Lecture 14: Depth-First Search (DFS), Topological Sort

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  • Опубликовано: 28 янв 2025

Комментарии • 216

  • @neuron8186
    @neuron8186 3 года назад +54

    "when I was 7 years old I did DFS without even knowing it"and here i am 20 yo banging my head against wall to understand topic

    • @ronitaryan5402
      @ronitaryan5402 3 года назад +1

      me too bro, me too

    • @perveenneha1423
      @perveenneha1423 3 года назад +1

      God !!!!! you just spoke my mind........ even i am 20 and literally i am hell scared of all backtracking questions ......... infact i have skipped all of them ........ hell

  • @MichaelBrashier
    @MichaelBrashier 8 лет назад +213

    I didn't know DFS when I was 7 but I did know BFS subconsciously. I used it to get home after riding all over town on my bicycle all day.

    • @ervinzhou8251
      @ervinzhou8251 7 лет назад +53

      DFS might be a bit more handy in your case lmao.

    • @Maen963
      @Maen963 4 года назад

      😂😂😂

    • @zaramomadi5569
      @zaramomadi5569 4 года назад +3

      I love this comment

    • @hkjpotato
      @hkjpotato 3 года назад +3

      no how can u use bfs?u went to block a,then street 1, 2, 3 of block a, failed. Then you move to block b. Right?

  • @excalibour00
    @excalibour00 11 лет назад +199

    Topological Sort: 42:00

    • @cloveramv
      @cloveramv 6 лет назад +2

      Wow I was smiling in my mind when this happened - 26:36
      So much so for being a student of MIT.
      .
      .
      Sorry for bad english .

    • @mrodriguezglobe
      @mrodriguezglobe 4 года назад

      thank you , you're the best

  • @saifabu1744
    @saifabu1744 7 лет назад +28

    Erik is one of my favorite professors of all time

  • @zaramomadi5569
    @zaramomadi5569 4 года назад +6

    Erik Demaine is amazing. His lectures are so fun to watch and easy to follow. I love his older lectures too but mannn his more recent ones are pure gold.

  • @sergeykholkhunov1888
    @sergeykholkhunov1888 3 года назад +5

    02:05 depth-first search
    08:58 example
    14:11 running time
    18:03 edge classification
    30:40 cycle detection
    41:57 topological sort (job scheduling)

  • @SanghoBose5
    @SanghoBose5 6 лет назад +10

    This has to be one of the best lecture in the series.

  • @zulumopuku5370
    @zulumopuku5370 5 лет назад +27

    These lectures are so easy to follow. Thanks alot MIT

  • @siennahunter9043
    @siennahunter9043 5 лет назад +426

    "when I was 7 years old I did DFS without even knowing it" weird flex but ok

    • @doom9603
      @doom9603 5 лет назад +12

      flex is real xD

    • @rj-nj3uk
      @rj-nj3uk 5 лет назад +75

      Yeah. I agree. But he is a prof at MIT and we are potatoes watching him teaching.

    • @BharCode09
      @BharCode09 5 лет назад +18

      @@rj-nj3uk Well, I'm a tomato!

    • @bartekpa
      @bartekpa 4 года назад +6

      3:54

    • @grantfaith
      @grantfaith 4 года назад +3

      i lol'ed at his comment

  • @mrodriguezglobe
    @mrodriguezglobe 3 года назад +4

    DFS Time Complexity: 14:10
    Cycle Detection: 30:00
    Topological Sort: 42:00

  • @ronthomas8331
    @ronthomas8331 9 лет назад +190

    when he was 7 years old he wrote a program to solve a maze using dfs, and that too without knowing it was dfs.WOW!!!.

    • @spandanhetfield
      @spandanhetfield 9 лет назад +35

      +ron thomas He is the youngest prof in the history of MIT. He made a prof at around 20. Check out his wiki page :D

    • @ChrisLeeX
      @ChrisLeeX 9 лет назад +8

      +Spandan Madan That is friggin awesome. He has a geeky charisma about him as well.

    • @abaybektursun
      @abaybektursun 9 лет назад +1

      +Spandan Madan bruh

    • @jackll2149
      @jackll2149 8 лет назад +8

      He should be like one of the guys in big bang theory. The only difference is he is a real person.

