Generators in Python || Python Tutorial || Learn Python Programming

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  • Опубліковано 14 жов 2024
  • 𝙎𝙩𝙖𝙮 𝙞𝙣 𝙩𝙝𝙚 𝙡𝙤𝙤𝙥 𝙄𝙉𝙁𝙄𝙉𝙄𝙏𝙀𝙇𝙔: snu.socratica.... Learn how to use generators in Python. We'll cover two types: Generator Functions and Generator Expressions. Generator functions use the "yield" keyword, while generator expressions look like a "tuple comprehension." Generators are a powerful and efficient tool for use when looping over large amounts of data.
    We were able to bring you this video thanks to our generous Kickstarter backers! Find their names hidden (okay, not very hidden) in the video!
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    Python instructor: Ulka Simone Mohanty (@ulkam on Twitter)
    Written & Produced by Michael Harrison
    #Python #Generators #Coding

КОМЕНТАРІ • 184

  • @Socratica
    @Socratica  2 роки тому +9

    Wear a Socratica Python shirt for good luck coding: shop.socratica.com/products/python-by-socratica

  • @satoriblue1349
    @satoriblue1349 2 роки тому +25

    I've been watching your videos for about 5 years now and I just want to let you know that I now have a great full-time job as a consultant and am invaluable to my team thanks to my ability to code, which in part is thanks to you!

    • @skwerone
      @skwerone Рік тому

      I got a question. I got an unusual tech Stack and don't know what position I should be submitting to. I know how to code in python mainly scraping, organizing data, sending API requests, formatting texts. I also know SEO, copywriting, creating websites and also 3D modelisation and motion graphics. I'm good at all what I mentioned.

    • @anonfourtyfive
      @anonfourtyfive Рік тому

      @@skwerone Hi,
      You're currently in the same path that I am.. Just saying.
      We are searching the same things ( Probably more people than we think are trying )
      I'm now speaking Python, and wish to find people to speak with.
      If you want, respond me back, I use selenium with tkinter GUI strap in a beautiful OOP structure,
      You'll understand.
      Kindly, Guillaume. ( William )

    • @jay_wright_thats_right
      @jay_wright_thats_right 10 місяців тому

      @@skwerone can't anyone tell you what to do. Learn who you are and what you love to do then research multiple roles. I can cook but that doesn't mean I want to be a chef.

  • @ekandrot
    @ekandrot 3 роки тому +20

    To speed up the prime generator, don't add 2 to cache, because all numbers tested are odd and therefore compare false. In the inner loop between line 13 and 14, break if n < p*p - this will have the biggest speedup, because it will only check up to the sqrt of n. So 3 would be added without checks, 5 through 9 will only compare against the number 3. 11 through 25 only using numbers 3 and 5. Etc. vs using all of the numbers in the cache to find each new prime.

  • @rio_agustian_
    @rio_agustian_ 3 роки тому +44

    FINALLY! Another python tutorial

  • @markrobinsontraining
    @markrobinsontraining 3 роки тому +66

    I've learnt so much from your videos; they are as informative as they are fun. Thanks so much!

  • @andrewballr
    @andrewballr 3 роки тому +34

    These videos are absolutely brilliant.I like the format, short easily digestible videos on a very specific feature of python.

  • @murphygreen8484
    @murphygreen8484 3 роки тому +68

    I look forward to contributing to the acquisition of a human

    • @Socratica
      @Socratica  3 роки тому +17

      We know they're out there!! 💜🦉

  • @danielbadra9447
    @danielbadra9447 2 роки тому +4

    No programing tutorial channel has such well written and engaging videos.

  • @Socratica
    @Socratica  3 роки тому +22

    You can "stay in the Python loop" by signing up for our Python newsletter: snu.socratica.com/python

    • @anujkondhalkar9776
      @anujkondhalkar9776 3 роки тому

      All I have to say that those python videos from your channel are best. Would you make a complete course laylist from beginner to advanced. Some time it feels like you made it because you get pleasure frome it. Thank You for your efforts.

  • @АлексейБаскинов
    @АлексейБаскинов 3 роки тому +8

    A similar Haskell tutorial would be both a challenge for Socratica and a valuable source of knowledge for those who want to learn the language.

  • @theepicguy6575
    @theepicguy6575 3 роки тому +8

    that patreon addition was real smoooth!
    very infomative nonetheless. did expect yield with somewhere cause i stagger there

  • @vadymvv
    @vadymvv 3 роки тому +3

    I'm not a noob in programming, but i was strugle to understand yield in functions. Thanks to you all is clear now!

