Lagrange Multipliers

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  • เผยแพร่เมื่อ 7 พ.ย. 2019
  • This calculus 3 video tutorial provides a basic introduction into lagrange multipliers. It explains how to find the maximum and minimum values of a function with 1 constraint and with 2 constraints.
    Lines & Planes - Intersection: • How To Find The Point ...
    Angle Between Two Planes:
    • How To Find The Angle ...
    Distance Between Point and Plane:
    • How To Find The Distan...
    Chain Rule - Partial Derivatives:
    • Chain Rule With Partia...
    Implicit Partial Differentiation:
    • Implicit Differentiati...
    ________________________________
    Directional Derivatives:
    • How To Find The Direct...
    Limits of Multivariable Functions:
    • Limits of Multivariabl...
    Double Integrals:
    • Double Integrals
    Local Extrema & Critical Points:
    • Local Extrema, Critica...
    Absolute Extrema - Max & Min:
    • Absolute Maximum and M...
    ________________________________
    Lagrange Multipliers:
    • Lagrange Multipliers
    Triple Integrals:
    • Triple Integrals - Cal...
    2nd Order - Differential Equations:
    • Second Order Linear Di...
    Undetermined Coefficients:
    • Method of Undetermined...
    Variation of Parameters:
    • Variation of Parameter...
    ________________________________
    Final Exams and Video Playlists:
    www.video-tutor.net/
    Full-Length Videos and Worksheets:
    / collections

ความคิดเห็น • 256

  • @TheOrganicChemistryTutor
    @TheOrganicChemistryTutor  5 หลายเดือนก่อน +4

    Final Exams and Video Playlists: www.video-tutor.net/

    • @A3tutor
      @A3tutor หลายเดือนก่อน

      Good day Sir

  • @domon7890
    @domon7890 3 ปีที่แล้ว +228

    You are a freaking champ dude, every time I need help on understanding something in calc you almost always have great step by step explanation for things and it helps a lot. I wish the resources in my classes conveyed information even half as well as you do.

  • @hichamkoraichi1593
    @hichamkoraichi1593 4 ปีที่แล้ว +1151

    Sir, when i become rich i will remember you and find you. You are an investment in me. I cant thank you enough, everybody i see i tell them about you.

    • @enadaprengzaj753
      @enadaprengzaj753 4 ปีที่แล้ว +7

      same

    • @fakhrik
      @fakhrik 4 ปีที่แล้ว +74

      Why do Indians call everyone "sir" on TH-cam🤔

    • @harjotbhui6930
      @harjotbhui6930 4 ปีที่แล้ว +117

      Matter of respect, wouldn’t you refer your teacher by sir?

    • @fakhrik
      @fakhrik 4 ปีที่แล้ว +42

      Harjot Bhui perhaps I would in class, but that‘s a different setting then. I am convinced that Indians overuse that word and I don‘t seem to be the only one.

    • @harjotbhui6930
      @harjotbhui6930 4 ปีที่แล้ว +8

      Fakhri yeah I agree with you, I myself don’t do that outside of class. I guess they just have a really strong habit, or maybe since this is a foreign channel to them they want to extend their respect. These are just my assumptions.

  • @hamsmohammed47
    @hamsmohammed47 ปีที่แล้ว +19

    I got a 93 in calculus and I only used your videos. I truly love you so much

  • @Ratking45557
    @Ratking45557 3 ปีที่แล้ว +231

    Thank you for showing me the math that my teacher does not teach me even thought I pay them lots of money

  • @haroldfinch582
    @haroldfinch582 ปีที่แล้ว +58

    I’m a theoretical physics student and I swear every time I search for a video he has always made one 💪… the course notes from professors are rigorous so it’s nice to start with a simple explanation in a less mathematically formal way

    • @georgesadler7830
      @georgesadler7830 7 หลายเดือนก่อน +2

      Please check the Calculus I, II and III lectures by Professor Leonard and Professor V.

