think that a MUCH better statement would be, "What an achievement, to have three computer science terms derived from your first, middle and last name"?

  • @felres

    @felres

    6 жыл бұрын

    Thats not true though. BrookGPU is completely unrelated to Haskell Brooks Curry.

  • @vedantnemane1148
    @vedantnemane11483 жыл бұрын

    Never delete this video. As a university comp sci student, this video is invaluable to me. The examples are on point, the explanation is succinct, history for background- I'm only halfway in, but I've understood SO MUCH. THANK YOU.

  • @XDinky
    @XDinky4 жыл бұрын

    This feels like listening to an alien explaining logic. It's so much different from the way I'm used to think about it, yet it makes perfect sense once translated

  • @TheRastaDan
    @TheRastaDan3 жыл бұрын

    I'm really glad I took this optional class in my CS-Bachelor which was called "Alternative Programming Paradigms" where we explored both logical programming with Prolog and functional programming with a LISP dialect called Racket. Even understanding only the core concepts of this languages just opens up the mind so much and makes you think different about problems when comming back to Java or Python

  • @reinux

    @reinux

    2 жыл бұрын

    I don't know why CS curriculums still treat it as alternative. You'd think both theoretically and practically, these things should be front and center.

  • @esobrev

    @esobrev

    7 ай бұрын

    it’s a shame anyone would ever return to java

  • @chriswilson1853
    @chriswilson18535 жыл бұрын

    I'm a computer programmer with 25 years' experience and I am totally baffled! I've never understood Haskell either. Perhaps I can't see the wood for the trees.

  • @jeffreywbaumann1210

    @jeffreywbaumann1210

    2 жыл бұрын

    I think this all stems from the inverse relationship between comprehensibility and availability of grant money.

  • @anthonynguyen2027
    @anthonynguyen20272 жыл бұрын

    that last remark, the connection to biology is beautiful. i love finding parallels between programming and nature

  • @iroxudont
    @iroxudont7 жыл бұрын

    Whats the deal with the camera pointed at the paper?

  • @expertmax32

    @expertmax32

    7 жыл бұрын

    Unfortunately this channel is ruined by the bad camerawork.

  • @necropola

    @necropola

    7 жыл бұрын

    ... and bad choice of clothing for sitting in front of a camera.

  • @gabbergandalf667

    @gabbergandalf667

    7 жыл бұрын

    golly you sure have a low bar for what constitutes "ruined"

  • @wierdalien1

    @wierdalien1

    7 жыл бұрын

    gabbergandalf667 some people are never happy

  • @JrIcify

    @JrIcify

    7 жыл бұрын

    Lol first it was the audio now it's one of the cameras.

  • @andythedishwasher1117
    @andythedishwasher11172 жыл бұрын

    That bit at the end about biological systems running on something like lambda calculus was a mind exploder.

  • @jyrikgauldurson8169
    @jyrikgauldurson81697 жыл бұрын

    Not entirely correct; the basic untyped lambda calculus doesn't have numbers and operations like +. They have to be encoded using the three fundamental constructs, i.e., variables, lambda abstractions and applications.

  • @ganondorfchampin

    @ganondorfchampin

    6 жыл бұрын

    The point was to explain what the lambda operator does in a method that isn't entirely abstract.

  • @wpherigo1
    @wpherigo16 жыл бұрын

    That was fascinating. I’ll have to watch it 5 more times and run thru the examples several times, but it is still very helpful in trying to understand what Lambdas in Java, etc., are trying to do.

  • @SkyyySi

    @SkyyySi

    Жыл бұрын

    For the record: In most imperative programming languages, a lambda just means a function that you can pass as if it were any other data type (like a string).

  • @Kembread
    @Kembread7 жыл бұрын

    My favourite Computerphile video in a while! Grand job, Professor Hutton!

  • @gavintoohey6604
    @gavintoohey66044 жыл бұрын

    Thank you for this video. Learning about functional programming and the foundations of mathematics really does excite me. Love your stuff computerphile and Professor Graham Hutton's work seems really cool

  • @adelinghanayem2369
    @adelinghanayem23693 жыл бұрын

    Wow, I wish I had a professor like him back when I was a student, so clear explanation !