    • @Socratica
      @Socratica  3 роки тому +1

      This is wonderful to read, thank you for telling us! 💜🦉

    • @sadhappy8860
      @sadhappy8860 Рік тому

      It's odd isn't it, with programming someone will say the right words or use the right analogy for it to make sense. That table Tennis analogy is great!

  • @lxathu
    @lxathu 3 роки тому +5

    Never was so much owed by so many to so few for so short but so informative videos.

  • @laurentgauthier8742
    @laurentgauthier8742 3 роки тому +5

    Those python videos and their slightly different approach are always crystal clear and interesting. Thank you very much for your work!

  • @stuarthys9879
    @stuarthys9879 3 роки тому +1

    I had never considered generating generators, but if I generate any ideas I will iterate until I return a tractable solution. Thanks for the video. I appreciate the ones that are aimed higher than beginner level!

  • @rrahll
    @rrahll 3 роки тому +5

    best artificial intelligence visualization in the world.
    Thanks for the tutorial )

  • @BobP-ks1mu
    @BobP-ks1mu Рік тому +1

    So happy I found your channel. Great video...I like your approach to teaching and how you break things down and provide several examples. The information provided has greatly improved my understanding!

  • @Ghostaladdin
    @Ghostaladdin 2 роки тому +3

    Your videos really are the best - I have watched them over and over again as they are as entertaining as they are educative. Really really learned a lot. Thank you thank you for all the work you put into creating this masterpiece (officially my favorite videos on coding hands down!)
    One quick ask, if you'll indulge me - could you possibly make something on Linked Lists, Binary Trees (in that order). Seen so much content on these but I bet hearing it from you would make it that much easier to digest/understand. Looking forward to this.

  • @youssefelamrani7905
    @youssefelamrani7905 3 роки тому +2

    Shit since I started python i've never understood generators like this, it's amazing that we have Socratica to be honest thank you so freaking much

  • @MrOvipare
    @MrOvipare 2 роки тому +1

    I've known Socratica with the excellent abstract algebra videos, glad to see that the Python series is just as good!

  • @AlbertoAvilaGarcia
    @AlbertoAvilaGarcia 5 місяців тому +1

    embedded humor in these videos is proportional to the love they cook them with 🥰

  • @s-code-b
    @s-code-b 3 дні тому

    This is my first ever encounter with Socratica (I think). First, thanks to Socratica for the educational content & for the quality production. Secondly, thank you additionally for inviting a Taelon to deliver the lecture. It's been the most flabbergastingly surprising delivery. I almost ran for cover😳. "Earth: Final Conflict" (SciFi by Gene Roddenberry) introduces the Taelon (alien) race to the human race on their arrival on Earth. I thought for a second it was either Da'an or Zo'or up there. I didn't know what to do. To makes things worse, she says @6:28, "This will only end when the last star burns out or we run out of memory, whichever happens first." Where's my blanky🥴? One wouldn't dare nod-off in lecture with a teacher like her. But, seriously, grateful for the the quality content.

  • @BrianSwatton
    @BrianSwatton 8 місяців тому

    I really enjoy the way these are presented. Clear and informative too.

  • @GIULI4994
    @GIULI4994 5 місяців тому

    this is the best video I've watched about generators! such an important but somehow slippery concept to explain

  • @sibyjoseplathottam4828
    @sibyjoseplathottam4828 2 роки тому

    I didn't even know that there were Python features like generator expressions! Thank you Socratica!

  • @serta5727
    @serta5727 3 роки тому +5

    It seems some knowledge was generated in my head :)

  • @pokerchannel6991
    @pokerchannel6991 25 днів тому

    I love the production process. I love you

  • @conzymaher
    @conzymaher 11 місяців тому

    Very helpful video and the style is hilarious. love it! Subscribed

  • @Jawahar-Engr.
    @Jawahar-Engr. 2 роки тому

    Thank You AI Teacher... Now iam Confident enough in dealing with python generator 😃❤

  • @vikranttyagiRN
    @vikranttyagiRN 3 роки тому +2

    Always great tutorials from this channel. Really appreciated

  • @nirajabcd
    @nirajabcd 3 роки тому

    seriously these videos are on another level..