    • @hanssarpei5429
      @hanssarpei5429 8 лет назад +1

      f

  • @mohitnirwan9812
    @mohitnirwan9812 4 года назад +5

    It'd be really cool, if people who attended this class like 10 year ago would come here to see this video :D

  • @manishmberwani454
    @manishmberwani454 10 лет назад +14

    Superb teacher...................Wish if all colleges students can see these videos and learn better!!!!

    • @JeewanthaBandara
      @JeewanthaBandara 9 лет назад

      Manish M Berwani They can. :)

    • @manishmberwani454
      @manishmberwani454 9 лет назад

      I have seen many colleges, where students never learn from internet!

  • @BikasKatwalK
    @BikasKatwalK 4 года назад +6

    Cycle Detection: 30:00
    Topological sort: 42:00

  • @estebanlopez1701
    @estebanlopez1701 4 года назад +8

    Oh Lord, one of the brightest minds at MIT is saying that doesn't have a good memory, that's the only part of the lecture I didn't understand

    • @crjacinro
      @crjacinro 4 года назад +3

      he is a math genius. math doesn't need much memory. It needs intuition and logic.

  • @ikaros9727
    @ikaros9727 4 года назад +7

    This man is truly amazing. Would be kinda interesting to see the textbooks MIT uses

    • @nathanaelfarciert711
      @nathanaelfarciert711 4 года назад +1

      Ikaros97 According to the course website, CLRS is the textbook for this course

    • @ikaros9727
      @ikaros9727 4 года назад +3

      @@nathanaelfarciert711 Kinda funny because i use the same ^^ Its like everybody uses it but quite often its very mathematical and hard to understand

  • @dragon_warrior_
    @dragon_warrior_ 4 года назад +4

    *IMDB Rating* : 10/10 for this whole 6006 series
    edit : + extra 100points for uploading the crispy notes

  • @Victor-yn6jm
    @Victor-yn6jm 5 лет назад +33

    I was playing with mud when I was 7 years old

  • @MikeChaseJr
    @MikeChaseJr 4 года назад +3

    I wish I was bold enough to wear a pony tail, a t-shirt, and jeans to teach class lectures. I love this man.

  • @lambo2712
    @lambo2712 3 года назад

    7 years old im trying to learn to read my native language and this man already master computer language

  • @essamewaisha8746
    @essamewaisha8746 6 лет назад +6

    Edge Classification 18:22

  • @HexagonalClosePacked
    @HexagonalClosePacked 5 лет назад +12

    Erik: When I was 7 year old, one of the first computer program I wrote was for solving a maze.
    ....
    Me: When I was 7 years old, I fast and furious with my new bicycle and ended up with stitches...(that's as impressive as I can get for a 7 years old me)

  • @mindlessripoff22
    @mindlessripoff22 10 лет назад +28

    damn bruh shouts out to young demaine killing the algorithm game since a young'n!

  • @quidquopro1185
    @quidquopro1185 7 лет назад +3

    03:55 Have been sitting scratching my head the whole semester over graphs and algorithms and he drops this bomb on me 1 week before my exam. Thank you for the confidence boost mate.............................................................. (jk he is awesome :) )

  • @bogdantodasca2093
    @bogdantodasca2093 4 года назад +1

    30:10 - after explaining tree / backward/forward edges - "So what?". Exactly what I was wondering

  • @lockersrandom6161
    @lockersrandom6161 4 года назад +1

    Thank You MIT.

  • @gamingdork3681
    @gamingdork3681 4 года назад +3

    Thank u for this amazing lecture my algo professors need to learn from u both way to teach and also get some knowledge as they are absolutely terrible.

  • @Chatbot111
    @Chatbot111 2 года назад

    Breadcrumb analogy was perfect

  • @TomerBenDavid
    @TomerBenDavid 5 лет назад +1

    topological sort 42:00

  • @brandoncruz1208
    @brandoncruz1208 11 лет назад +26

    Wish I knew DFS when I was seven...

    • @jdleanne
      @jdleanne 4 года назад +6

      well i had my first c++ program written at age 25. Left that 10 yrs for other studies but still manage to work as a c++ developer during a postdoc fellowship. I don't think age matters but time management is a headache.

  • @cesare-o7l
    @cesare-o7l 5 лет назад +2

    Edit: he later corrected himself. Introduction to Algorithms (3rd edition) by T. Cormen says "We now show that forward and cross edges never occur in a depth-first search of an undirected graph". Then why did the professor say we have cross edges in an undirected graph?