  • @samirm
    @samirm7 жыл бұрын

    make a video on the Y comb. please

  • @SJohnTrombley

    @SJohnTrombley

    7 жыл бұрын

    For a brief explanation: Y=λf.(λx.f (x x)) (λx.f (x x)) if we apply Y to some function g we get: Y g =(λf.(λx.f (x x)) (λx.f (x x))) g = (λx.g (x x)) (λx.g (x x)) (this process is called beta-reduction, btw) Applying the first λx to the second λx yields: g ((λx.g (x x)) (λx.g (x x))) now, the parentheses contain identically Y g (from the 4th line), so we have: Y g = g (Y g) The fact that that's recursive should be self-evident.

  • @samirm

    @samirm

    7 жыл бұрын

    Thanks, but that doesn't help.

  • @SJohnTrombley

    @SJohnTrombley

    7 жыл бұрын

    To elaborate a little, in the line beginning "Y g", I'm simply substituting g for f. In the line beginning "g ((", I'm substituting the second "(λx.g (x x))" for x in the first "(λx.g (x x))". After you do both of those things, you'll notice that the thing inside the parentheses after the g on that line is the same as the result of substituting g for f, hence Y g = g (Y g). This is recursive because you can keep substituting g (Y g) for Y g, getting g (g (g ...(Y g)...)). To be clear this is an infinite recursion, not a terminating one. Sorry if that didn't clarify anything.

  • @samirm

    @samirm

    7 жыл бұрын

    That's much better, thank you!

  • @xybersurfer

    @xybersurfer

    7 жыл бұрын

    great idea. i would love to see an explanation of that thing

  • @borislavhristov1064
    @borislavhristov10647 жыл бұрын

    That linking of biology with lambda calculus at the end was kind of mind-blowing..

  • @andresgongoraYT
    @andresgongoraYT4 жыл бұрын

    I haven't finished this video yet, but I'm thrilled by how structured and clean your explanation is!

  • @anonymousone6250
    @anonymousone62507 жыл бұрын

    The true and false functions you described are like MUX gates, which are universal AND -> lambda x . lambda y . x y false OR -> lambda x . lambda y . x true y

  • @regmemer9198

    @regmemer9198

    6 жыл бұрын

    Well, of course! What do you think CPU architecture ultimately boils down to? It's of no coincidence.

  • @npexception
    @npexception7 жыл бұрын

    I would love to see a video on the Y-combinator. It took me quite a while to grasp the concept when I first learned about it a while back, and it would be interesting to see it being explained in a (probably) easier to understand manner.

  • @herksen

    @herksen

    Жыл бұрын

    Same here. I really appreciate the video, but it is quite abstract. I didn’t have an ‘Aha Erlebnis’. Also, i cannot read the text on the paper sheets. Why not present it full screen. It’s nice to see your face, but it doesn’t help me understanding it better.

  • @dieteralfred8636
    @dieteralfred86363 жыл бұрын

    From all speakers at Computerphile I can understand your explanations best.

  • @bartvh07
    @bartvh076 жыл бұрын

    Interesting, but "why is it useful" is never addressed. Famous researchers, lambda calculus is compact so probably elegant, and an example of basic logic. But *why* is lambda calculus useful? What insights has it produced apart from being a simple & effective computing model? In my opinion this should go at the start of the video, before history and details!

  • @bernardonunes128

    @bernardonunes128

    4 жыл бұрын

    4:42

  • @soundcore183

    @soundcore183

    4 жыл бұрын

    It all translates to final state automata. which uses a regular language, which means you can express every line of code with that logic. Maybe useful if building minimal models which means your code running the best way possible?

  • @fnors2

    @fnors2

    4 жыл бұрын

    @@soundcore183 Applied lambda calculus is basically functional programing. The main feature of which is that there are no side effects from using any function. You generally have to go out of your way in functional languages to get side effects (i.e. actual data being written/modified). This can become extremely useful in situations like multi-threading or server connections. It also offers a lot more consistency to the code, since the outputs don't depend on anything other than the actual inputs given to a function.