  • @jemzhatfelid5522
    @jemzhatfelid5522 2 роки тому

    I'm pretty new to python and I'm trying to learn more about the language. This video was super well done and easy to understand, and I learned exactly what I wanted to. Also that circuit board dress is so cool!

  • @Tuxiswatching
    @Tuxiswatching 3 роки тому +7

    The prime generator will be way more efficient, if you only check until the square root of n is reached.

    • @Daniel-ng8fi
      @Daniel-ng8fi 3 роки тому +2

      yeah, that would be a big speed up. Also (this wont really have any effect) you don't need 2 in the prime_cache as every number you are testing is odd

    • @kquat7899
      @kquat7899 2 роки тому +1

      This was covered in an earlier video in the series.

  • @raphaelprates1500
    @raphaelprates1500 Рік тому

  • @Daniel_WR_Hart
    @Daniel_WR_Hart 2 роки тому

    To answer the question weighing on everyone's mind, it is possible to create a generator that generates generators:
    import itertools
    def gens():
    yield itertools.count(1, 5)
    yield itertools.count(10, 3)
    yield itertools.count(20, 2)
    for gen in gens():
    for x in gen:
    print(x)
    if x > 30:
    break

  • @KnightAmine
    @KnightAmine Рік тому

    OMG ! Thanks alot! Clearer, it could not be ! 🙏

  • @abyss2200
    @abyss2200 3 роки тому +1

    Got a bit late, was so tired lately
    How's Socratica💝

  • @bugsolar4610
    @bugsolar4610 2 роки тому

    Love and learnt so much from your videos,
    Want videos on Multithreading, multiprocessing, Class and static methods, public private and protected methods, super keyword.

  • @SanataniAryavrat
    @SanataniAryavrat 2 роки тому +1

    Good to see "Ulka Mohanty", the robotic actor

    • @snoopstp4189
      @snoopstp4189 2 роки тому

      willing to admit Ulka is half the reason I watch these...

  • @PunmasterSTP
    @PunmasterSTP 2 роки тому

    Generators in Python
    generating interest.
    The amount of education in Socratica's videos
    Is indeed intense.
    Expense
    -s seem,
    Like what they have a lot.
    Let's help them out
    And give it a thought.
    Bot,
    Is what they're not using.
    Care,
    Is what they give.
    If they kept making videos till the end of time,
    Then knowledge would always live!

  • @jhuyt-
    @jhuyt- 3 роки тому +1

    Instead of using a sentinel value in the inner for loop of the prime generator, you can use the `for ... else` construction. It's relatively unknown but it's perfect for this

  • @kirbymarchbarcena
    @kirbymarchbarcena 3 роки тому +8

    ME: Another great lesson, what can you say about this?
    PYTHON: Hissssssss!

    • @skilz8098
      @skilz8098 3 роки тому +1

      How did a python turn into a hydra? Generators!

  • @mihalynemes4243
    @mihalynemes4243 3 роки тому +2

    A small optimization for the generation of prime numbers: instead of storing the found ones in a list, you could put them in a set.

    • @stuarthys9879
      @stuarthys9879 3 роки тому

      I’m curious, why would this improve performance?

    • @mihalynemes4243
      @mihalynemes4243 3 роки тому +1

      @@stuarthys9879 It is much quicker to look up a member in a set than in a list.

    • @Daniel_WR_Hart
      @Daniel_WR_Hart 2 роки тому

      That's only if you're looking for the presence of one specific item. All found primes need to be checked anyways to verify the current number, so it wouldn't matter in this case.

    • @mihalynemes4243
      @mihalynemes4243 2 роки тому

      @@Daniel_WR_Hart Yes, you're right!

  • @muntedme203
    @muntedme203 2 роки тому

    What a sense of humour...love it 😆

  • @IvanTheChemist
    @IvanTheChemist 3 роки тому +1

    I wanted this video like a month ago! Great job and a bunch of thanks!

  • @shudiptosekharroy651
    @shudiptosekharroy651 3 роки тому +3

    Thanks!

    • @Socratica
      @Socratica  3 роки тому +2

      Thank you for your support, kind Socratica Friend!! 💜🦉

  • @FilterYT
    @FilterYT 2 роки тому

    I would like to compliment the presenter, thank you.

  • @kenhaley4
    @kenhaley4 3 роки тому

    Never knew about the generator expression. Thanks!

  • @MJ-em_jay
    @MJ-em_jay 3 роки тому

    I like the humor in these videos.