    • @faridibadov2000
      @faridibadov2000 7 หลายเดือนก่อน

      @@georgesadler7830 it takes too much time to watch them

    • @gpl3046
      @gpl3046 2 หลายเดือนก่อน

      @@georgesadler7830leonard is amazing for calc 3

  • @ayanoaman3179
    @ayanoaman3179 ปีที่แล้ว +39

    You're actually one of the reasons I don't allow my mom to hire a tutor for me. Thank you so much for this great explanation and all the others. I know the thank you messages from everyone get repetitive, but you really do deserve every one of them ❤

  • @jonathantrujillo9510
    @jonathantrujillo9510 3 ปีที่แล้ว +20

    It was explained so professionally, gotta share this with the world, tutors don’t provide enough info sometimes... thank you so much!

  • @stevenlitvintchouk3131
    @stevenlitvintchouk3131 8 หลายเดือนก่อน +4

    This is the most straightforward video I've seen on how to apply Lagrange multipliers. Just what I wanted: get right to the point without the theoretical math.

  • @christinaduan4238
    @christinaduan4238 ปีที่แล้ว +14

    the best math tutor in the universe, whenever I see a videos from you regarding to the topic I need to learn for my school, I just felt much more confident with that topics. Thank you very much.

  • @jetorellana2893
    @jetorellana2893 3 ปีที่แล้ว +6

    Thank you, thank you, thank you so much for making this video. This really help a lot. you explain things better than my calc prof. I was having a terrible time understanding how to solve systems of eqs, but after watching this video, I feel confident about it. I can't thank you enough, man! Thanks!!!

  • @jimenabaez4073
    @jimenabaez4073 4 ปีที่แล้ว +3

    I love not just your videos explaining but your voice. Daaaaamn, it really gets my attention

  • @user-eg5wx8ps3s
    @user-eg5wx8ps3s ปีที่แล้ว +2

    Thank you so much for all your help! You have saved my life in my Calc 3 class. Because of you I was able to do really well in my Mid-term exam. Thank you!!!!!!!!

  • @tiangong6616
    @tiangong6616 3 ปีที่แล้ว +6

    This video is really helpful. Now I fully understand the Lagrange multipliers!

  • @shyamsundarmg3380
    @shyamsundarmg3380 3 ปีที่แล้ว +14

    You are really a great teacher, Sir.
    You explained in just 90 seconds.

  • @imanhosseini6908
    @imanhosseini6908 ปีที่แล้ว +3

    Love u man youve been a great help throughout my calc sequence !!! You know you've impacted the lives of MILLIONS directly and BIOLLIONS if not the WHOLE WORLD indirectly

  • @ViktorGoossenshasseltedition
    @ViktorGoossenshasseltedition 5 หลายเดือนก่อน +2

    you and lagrange saved my exam tomorrow

  • @philiphkorakotbjrk1099
    @philiphkorakotbjrk1099 ปีที่แล้ว +17

    I do not know what it is about your videos, but IT JUST ALL MAKES SENSE! You are an incredible tutor! hats off to you!
    Compared to other videos online, you are in a different league. Your videos are truly superb and helpful. Thank you so much!
    P.S. I recommended your videos to basically everyone I know.

  • @wrjazziel
    @wrjazziel 3 ปีที่แล้ว +2

    I love you man, you're the best, I got lost in the last problems, but you have helped me a lot, I hope you make money on your sleep with these videos! Peace

  • @megand1603
    @megand1603 4 ปีที่แล้ว +5

    Perfect timing! I have to learn this by next Friday! I’ve been struggling haha

  • @masyi1185
    @masyi1185 3 ปีที่แล้ว +3

    THANK YOU SO MUCH!!! THIS HELPS ME A NIGHT BEFORE THE EXAM!!!!! GOD BLESS YOU!!!