  • @agreencat3484

    @agreencat3484

    4 жыл бұрын

    If I'm not mistaken, it also bridge mathematics and computers. In the beggining computer were made to do maths calculation. The mathematical notion behind calculation is functions, which is formalised in set theory. Those functions themselves formalise equation in physics I guess. The thing is that set theory doesn't mean anything in terms of digital electronic circuits. That is why Church wanted to formalise mathematical functions in a way that means anything for electronics. He came up with Lambda calculus. Then the Churh-Turing hypothesis say that lambda calculus and turing machine are equivalent, or something like that. Then the Turing machine concept, implemented with von Neumann architecture were used to make working general purpose computers.

  • @maheshprabhu

    @maheshprabhu

    3 жыл бұрын

    @@soundcore183 lambda calculus is more powerful than regular expressions. Lambda calculus is equivalent to a turing machine and hence is more expressive.

  • @TimJSwan
    @TimJSwan7 жыл бұрын

    I like this guy. He explains it better and more concisely than I do.

  • @adam7425
    @adam74255 жыл бұрын

    Super helpful! This explanation worked for me better than the last few. Thanks!

  • @alastairleith8612
    @alastairleith86123 жыл бұрын

    love the dot-matrix printer paper for notation. nice reference to an exciting period history of computing. I self-taught myself fortran when I was 10 by reading out fortran code print outs for Adventure game and Star Trek from the ND-6000 mainframe my dad did his research on in the lab. always had lots of old printouts to use for drawing on.

  • @NinaTheLudaca
    @NinaTheLudaca7 жыл бұрын

    such a great explanation. please, more videos with Prof Hutton!

  • @matthewgiallourakis7645
    @matthewgiallourakis76457 жыл бұрын

    Finally an episode on lambda calculus 😃

  • @hungrycoder3148
    @hungrycoder31485 жыл бұрын

    Just a little suggestion. When you say "Computerphile has videos on X", you can make that video's thumbnail appear at the right side of the screen, so that we can go directly to that video if we want. Thanks for great videos btw.

  • @MarcoAngelucci23
    @MarcoAngelucci237 жыл бұрын

    Also worth mentioning the Curry-Howard isomorphism, generalizes the idea that lambda calculus and the turing machine are equivalent.

  • @msurai6054
    @msurai60547 жыл бұрын

    What is the advantage of using: (λx. x+1) 5 rather than something like: f(x)=x+1 f(5) ?

  • @remedan1

    @remedan1

    7 жыл бұрын

    With your example there really isn't one. But lambda calculus is all about functions. It allows you to apply functions to other functions nicely. Look at the example with NOT in the video. You couldn't really do that (efficiently) with the conventional f(x) = y

  • @Wafflical

    @Wafflical

    7 жыл бұрын

    not(b) = b(false, true)

  • @theodorberza9933

    @theodorberza9933

    7 жыл бұрын

    The second is syntactic sugar for the first. ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-001-structure-and-interpretation-of-computer-programs-spring-2005/video-lectures/

  • @boptillyouflop

    @boptillyouflop

    7 жыл бұрын

    f(x)=x+1 f(5) is classical Mathematics: x is a real number and you can apply algebra and you can have numbers like 1.2435278567... heck, you can even have numbers with infinite never-repeating digits that would take infinite amounts of information to describe and it still holds. (λx. x+1) 5 is lambda calculus, which is really a programming language and not a math system, you can't really do algebra on it and fundamentally it doesn't even really have numbers: +, 1 and 5 are actually functions in this example - ex: 5 is a function that takes its input and turns it into a function that's the same but applied 5 times. Lambda Calculus can't really have infinitely random numbers, with infinite digits and requiring infinite amount of information to express. Lambda Calculus ONLY has functions. Logically, your functions take a function as an input and return a function as a result (since there are no other manipulatable objects). The insight is that even just having functions that take a function and turns it into a new function is actually so powerful as a mechanism that you don't need anything else.

  • @davidwuhrer6704

    @davidwuhrer6704

    7 жыл бұрын

    +boptillyouflop You can encode algebra in lambda calculus.

  • @retf054ewte3
    @retf054ewte38 ай бұрын

    what I like about mathematicians and computer programmers, is that they are usually very humble. The more you know, the more humble you become.

  • @4.0.4
    @4.0.47 жыл бұрын

    So this means you can simulate the sequential memory of a Turing machine using only functions and parameters?