  • @ehudkotegaro
    @ehudkotegaro Рік тому

    maybe instead of looping over the primes in primecache you can define a variable fact=2 before the first loop, that will contain (n-1)! Than to check if n is prime we check weather (fact+1)%n==0, and to get the next factorial we need to multiply fact by n(n+1).

  • @volbla
    @volbla 10 місяців тому

    I recently found out about the "yield from" expression. You can use it to create generators with a recursive definition.

  • @karim-gb5nx
    @karim-gb5nx 2 роки тому

    This is actually impressive

  • @thegenxgamerguy6562
    @thegenxgamerguy6562 2 роки тому +4

    How to speed up:
    1. Don't put 2 into the cache, because iterating 3 by 2 never results in an even number
    2. Use the fact that all prime numbers greater than 3 are congruent to 1 or 5 mod 6 (you can massively speed up)
    3. Only iterate up to square root of (n) when checking for primeness
    This will give you a massive speedup.

    • @hackerxxspacex6935
      @hackerxxspacex6935 2 роки тому

      Can you please explain point number 2 and 3.

    • @thegenxgamerguy6562
      @thegenxgamerguy6562 2 роки тому +1

      @@hackerxxspacex6935
      Of course.
      Ad 2):
      All prime numbers > 3 are either 6k+1 or 6k-1 where k is a natural number.
      Examplea:
      7 = 6 * 1 + 1
      11 = 6 * 2 - 1
      It's important though that of course not all numbers of one of those forms are prime, but you can exclude a large portion of the natural numbers from the division (actually: modulo) testing. I also use this to unroll my loop when I need a quick and dirty prime number test, because I do loop = loop + 6 and then the two divisions (sieving only requires prime numbers as divisors).
      Saying they are congruent to either 1 or 5 mod 6 is the same sentence, just shorter.
      Oh, and also I do a preliminary check if n mod 6 is either 1 or 5 to weed out many n before even starting to loop. Thats helpful, too.
      Ad 3):
      If you want to test n for primeness you only need to do division testing up to the square root of n (sqrt(n)) because sqrt(n) * sqrt(n) is already n.

  • @Reep21
    @Reep21 3 роки тому

    I've learned so much from this channel

  • @bass9052
    @bass9052 2 роки тому

    Happy to see you again

  • @skilz8098
    @skilz8098 3 роки тому +1

    I'd like to see an Assembly Tutorial from this channel!

    • @theblindprogrammer
      @theblindprogrammer 2 роки тому

      What is Assembly used for these days? I thought C replaced Assembly

    • @skilz8098
      @skilz8098 2 роки тому

      @@theblindprogrammer It can be used for a lot of things, especially when you are designing your own ISA...

  •  2 роки тому +1

    Awesome and helpful video! Great work 🥰

  • @chris9352
    @chris9352 3 роки тому

    Oh, she's back!

  • @alurma
    @alurma 3 роки тому

    Awesome video, didn't know about generators. Thanks!

  • @thinboxdictator6720
    @thinboxdictator6720 3 роки тому

    I remember computerphile did something like this on yield primes:
    def nats(n:int=2) -> int:
    """Natural numbers."""
    while True:
    yield n
    n += 1
    def sieve(s):
    n = next(s)
    yield n
    yield from sieve(i for i in s if i % n != 0)
    primes = sieve(nats())
    MAX = 1000
    for number in primes:
    print(number)
    if number > MAX:
    break
    but recursion limit breaks it with higher MAX value

  • @yonaguska2050
    @yonaguska2050 3 роки тому

    I've missed these tutorials

  • @amauta5
    @amauta5 3 роки тому +1

    I always love this series!

  • @daniellow426
    @daniellow426 3 роки тому

    Learning a lot from you folks. Thank you.

  • @mrmuranga
    @mrmuranga 3 роки тому

    Thank you..always looking forward to the next video....

  • @AhmadAsmndr
    @AhmadAsmndr 3 роки тому

    I am very happy to see you again with another amazing video. thank you very much

  • @RichardGreco
    @RichardGreco 3 роки тому

    Another great python tutorial. You should develop another way to accept financial support. I know someone is taking a big cut somewhere and I'd rather not give them anymore right now.

  • @MaximoPower2024
    @MaximoPower2024 3 роки тому +2

    Why do you call close() method instead using break in order to stop the for loop?

  • @piotrmazgaj
    @piotrmazgaj 2 роки тому

    This is gold!