  • @dakotadanderson
    @dakotadanderson 5 лет назад +1

    thank you from DePaul, MIT

  • @awesomefox4653
    @awesomefox4653 8 лет назад +6

    14:12 DFS time complexity

  • @mehmetatabal6923
    @mehmetatabal6923 4 года назад +1

    No people, that's legit he did that in 7. This guy was one of the child prodigies and he is famous for it. He got his PhD at the age of 20. What really surprised me was he said I have a terrible memory which is something that I would think every genius like him would have.

  • @nonsolomacintosh
    @nonsolomacintosh 6 лет назад +11

    In the 2005 course there was Leiserson talking shit about python.
    Now: "this is python notation"

  • @Augustinephillips
    @Augustinephillips 11 лет назад +1

    I love Erik Demaine!

  • @4blossoms
    @4blossoms 10 лет назад +1

    Erik Demaine is hot! He makes any lecture 100 times more interesting!!

  • @isabellehu9231
    @isabellehu9231 3 года назад

    28:13 but what if we don't follow that first edge? well then we follow the second one. using your logic, that first "tree" edge is actually a "back" edge! i think that these edges are just a by-product of dfs and not for generic graphs without using dfs, if that makes sense. cheers :D

  • @jasonavina8135
    @jasonavina8135 3 года назад

    This is a good lecture, but I think would be confusing for people that aren't already familiar with how a DFS works, which is simpler than it seems here. What I like about it is the how he shows the pseudocode for it and the reasoning behind that.

  • @souvikdas2759
    @souvikdas2759 6 лет назад +2

    the difference between a avg teacher and a great one is how do you communicate when students mistake. For ex: what is the time complexity? some said 'V'. He said ' A little optimistic' !! WOW !!

    • @mearaftadewos8508
      @mearaftadewos8508 2 года назад

      Most teachers are egomeniac as my observation of their characters; they enjoy tearing down students' confidence with out providing much comprehendable explanations(most of the times).
      The best teachers don't thems self that seriously and tend to build students knowledge base and confidence at the same time.

  • @ShingHim
    @ShingHim 6 лет назад +18

    Seems like the camera man is asleep half of the time but great lecture!

  • @saadabouzahir8696
    @saadabouzahir8696 8 лет назад +2

    Parent dictionary has been declared in both function is it a global variable ? or the parent's function are different? because in DFS parents contain start vertex while in the seconde one it contains father of.. with only one source.

  • @JonLee108
    @JonLee108 4 года назад +2

    36:06 - what is the difference between "where we start the search" and "the first vertex that is hit by the DFS?" thanks!

    • @zeronothinghere9334
      @zeronothinghere9334 4 года назад

      You can start your search earlier, then go over v1 to vk, before you hit v1 again. That is meant with "the first vertex that is hit by the DFS", basically, the first time you do DFS on a node that has already been visited before by that same search.

  • @thejassai8592
    @thejassai8592 7 лет назад +3

    12:20 D is a parent to nothing,so it is'nt in the parent [ ].So how do we know that it's already been visited?

  • @jimnewton4534
    @jimnewton4534 6 лет назад +1

    Doesn't a discussion of topological sort need to include mention of a tie-breaker function, and a discussion of whether the tie breaker guarantees a unique order which obeys the constraints? It seems to me, naively, that the DFS approach is insufficient with certain tie-breaker functions. It is a bit strange that both the lecturer and also Cormen [Intro to Algorithms, Thomas Cormen et.al] ignore the question of a deterministic topological sort. My first encounter with topological sort with with the linerarization of class precedence lists in object systems which allow multiple inheritance. It is of utmost importance that the the class precedence list be deterministically ordered.

  • @NytronX
    @NytronX 6 лет назад

    14:18 - Rundown of DFS (Figure 22.4) on pg. 605

  • @w1d3r75
    @w1d3r75 4 года назад

    Check the parent and if it not visited, traverse recursively

  • @ankursatya4733
    @ankursatya4733 7 лет назад

    @ 28:35 why would we follow the edge from the 2nd node from ''S' back to 'S' in case of undirected graph?

  • @sudhanshudey758
    @sudhanshudey758 3 года назад +1

    In the graph shouldn't the arrow drawn on the edge be from B to D?