  • @ChristopherKing288

    @ChristopherKing288

    7 жыл бұрын

    aiklarung yep

  • @deepshuklaofficial
    @deepshuklaofficial5 жыл бұрын

    Awesome Explanation sir Thank you so much sir for some unique knowledge which you gave me about Lambda Calculus

  • @darrusgoh
    @darrusgoh Жыл бұрын

    This video is so important! I've been trying to learn functional programming and trying to understand what's the whole point of it, and this one video pretty much explains it all!

  • @herrbonk3635

    @herrbonk3635

    Жыл бұрын

    Does it? I didn't get anything out of it. I understand the point with having anonymous functions (which I implemented in my language's compiler), and I know they are called "lambdas" :) But that's it.

  • @KingOfBlades27
    @KingOfBlades274 жыл бұрын

    I am pretty sure the major amount of people have the same problem that I am having with this one: I understand well for example what AND and OR mean in programming. Also when I see Lambda Calculus like on this video's paper I can easily read through it, evaluate it and confirm it works. But what I don't have is the logic on how am I supposed to figure out a lambda function for AND or OR. I have checked some of the examples others have wrote and after thinking about them for a while I can understand why they work. But still I have no clue how I am supposed to get these functions if I don't already know them.

  • @maxmanium2032
    @maxmanium20327 жыл бұрын

    How fitting, I've just once more finished Half-Life.

  • @benverret7968

    @benverret7968

    3 жыл бұрын

    I've been watching Half-Life videos recently and got "Lambda Calculus" recommended to me.

  • @gamitrooox1856
    @gamitrooox18564 жыл бұрын

    Me: *Trying to concentrate on what he says* Guy in clip: *Winking every second he looks at the camera*

  • @cedricproper5256
    @cedricproper5256 Жыл бұрын

    There is no logical way I can dislike this video. THANK YOU. Subscribed.

  • @leo386386
    @leo3863864 жыл бұрын

    Awesome video. Congratulations you demystified all questions that I had.

  • @timh.6872
    @timh.68727 жыл бұрын

    Kinda wished he would have mentioned something about how lisp is a rendering of lambda calculus, since the left hand term is expanded into a function and applied to the rest of the terms, parenthesis giving an ordering. I also hope they follow up with simply typed lambda calculus and the derivatives of it, eventually.

  • @jezza10181
    @jezza101816 жыл бұрын

    How to turn very simple concepts into convoluted nightmares in one simple step lol

  • @kaynex1039

    @kaynex1039

    3 жыл бұрын

    Designing programming languages is definitely not simple haha

  • @johanandersson8464
    @johanandersson84647 жыл бұрын

    The Y-combinator is mind blowing. It gets me ever time. I learned about it through the excellent book The Little Schemer. It will expand your mind if you let it.

  • @stIncMale
    @stIncMale7 жыл бұрын

    This video is very interesting! I'm looking to watching the next part

  • @CaioPetrelliCominato
    @CaioPetrelliCominato7 жыл бұрын

    From where I stand, I see that the functions will vary depending on the way you define true and false for example. Using the definition of true and false used in the video we can safely assume that: The OR expression can be written as: (λb.λb'.b b b') The AND expression can be written as: (λb.λb'.b b' b) At least using True and False as arguments that would work

  • @_aullik
    @_aullik7 жыл бұрын

    The syntax for the NOT in 8:22 was pretty confusing. Took me a while to figure out what you mean with how to apply your syntax correctly to higher functions. I hope i understood it or my answers for OR and AND wont make sense As i dont wanna lookup the lambda sign. im going to be using the l key OR: lb1. lb2. b1 TRUE b2 AND: lb1. lb2. b1 b2 FALSE OR2: lb1. lb2. NOT (AND (NOT b1) (NOT b2)) AND2: lb1. lb2. NOT (OR (NOT b1) (NOT b2))

  • @PeterAuto1

    @PeterAuto1

    7 жыл бұрын

    Is correct. In Haskell this syntax is used. For lambda is \ normally used

  • @WaliSayed
    @WaliSayed11 ай бұрын

    Well explained, thank you. For me as a student of MSc, this was enough to understand Lambda.

  • @zpinacz
    @zpinacz3 жыл бұрын

    Super interesting, please bring more !