  • @brpawankumariyengar4227
    @brpawankumariyengar4227 3 роки тому

    Great Video …. Thanks …. I learn python from your videos

  • @gvimvim
    @gvimvim Рік тому

    this footage is awesome

  • @ChrisHalden007
    @ChrisHalden007 3 роки тому

    Great video. Thanks

  • @__raghu.vir_
    @__raghu.vir_ 3 роки тому

    Good job, ❤️from india

  • @dw2291
    @dw2291 Рік тому

    Great vid, a lot of fun.

  • @ihateorangecat
    @ihateorangecat 3 роки тому +3

    welcome back !!
    waiting for more python tutos...
    so much love from Myanmar🤍🤍🤍

    • @Socratica
      @Socratica  3 роки тому

      Hello to our Socratica Friends in Myanmar!! 💜🦉

  • @crazywallcat
    @crazywallcat 8 місяців тому

    This is so good!

  • @giftfromyoutube
    @giftfromyoutube Рік тому

    I just so much love her...😃

  • @RachidMarzouki
    @RachidMarzouki 3 роки тому

    Excellent

  • @ubertcoolie8694
    @ubertcoolie8694 3 роки тому

    Thanks for the video, it is great!

  • @ilkhomibrokhimov4729
    @ilkhomibrokhimov4729 3 роки тому +1

    Thanks

    • @Socratica
      @Socratica  3 роки тому

      Thank you for your kind support! We're so glad you're watching!! 💜🦉

  • @alexgora7530
    @alexgora7530 2 роки тому

    LOVE YOUR WORK!!!

  • @ssh17hx0r
    @ssh17hx0r 3 роки тому

    This is fantastic!

  • @douglassoaresmantova
    @douglassoaresmantova 3 роки тому

    I love this channel

  • @bckzilla
    @bckzilla 2 роки тому

    Very nice.

  • @MIKIBURGOS
    @MIKIBURGOS Рік тому

    6:08 how is a generator expression different than a set syntactically? Because I would assume (x**2 for x in y) is a set (and therefore store all those numbers in your memory)

    • @sayanghosh6996
      @sayanghosh6996 10 місяців тому

      do you mean tuple? sets are enclosed in { }

  • @mawkuri5496
    @mawkuri5496 3 роки тому

    i hope you create a machine learning tutorials using python. that would be awesome.. and math for machine learning separated playlist

  • @sebavergarasassi6462
    @sebavergarasassi6462 2 роки тому

    ¡Gracias!

    • @Socratica
      @Socratica  2 роки тому

      Thank you for your kind support!! 💜🦉

  • @hanfmampf1234
    @hanfmampf1234 3 роки тому +1

    Seems like magic to me

  • @nullsemicolon
    @nullsemicolon 3 роки тому

    Great video!

  • @alinaderiparizi7193
    @alinaderiparizi7193 6 місяців тому

    another awesome!

  • @omarcruz6326
    @omarcruz6326 3 роки тому

    Python Videos are back ! 😍

  • @marcin2x4
    @marcin2x4 2 роки тому

    Can we do in the next video following concepts?
    - name mangling (__double_leading_underscore name for class attribute)
    - @staticmethod
    - decorators
    - _single_leading_underscore

  • @qizhenggu20
    @qizhenggu20 3 роки тому +2

    “is_prime” in code could be replaced by a for-else statement

  • @SergiiStarodubtsev
    @SergiiStarodubtsev 3 роки тому

    very nice!

  • @MrEgol
    @MrEgol 3 роки тому +1

    Grazie.

    • @Socratica
      @Socratica  3 роки тому +1

      Many thanks for your kind support!! It's such a help. 💜🦉

  • @ozonefriendlyman
    @ozonefriendlyman 2 роки тому

    "Pleasantly more finite" :)

  • @infinityinf1
    @infinityinf1 3 роки тому +1

    Yes, it is possible to generate generators that generate generators.

  • @yonatantre
    @yonatantre 3 роки тому

    please please make a js tutorial u r the best

  • @miguelangelvillafuerte3328
    @miguelangelvillafuerte3328 3 роки тому

    brilliant and spooky !!!

  • @kychemclass5850
    @kychemclass5850 2 роки тому

    Reminds me of Sinclair BASIC GOSUB :)

    • @Socratica
      @Socratica  2 роки тому +1

      Ahhh that takes us back!

  • @Hardzinho_yay
    @Hardzinho_yay 2 роки тому

    The most important thing Ilearned in this video is how 'yield' is properly pronounced