    • @viniciush.6540
      @viniciush.6540 2 ปีที่แล้ว +2

      in online classes times, he usually helps me in the middle of the exam hahaha

  • @zeyad7947
    @zeyad7947 2 ปีที่แล้ว

    i got 4 ads throughout this... FOUR! but u know what he deserves the ad money and more.. this guy got us thru high school and now engineering

  • @anshpradhan1954
    @anshpradhan1954 2 ปีที่แล้ว

    Such calm voice and control i just love ur teaching sir

  • @ayebaletom8798
    @ayebaletom8798 3 ปีที่แล้ว

    thank you proffesor.......u simplify things...even more than the pipo we pay large sums of mane to educate us God bless uu

  • @erictellier9473
    @erictellier9473 3 หลายเดือนก่อน +2

    You're better than my prof!

  • @emmanuelking5933
    @emmanuelking5933 2 ปีที่แล้ว

    honestly. May God bless you. You have taught me a great deal of concepts. Culers

  • @wrjazziel
    @wrjazziel 3 ปีที่แล้ว +2

    Thank you man for explaining Lagrange function too!

  • @nicholasalonso9477
    @nicholasalonso9477 2 ปีที่แล้ว +5

    You explain it in such an understanding way, thank you. I would love to see more Lagrange videos

  • @AmusementLabs
    @AmusementLabs 4 ปีที่แล้ว +82

    I had a test on this... _YESTERDAY._ 😭

    • @Zombiecure13
      @Zombiecure13 4 ปีที่แล้ว +5

      I had a test last month on this and bombed a 12 point question about Lagrange multipliers lol. I'm in vector fields right now. I'm hoping he starts uploading quicker to catch up with my class

    • @brandontruong3110
      @brandontruong3110 4 ปีที่แล้ว +2

      @@Zombiecure13 Bruh....just watch professor Leonard lMFAO. He did a whole playlist on Calc 3

    • @CluckYou21
      @CluckYou21 4 ปีที่แล้ว +11

      @@brandontruong3110 Takes too long. Three hour lectures are hard to watch when you only have 7 hours left in a day after classes.

    • @abdallahelra3y118
      @abdallahelra3y118 3 ปีที่แล้ว +2

      I had a one after one hour.😂

    • @Sibasish07
      @Sibasish07 3 ปีที่แล้ว

      @@brandontruong3110 calc 3? This is calc 2

  • @flavourmediagh3079
    @flavourmediagh3079 4 ปีที่แล้ว

    Sir...You are greatly admired!

  • @samlo8691
    @samlo8691 3 ปีที่แล้ว

    You deserve a like. Thank you.

  • @joechibangu2007
    @joechibangu2007 ปีที่แล้ว +1

    This is really awesome. Thank you!

  • @alemisaararsa-ft1vx
    @alemisaararsa-ft1vx ปีที่แล้ว +2

    You are blessing God given us to survive as student sir our Gift from God

  • @masonp1599
    @masonp1599 2 ปีที่แล้ว

    Dude you are an absolute machine

  • @mertyerli4621
    @mertyerli4621 4 ปีที่แล้ว +1

    Nicefull king of the all class.:)

  • @yanirhaim8595
    @yanirhaim8595 3 ปีที่แล้ว

    Thanks for the great tutorial

  • @mohamedabangura5652
    @mohamedabangura5652 ปีที่แล้ว

    I never knew I could understand this 🥰🥰❤️❤️
    Thanks very much ❤️🥺🙏

  • @salahelsalakawy9111
    @salahelsalakawy9111 8 หลายเดือนก่อน

    Man you are such a LEGEND

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    @tuna8716 3 ปีที่แล้ว

    thanks you, you are a real life-saver

  • @AbdisaKedir-up9tp
    @AbdisaKedir-up9tp 7 หลายเดือนก่อน

    Thank you so much, it's very helpful video

  • @fayyazhussain2963
    @fayyazhussain2963 2 ปีที่แล้ว

    Thanks for clearing my point

  • @lars778
    @lars778 2 ปีที่แล้ว

    I just wanna say that your amazing!