  • @probablyapproximatelyok8146
    @probablyapproximatelyok81465 жыл бұрын

    Just as a reminder: true chooses the 1st input. false chooses the 2nd. AND: λb1. λb2. b1(b2, False) OR: λb1. λb2. b1(True, b2) XOR: λb1. λb2. b1(b2(False, True), b2)

  • @KidNamedKewlHam

    @KidNamedKewlHam

    5 жыл бұрын

    yet there's no 3

  • @marcthatcher
    @marcthatcher6 жыл бұрын

    love these theoretical CS videos

  • @Damoon2543
    @Damoon25435 жыл бұрын

    Very interesting explanation. Thank you very much for the great video.

  • @user-gj3lj7kv2u
    @user-gj3lj7kv2u3 жыл бұрын

    The Y operator example is so cool!

  • @unev
    @unev7 жыл бұрын

    Thanks for sharing your knowledge! But please consider the editing style, it's 10 times harder to grasp a new notation when you jump between the viewes of notation and presenter's head all the time. Take care

  • @Ricocossa1
    @Ricocossa17 жыл бұрын

    Truly a beautiful isomorphism (lambda calculus/turing machine)

  • @MacDeth
    @MacDeth7 жыл бұрын

    I want some more of Professor Graham Hutton!

  • @dscheme4427
    @dscheme44274 жыл бұрын

    These videos are all really interesting.

  • @carlostrebbau2516
    @carlostrebbau25167 жыл бұрын

    Check out Douglas Hofstadter's Goedel, Escher, Bach for a deeper exploration of the analogy made between recursion and DNA.

  • @jollyjack5856
    @jollyjack58567 жыл бұрын

    please show less of the person's face and more of the paper with actual code written on it. it is easier to follow the stuff if it is seen on screen for longer.

  • @MrMentholSlim

    @MrMentholSlim

    5 жыл бұрын

    pause buttons are real.

  • @zelioz848

    @zelioz848

    4 жыл бұрын

    Did you know, pause buttons are a thing?

  • @w1d3r75

    @w1d3r75

    4 жыл бұрын

    XD

  • @AaronHamm

    @AaronHamm

    4 жыл бұрын

    Buncha smart asses think you want to just stare at the equation in silence and ponder it for a bit rather than hear the related dialog concurrently, apparently...

  • @unclesam997

    @unclesam997

    4 жыл бұрын

    Just to clarify, there wasn't any code in this video

  • @marcelobeani
    @marcelobeani Жыл бұрын

    Nice Video, thanks for the excellent explaining. Cheers from Brazil.

  • @seckinkukrer6920
    @seckinkukrer69206 жыл бұрын

    Damn, amazing topic, amazing teacher, clear perspective.

  • @milankovacs4259
    @milankovacs42592 жыл бұрын

    My Professor told me "if you understand Lambda calculus, you will understand everything" I am afraid I will not understand anything

  • @kyleburge923
    @kyleburge9237 жыл бұрын

    This channel should discuss Lisp someday!

  • @ntwede

    @ntwede

    5 жыл бұрын

    Whatth lithp?

  • @peterzsurka2703
    @peterzsurka27037 жыл бұрын

    That was really interesting, I'd be very interested in seeing a video on the y-combinator.

  • @robertbrummayer4908
    @robertbrummayer49082 жыл бұрын

    Your videos are excellent

  • @lawrencedoliveiro9104
    @lawrencedoliveiro91046 жыл бұрын

    2:47 The important point is that the same inputs always produce the same outputs.

  • @shahinmodaresenshayi3576
    @shahinmodaresenshayi35765 жыл бұрын

    In my opinion (as a C programmer) Turing's understanding of computation and the way he modeled the notion using his machine is far superior to this approach. This approach is really counter intuitive, at least for me...

  • @adamleblanc5294

    @adamleblanc5294

    4 жыл бұрын

    The lambda calculus has a big advantage for modern computing. It can more easily take advantage of multicore machines as it does not rely on state, and proper implementations of it in languages like haskell make it very easy to work with. Worth at least learning Haskell and building a few things with IMO.

  • @bsummer
    @bsummer2 жыл бұрын

    How i got here >> Cloud Engineering (lamda Function in AWS) >> Programming language >>Python >> had to learn Function programming to understanding a few concepts >> Then curiosity brought me here. Every Computer Scientist should Know this.