  • @andreibozantan
    @andreibozantan Год назад

    Is it OK to use recursive DFS for topological sort in practice? Or should we use a iterative implementation to avoid possible stack overflows?

  • @capetaquebratudo
    @capetaquebratudo 6 лет назад +1

    I didn't know you could be extremely clever and didactic at the same time. Congratulations.

  • @zulumopuku5370
    @zulumopuku5370 5 лет назад +2

    He mentioned a book. what book is that ? @MIT openCourseWare

    • @mitocw
      @mitocw  5 лет назад +1

      The textbook for the course is Cormen, Thomas, Charles Leiserson, Ronald Rivest, and Clifford Stein. Introduction to Algorithms. 3rd ed. MIT Press, 2009. ISBN: 9780262033848. See the course on MIT OpenCourseWare for more info and materials (lectures notes, exams with solutions, assignments with solutions) at ocw.mit.edu/6-006F11. Best wishes on your studies!

  • @이효건-o4o
    @이효건-o4o 3 года назад +2

    haha i was doodling on the maze when i was 7 years old

  • @linkon_
    @linkon_ 10 лет назад

    in DFS node goes from A to B and A to C
    Doesn't make B and c siblings??
    When explaining types of edges @21:00
    If node d is traversed first then node b and then node e and then node g when you draw an edge between G and C how it make crossed egde??
    It should be backward and ..
    Cross edge should be like edge from F to itself.. ???

    • @Joshuaposada
      @Joshuaposada 9 лет назад

      Linkon Manwani How does it go from A to C? if there was a line connecting them then it would be a cross edge and yes as sub tree they would be siblings.

  • @arvindkumar531
    @arvindkumar531 5 лет назад

    What the use of Visit(V, Adj s) at 13:36 ?

  • @eightball8008
    @eightball8008 7 лет назад +1

    8:30 in the parameters for DFS, are those commas between| V and Adj or are they little n's?

    • @macdondb
      @macdondb 4 года назад

      Commas. He does kind of backwards commas

  • @csl1384
    @csl1384 4 года назад +2

    14:53 "collaborative effort" LOL

  • @samhitajoshi
    @samhitajoshi 4 года назад +1

    When I was 7, I knew how to backtrack and how to write.

  • @yuf2316
    @yuf2316 6 лет назад

    What if the first node you visit in DFS is some node in the middle and can never reach its parent? wouldn't its parent be set to none and never corrects?

  • @TothAndris91
    @TothAndris91 11 лет назад +1

    Thank you so much, it was very easy to understand!

  • @sicktastic.videos
    @sicktastic.videos 2 года назад

    Professor Erik Demaine solved DFS when he was 7.... Dang.

  • @PratikShende91
    @PratikShende91 11 лет назад

    thanks for that,.......now m clear about the concept behind that...

  • @simplyajith1
    @simplyajith1 4 года назад

    46:20. why ? who knows? , Let's prove it.

  • @MrSmokey247
    @MrSmokey247 4 года назад

    Isn't determing back edges for right and left just a matter of perspective? I don't really understand how the two algorithms for left and right back edges differ..

  • @RudraSingh-pb5ls
    @RudraSingh-pb5ls 4 года назад +1

    Hey I had a simple doubt, won't we visit every vertex twice in DFS algo, once in for loop of top layer part of DFS algo and once in DFS-visit part of the algo ?
    Is that what he explained us at 13:50 ?
    So can I say that runtime complexity will be O(2V + E) which is equivalent to O(V + E) because 2V is equivalent to V as both are linear !

    • @worthaglimpse
      @worthaglimpse 3 года назад

      yessir we drop the 2 because 2v and v have the same asymptotic complexity

  • @joeyalfaro2323
    @joeyalfaro2323 3 года назад

    God alone knows man's heart his thoughts we can only go by what we see or hear. Compation is rear commodity in world more rare gold.

  • @randy4443
    @randy4443 3 года назад

    How would I choose the starting node?

  • @jimnewton4534
    @jimnewton4534 6 лет назад

    To further beat a dead horse, the discussion of forward/cross/backward edges is a bit confusing, and not exactly well defined. Perhaps it is better defined in the text book the lecturer keeps referring to. For example, there is a looping edge from f to f. If you mark nodes in lineage list using the method explained in the lecture (via started-examining finished-examining advise), then the loop edge will point to a parent node (by that algorithm), and thus be a backward edge. Is this the intent?