  • @kensonmalupande2424
    @kensonmalupande2424 ปีที่แล้ว +1

    Well explained keep it up sir 💪

  • @Mdab0956
    @Mdab0956 12 วันที่ผ่านมา

    Amazing God bless you!!!

  • @samsui7150
    @samsui7150 4 หลายเดือนก่อน

    This man is singlehandedly contribution to the intelligence of the human species

  • @mythslife8883
    @mythslife8883 2 ปีที่แล้ว

    The best TEACHER!

  • @georgesadler7830
    @georgesadler7830 ปีที่แล้ว +8

    Professor Organic Chemistry Tutor, thank you for using the method of Lagrange Multipliers to find Maximum and Minimum values of a function with one and two constraints. Lagrange Multipliers has many applications in Economics. Lagrange Multipliers requires solving systems of nonlinear equations. This requires some tricky algebraic manipulation. This is an error free video/lecture on TH-cam TV with the Organic Chemistry Tutor.

  • @ahmetogurtan3886
    @ahmetogurtan3886 4 ปีที่แล้ว +6

    sen varya adamın dibisin.(You are THE MAN)

  • @lasxch6970
    @lasxch6970 4 ปีที่แล้ว +5

    Thank you soo much I really wish I could repay you 🙏

  • @Aaron-bl2tj
    @Aaron-bl2tj 8 หลายเดือนก่อน

    Great video, thanks!

  • @peppermint5916
    @peppermint5916 8 หลายเดือนก่อน +4

    Good video. However, important to note that you can’t check if the point is minimum/maximum just by plugging in another value satisfying the condition and comparing it to the value at critical point. This is because minimum or maximum you find is LOCAL, so plugging other values is not enough. For example, think of the graph y=x^3-x^2. Its critical point is at 2/3, and it is local minimum. However, if you plug -1, you get even smaller value.

    • @LuckyCrab_
      @LuckyCrab_ หลายเดือนก่อน

      Exactly what I thought. So how do you check if it's max or min?

    • @peppermint5916
      @peppermint5916 หลายเดือนก่อน +1

      @@LuckyCrab_ there are sufficient conditions for both maximum and minimum values :)
      For maximum, derivative at point must be zero AND second derivative must be negative.
      For minimum, derivative at point must be zero AND second derivative must be positive.
      By second derivative I mean taking first derivative (that returns a vector of functions), and differentiating each function once more. It will result in a matrix and then you should plug in point you want to check. After that, you need to check if the matrix is positively defined, or negatively defined.

  • @josevillacinda96
    @josevillacinda96 ปีที่แล้ว +1

    You're a hero!!!

  • @ObertChileshe-me2jl
    @ObertChileshe-me2jl 8 หลายเดือนก่อน

    Well explained sir, thanks 🙏🙏🙏🙏🙏 alot

  • @geenstagni1060
    @geenstagni1060 2 ปีที่แล้ว +1

    This man's free content is so sexy haha (I cannot understate my thanks, you have carried my academic career for FOUR YEARS now).

  • @rippedewok2653
    @rippedewok2653 หลายเดือนก่อน

    Thank you!

  • @vjosaveselaj3788
    @vjosaveselaj3788 2 ปีที่แล้ว +1

    thank you so much

  • @levihmar6147
    @levihmar6147 8 หลายเดือนก่อน +1

    HE IS HIM since then and till now 🙏

  • @user-sj8hi2cj1e
    @user-sj8hi2cj1e ปีที่แล้ว

    without this dude I would've never graduated high school nor college

  • @mathCS1233
    @mathCS1233 2 ปีที่แล้ว

    You're awesome man !!!

  • @kwizerasept7983
    @kwizerasept7983 3 ปีที่แล้ว

    thanks so much Tutor much repect to you

  • @erenylmaz9320
    @erenylmaz9320 3 ปีที่แล้ว

    son örnek çok güzeldi. last example was really good.