  • @daryoushmehrtash7601
    @daryoushmehrtash76017 жыл бұрын

    Thanks to this the light bulb went on for me in understanding the significance of the notion of "encoding the computation".

  • @zacharytack6932
    @zacharytack69325 жыл бұрын

    Is this similar to Ligma calculus? I’ve heard of it but I’m not too sure how it works.

  • @MadocComadrin

    @MadocComadrin

    4 жыл бұрын

    The ligma calculus is closer to the updog calculus.

  • @eldaneuron4183

    @eldaneuron4183

    4 жыл бұрын

    What’s updog calculus

  • @pianochannel100

    @pianochannel100

    4 жыл бұрын

    @@eldaneuron4183 You'd need to know the sugon identity to understand that.

  • @Economically.

    @Economically.

    3 жыл бұрын

    What's Ligma?

  • @PaulaJBean
    @PaulaJBean7 жыл бұрын

    In Python: >>> (lambda x: x + 1)(8) 9 >>> (lambda x, y: x + y)(6, 4) 10

  • @shell2673
    @shell26737 жыл бұрын

    really needed a video like this...thanks

  • @unutilized
    @unutilized3 жыл бұрын

    gifted teacher. thank you for this great content always

  • @kingjamie2
    @kingjamie27 жыл бұрын

    why is it that "recursion" or "not" has to be encoded but mathematical operators like plus + do not have to be encoded?

  • @sirknight4981

    @sirknight4981

    5 жыл бұрын

    Pretty sure they actually do have to and that it was just an example. One for example has to be encoded.

  • @markenangel1813

    @markenangel1813

    5 жыл бұрын

    They do have to be encoded, but since this was an example, it had to be simple, and was therefore dumbed down to a level that needed no prior knowledge to understand. The number 1 needs to be encoded, as well, BTW.

  • @dmitripogosian5084

    @dmitripogosian5084

    Жыл бұрын

    They do, and by missing explaining that, the lecturer threw the baby out with the water

  • @Ludix147
    @Ludix1477 жыл бұрын

    Why the hell do the current releases match my lecture on Computer Science so closely? We just learned about the lambda calculus yesterday!

  • @AndreasToth

    @AndreasToth

    5 жыл бұрын

    There's probably a lambda expression to explain it known as recursive releases.

  • @b1n
    @b1n5 жыл бұрын

    I think that why a lot of people get confused is because you pass a 'true' or 'false' *function* into the not function and the passed in function is applied to a true and a false *value* .

  • @andrewthompson9714

    @andrewthompson9714

    Жыл бұрын

    I had to watch it like 3 times and follow along in Haskell before I got it lol.

  • @pranavpolakam5371
    @pranavpolakam5371 Жыл бұрын

    “And that’s basically all there is to the lambda calculus” Me: *looks at the progress bar Progress bar: Only 4 minutes into a 12.7 minute video

  • @nicholas1460
    @nicholas14607 жыл бұрын

    Well, now I guess I know where the ycombinator website got it's name. Sometime I'm going to have to listen to this video while λb.b FALSE TRUE multitasking.

  • @frankfahrenheit9537

    @frankfahrenheit9537

    6 жыл бұрын

    You better forget this video ASAP

  • @Ganonink
    @Ganonink7 жыл бұрын

    1. Put the quality to 144p 2. Look at the guy's shirt 3. ???? 4. Profit

  • @sSunbeamM

    @sSunbeamM

    7 жыл бұрын

    Benefit

  • @zokalyx

    @zokalyx

    6 жыл бұрын

    5. Receive likes

  • @Xgil2Play

    @Xgil2Play

    6 жыл бұрын

    It becomes polka dots

  • @yaelmartincalzada1357
    @yaelmartincalzada13573 жыл бұрын

    I love you haha, you saved me from a task in the faculty, I hope my teachers will explain how you

  • @wixic111
    @wixic1117 жыл бұрын

    Looking forward to the next semester now

  • @ferna2294
    @ferna22947 жыл бұрын

    The logical part of the video almost kills me. I think I need a doctor.