  • @FantomX932
    @FantomX932 9 месяцев назад

    Why does he uses paper? He does not keep in the head these ideas?

  • @LordMoopCow
    @LordMoopCow 5 лет назад

    yeah but do you have a dfs on rs mate

  • @dhruvjoshi8744
    @dhruvjoshi8744 5 лет назад +2

    28:34 can anyone explain it?

    • @linliu3665
      @linliu3665 4 года назад +1

      Don't forget he is doing DFS, in DFS of his version, it will always follow the edge as long as there is a possible way.

  • @HienNguyenTechIO
    @HienNguyenTechIO 4 года назад

    Thanks MIT

  • @hbaduk
    @hbaduk 7 лет назад +2

    where is lip gallagher

  • @salexkorsan8790
    @salexkorsan8790 3 года назад

    I need help,
    I want to sort in bash file,
    Example....
    a="10"
    b="100"
    C="1000"
    I want to sort this
    $a $b $c
    How to sort ?? Max value between this

  • @Di5TuRBeD
    @Di5TuRBeD 10 лет назад +1

    3:15 theoddone

  • @bharathkotha
    @bharathkotha 8 лет назад +1

    why do we need V as an argument in DFS-Visit method ?

    • @xinliangzhu6944
      @xinliangzhu6944 7 лет назад

      It's the set of vertices.

    • @NiGhTzz2903
      @NiGhTzz2903 7 лет назад +6

      In case someone else has the same question, he said at 5:18 that the V doesnt have to be there in the argument and the students can erase it.

  • @thinhnguyenvan7003
    @thinhnguyenvan7003 3 года назад

    when I was 7 years old I did DFS without even knowing it" . Ok Its not too late for learning new things (Me at 29 and appease myself)

  • @sianmuanthangmilun6104
    @sianmuanthangmilun6104 8 лет назад +26

    He knew a smattering of DFS when he was 7 years old. Morale: Not all precocious geeks end up like Mark Zuckerberg.

    • @ShakkIsLife
      @ShakkIsLife 7 лет назад +31

      mark zuckerberg is a complete noob compared to erik

    • @dylancutler1978
      @dylancutler1978 6 лет назад +14

      Zuckerberg was a psychology major who's considered a tech genius because he wrote an app that sold well. All it was at the time was a few hundred lines of PHP. Erik is on another level.

  • @VedhasDeshpande
    @VedhasDeshpande 9 лет назад +1

    This guy is so cool! \m/

  • @stretch8390
    @stretch8390 10 месяцев назад

    Does this lecture have DAGs?

  • @aditheorigin4926
    @aditheorigin4926 9 лет назад

    After visiting "a,b,c,d" how can we directly go to "c" (and mark as "s2"). What I didn't understand is how can we iterate throught next node in same level without having any implementation?

    • @rbhambriiit
      @rbhambriiit 9 лет назад

      +Adi TheOrigin there is a list of graph vertices in V [a,b,c,...]
      once you are done with everything around a, your try b: since it is already seen , move to c (reached s2). This can be done via a for loop!

    • @borzoualipourfard4368
      @borzoualipourfard4368 8 лет назад

      it was kind of random that the professor chose c to go to next. It is not guaranteed that the next node is always in the "same level"; the next node, s2, could have been any of the graph nodes. The for loop, "for s in V", and the order that you have placed the nodes in V decides what node you visit next.

  • @shanmukhchandrayama8508
    @shanmukhchandrayama8508 3 года назад

    what is the text book followed?

  • @IQisTwenty
    @IQisTwenty 11 лет назад +3

    that's Erik ma boy

    • @neuron8186
      @neuron8186 3 года назад

      ayo my boi are you ok its been 7 years how life goin?

  • @nanzibabasnin6861
    @nanzibabasnin6861 7 лет назад +1

    which text does he follow , i wonder???

    • @karansaxena4422
      @karansaxena4422 7 лет назад +1

      CLRS is the textbook for the course, you can easily find it online.

  • @allandogreat
    @allandogreat 2 года назад

    We don't pay, but we get!

  • @nanwu4430
    @nanwu4430 7 лет назад +4

    The parent map has to be global or pass down to recursive calls. Otherwise, it won't work.