  • @savannahstotts5770
    @savannahstotts5770 6 วันที่ผ่านมา

    i understand so much better now

  • @aminamukhtar6758
    @aminamukhtar6758 ปีที่แล้ว

    i would be nowhere without you

  • @olisehutulu8150
    @olisehutulu8150 2 ปีที่แล้ว

    God I had to learn this thing in an hour!! Thanks so much

  • @plimodenis8768
    @plimodenis8768 ปีที่แล้ว

    Thanks i love it

  • @danielmoore5796
    @danielmoore5796 8 หลายเดือนก่อน

    Great video.

  • @esramohammed4489
    @esramohammed4489 4 ปีที่แล้ว

    Thank you ❤️😭🙏🏻

  • @ValentineChinedum-zk9up
    @ValentineChinedum-zk9up 7 หลายเดือนก่อน

    As i saw this video I screamed thank goodness!!!!!!! 😂😂

  • @pepperbox2282
    @pepperbox2282 8 หลายเดือนก่อน

    this is beautiful

  • @shaatiusmani6211
    @shaatiusmani6211 8 หลายเดือนก่อน

    thank you ❤

  • @atakankara6882
    @atakankara6882 3 ปีที่แล้ว +14

    How do we know that point (2,4,8) is min ? at 05:56

    • @chelsea342
      @chelsea342 3 ปีที่แล้ว +2

      Plug in another point and see if it's higher or lower than (2,4,8)

  • @sum1sw
    @sum1sw 3 ปีที่แล้ว +1

    That's a great explanation. Thank you for posting. Do you have a video on how to apply L.M. to a non-linear regression problem with constrains,when I have initial guesses for my variables X, Y, Z. I can calculate the derivatives and the constraints numerically. and, of course, there is no way on Earth, the partial derivatives with respect to each adjustable parameter will give me the same Lamda in all equations. how would one iterate and adjust the initial guesses of the adjustable parameters to satisfy the equations?

  • @dominicgranada8528
    @dominicgranada8528 4 ปีที่แล้ว +18

    at the first example, how would you know that it is a min or max and how to find the other points?

    • @sebastienalexandre4981
      @sebastienalexandre4981 4 ปีที่แล้ว +1

      I have the same question

    • @kapjoteh
      @kapjoteh 3 ปีที่แล้ว +9

      You choose any 2 values for x and y and then solve for z. There’s your point.

    • @someone4860
      @someone4860 3 ปีที่แล้ว

      @@kapjoteh he can also flip the value:)

    • @owenyin3316
      @owenyin3316 3 ปีที่แล้ว

      way late, but you can also check the derivatives/second derivatives at that location and around it, I think

    • @misterrandompro6181
      @misterrandompro6181 2 ปีที่แล้ว

      @@owenyin3316 huh?😬

  • @karabomakofane7202
    @karabomakofane7202 3 ปีที่แล้ว

    I have an exam today and this is very hel

  • @anahitasingh6954
    @anahitasingh6954 2 ปีที่แล้ว +7

    how do you know which points fit in the constraints other than the one that you calculated (2,4,8)?

  • @aloksharma4611
    @aloksharma4611 2 หลายเดือนก่อน

    Thanks!

  • @GRANT-sagae
    @GRANT-sagae 14 วันที่ผ่านมา +1

    When determining if points are at a minimum or maximum, a set of figures can be chosen based on trend analysis. I want to know how it's done

  • @jaspermehlberger5237
    @jaspermehlberger5237 2 ปีที่แล้ว +2

    This guy is better than my professor that I pay 10k+ a semester for

  • @shank98
    @shank98 2 ปีที่แล้ว

    thank you

  • @allyourcode
    @allyourcode 3 ปีที่แล้ว +2

    Thank you very much for this.
    I have one big question though: WHY does this work? Seems like magic.