  • @-XArchLinuxEnjoyerX-
    @-XArchLinuxEnjoyerX-6 жыл бұрын

    why do almost all guests to this channel use that specific type of paper...? weird question

  • @d-rex7043

    @d-rex7043

    4 жыл бұрын

    Back in the days, that's what a printer printed on

  • @-XArchLinuxEnjoyerX-

    @-XArchLinuxEnjoyerX-

    4 жыл бұрын

    @@d-rex7043 i actually like it, weirdly

  • @joshuaunderwood7
    @joshuaunderwood77 жыл бұрын

    I want to see the Y combinator explained. Also the SKI combinatory too. Lambda calculus is so powerful, and it feels more primitive than even arithmetic or geometry!

  • @pedroantoniodesouzasilva2068
    @pedroantoniodesouzasilva20685 жыл бұрын

    Okay, now I'm amazed! Thank you

  • @christopherellis2663
    @christopherellis26637 жыл бұрын

    I am none the wiser. it seems to be a translation of modes of notation, without any substantial elements to grasp

  • @bigbox8992

    @bigbox8992

    5 жыл бұрын

    Interesting

  • @juancuadra3697
    @juancuadra36977 жыл бұрын

    I went into sleep mode.

  • @vendicarkahn4860

    @vendicarkahn4860

    4 жыл бұрын

    You didn't miss anything but nonsense.

  • @OjasMaheshwari-sn3sw
    @OjasMaheshwari-sn3swАй бұрын

    Note:- Its important to mention the meaning of SPACE in lambda calculus syntax, a space means that the second value is being applied to the first value. So NOT TRUE means that TRUE is being fed as an input to the NOT function. Similarly, it means that in TRUE FALSE TRUE, First FALSE is being applied to TRUE and then TRUE is being applied to the output of the formal function.

  • @kinxofsepluv
    @kinxofsepluv7 жыл бұрын

    Looking forward to any covering of SKI Calculus if we are continuing down this FP line. Been hoping for these to be covered for a long time.

  • @mariank.2210
    @mariank.22107 жыл бұрын

    this is very interesting, I wish more of these 'lambda calculus' or 'lambda expressions' videos... though I don't quite get the explanation of NOT function... is there any link to some further sources?

  • @frknklcsln
    @frknklcsln7 жыл бұрын

    Double helix is not made of two copies of the same thing.They are complementary not identical.

  • @davidwuhrer6704

    @davidwuhrer6704

    7 жыл бұрын

    More interesting is the question whether DNA is recursive.

  • @frknklcsln

    @frknklcsln

    7 жыл бұрын

    David Wührer Recursive on terms of what ?

  • @davidwuhrer6704

    @davidwuhrer6704

    7 жыл бұрын

    Furkan Kılıçaslan​​​ From the Devil's Data Processing Dictionary: recursion: n. _see: recursion_ Another way to put it is to ask if it can do loops. Again from the Devil's DP Dictionary: endless loop: _see: loop, endless_ loop, endless: _see: endless loop_

  • @frknklcsln

    @frknklcsln

    7 жыл бұрын

    David Wührer I know what recursive is and there are some repeating sequences in DNA but i am not sure if DNA can be called recursive

  • @davidwuhrer6704

    @davidwuhrer6704

    7 жыл бұрын

    Furkan Kılıçaslan Neither am I, which is why I think it is an interesting question. We know it is code, and it involves programs for proteins as well as code about how to process them, and even about turning parts of the code on and off, as well as error correction and redundancy. But do the processors process the programs purely sequentially, or can the code refer them to other parts of the code? More topically: Does DNA encode instructions on how to decode instructions in the DNA or derived from instructions in the DNA? In some sense it has to, because it replicates itself by following the instructions it replicates via processors built from these instructions. But is the encoding itself recursive? Does it maybe have an equivalent of the Y-combinator? Or is the self-replication the only recursive aspect of it (which is more a phenotypical property, depending on how you look at it). The double helix structure is more about the re-assembly of the code after use, as far as I understand, and the similarity of it to function definitions more or less co-incidental. How deeply the code can be mapped to purely mathematical concepts however, or if it can at all, is the interesting question hinted at here.

  • @drubrandon5003
    @drubrandon50032 жыл бұрын

    Very well explained. Thank you

  • @SevenDeMagnus
    @SevenDeMagnus4 жыл бұрын

    Thanks sir Newstn for calculus. Lambda Calculus was tested to compete with binary for computation.