  • @md.dilshadulislam9113
    @md.dilshadulislam9113 5 лет назад

    Humm my code was right as it was changing it's level and back level for each isolated components or for each non out degree vertices

  • @РоманБожко-ф6й
    @РоманБожко-ф6й 7 лет назад

    Hello, everyone. I have a question about forward edge. The lecturer said that a forward edge is a node->descendant, but, imho it shouldn't be tree edge of the ancestor. So, if we write an edge from b to g - that one will be a forward. Am I right? Thanks for responses.

    • @aryangoyal5823
      @aryangoyal5823 4 года назад +1

      descendant word applies only when node is a tree edge of that ancestor

  • @ajeet.y
    @ajeet.y 10 лет назад +1

    whats the criteria for MS in MIT for international students :)

    • @ashu7pathak
      @ashu7pathak 5 лет назад

      Have you found it out in 5 years ?

    • @rj-nj3uk
      @rj-nj3uk 5 лет назад

      Hello tell me what you found.

    • @dipsacedemy
      @dipsacedemy 3 года назад

      Hey ajeet . I am pooja. Did you found anything in 7 years ?

  • @mohansinghrawat4324
    @mohansinghrawat4324 8 лет назад

    i think text book u have is cormen lieserson

  • @deonthomas7811
    @deonthomas7811 10 лет назад

    He keeps revering to the textbook, what is the title of the texbook and author

    • @mitocw
      @mitocw  10 лет назад +13

      The textbook is Cormen, Thomas, Charles Leiserson, Ronald Rivest, and Clifford Stein. Introduction to Algorithms. 3rd ed. MIT Press, 2009. ISBN: 9780262033848. You can find more course information and materials (lecture notes, assignments, exams) on MIT OpenCourseWare: ocw.mit.edu/6-006F11

    • @brandomiranda6703
      @brandomiranda6703 8 лет назад

      +Deon Thomas usually known as CLRS.

    • @deonthomas7811
      @deonthomas7811 8 лет назад

      Great thanks ;-)

    • @spandanhetfield
      @spandanhetfield 8 лет назад

      CLRS. Google it and you'll find the book

  • @JesseLH88
    @JesseLH88 4 года назад +1

    I also played with trees at 7... real trees, like the wooden kind.

  • @panfayang
    @panfayang 11 лет назад +4

    i want a cushion, too.....

  • @mikey.audio.
    @mikey.audio. 2 года назад

    I was never able to learn like this.
    How is it possible to take notes AND simultaneously learn a new complex topic?
    The time complexity of this teaching method is like O(n!).
    You literally have to wait until the professor reads his notes and writes it on the board before you can then read it and write it in your notebook, only to then have to read it again later because you were too busy taking notes to learn it.
    There's so much more I can say, but I'll leave it at that.
    I'm only here to remind myself of how useless lectures were for me. I learned by reading the textbook.

  • @sizwesandile2644
    @sizwesandile2644 8 лет назад +11

    Big YELLOW chalks prints White!

    • @BharCode09
      @BharCode09 5 лет назад +2

      That is yellow wrapper around white chalk i guess, to avoid sticking.

    • @vrindasinghal3654
      @vrindasinghal3654 4 года назад

      That is the plastic chalk holder so the hands of the professor do not get dirty

  • @muslimx6263
    @muslimx6263 8 лет назад

    I don't know how to thank you.. just thanks

  • @jossef12
    @jossef12 11 лет назад

    Well explained!, Thanks.

  • @josephmorgan9909
    @josephmorgan9909 7 лет назад +1

    what exactly is the textbook they use????????

    • @mitocw
      @mitocw  7 лет назад +2

      The required textbook listed in the syllabus is: Cormen, Thomas, Charles Leiserson, Ronald Rivest, and Clifford Stein. Introduction to Algorithms. 3rd ed. MIT Press, 2009. ISBN: 9780262033848. For more info and course materials (assignments, readings, exams), see the course on MIT OpenCourseWare at ocw.mit.edu/6-006F11.

  • @debasismandal1924
    @debasismandal1924 4 года назад

    when i was 7 years old i wrote hello world without even knowing it was hello world

  • @JiancongXie
    @JiancongXie 3 года назад

    The student are so coooool when the teacher want democratic math, the total number of hands-up doesn't exceed 10..... Really similar as my student age, most students are sleep when taken algorithm course.