    • @Jake-md2nj
      @Jake-md2nj 3 ปีที่แล้ว

      because math lol

    • @apb8813
      @apb8813 ปีที่แล้ว +1

      At the extreme values, the constraining function g(x,y,z)=k and f(x,y,z) share a tangent plane to their level surfaces. What we're really doing, therefore, is saying that they share the same unit normal (gradient) vectors at that point. So grad(f)=lambda*grad(g)

  • @abdullahfarooq426
    @abdullahfarooq426 3 ปีที่แล้ว +14

    Hi sir.
    In the first example, how do we know whether it is a minimum or maximum?

    • @ergar90
      @ergar90 2 ปีที่แล้ว

      @Immanuel He compared it to another point that also fit the restrictions.

    • @jacobguerreso675
      @jacobguerreso675 2 ปีที่แล้ว

      @@ergar90 …but is it not possible for such value to represent a saddle point? According to the second derivative test, it in fact should hold that at point (2,4,8), f attains a saddle points (Hessian matrix has determinant less than zero).

    • @roxas4587
      @roxas4587 2 ปีที่แล้ว

      @@jacobguerreso675 the determinate is 8 tho?
      fxx is 6 & fyy is 2 fxy is 0
      6×2=8

    • @jacobguerreso675
      @jacobguerreso675 2 ปีที่แล้ว

      @@roxas4587 the Hessian matrix would be the gradient times it’s transpose… at least, I believe so? Meaning that in this instance, the Hessian would just be a diagonal matrix of inputs 6, 2, -4 => determinant = -48

    • @jacobguerreso675
      @jacobguerreso675 2 ปีที่แล้ว

      @@roxas4587 and of course, it’s also possible to check whether we have a max/min via definition using R3 balls/R2 circles/R1 intervals (by definition, if for all positive real radii “r” there exists a point greater AND a point less than f(a) in the ball/interval thing of radius “r” around point a, then we have a saddle point at point a given “a” is a critical point).

  • @XenosKenosis
    @XenosKenosis 7 หลายเดือนก่อน +1

    Ist there anyway to test if lambda is minimum or max without guessing or inputing a random number that equal to the constant, it feels like it's going to take time if you're on an exam and trying random numbers idk these might be a dumb question tho

  • @hendrikpauly2074
    @hendrikpauly2074 6 หลายเดือนก่อน

    the savior of all math students lol

  • @dilsharaherath9009
    @dilsharaherath9009 ปีที่แล้ว

    Amazing!

  • @shatrack
    @shatrack ปีที่แล้ว

    i like this method way more compared to my professors way of doing the problem

  • @ZombieChicken-X
    @ZombieChicken-X 2 ปีที่แล้ว +1

    how are you finding other points that fit the constraint

  • @nasseromar6309
    @nasseromar6309 2 ปีที่แล้ว

    Question: The values you are using to show if its a local min or max, where do you get these numbers from, are they just pulled from thin air???

  • @farheen6709
    @farheen6709 4 ปีที่แล้ว

    Thk u❤❤❤

  • @tylergerben3018
    @tylergerben3018 ปีที่แล้ว +1

    Can someone tell me where he got 4,-3,7 from at 7:15

  • @S.Vanlalchhana
    @S.Vanlalchhana 2 ปีที่แล้ว

    Sir, Do you have the video explanation about Fermats theorem, Abelian group, Homomorphism, kernel and image of homomorphism, isomorphism, Euler's generalization, Lagrange’s theorem,

  • @samueldeklerk4573
    @samueldeklerk4573 4 ปีที่แล้ว +3

    What about lambda equals zero for 3

  • @nihrantzbunreth9424
    @nihrantzbunreth9424 4 ปีที่แล้ว

    Can you make some Barycentric geometry videos ?

  • @bonelessbooks9263
    @bonelessbooks9263 9 หลายเดือนก่อน

    I’m literally sitting in calc 3 watching this on mute bc it’s more helpful than my professor in half the time

  • @giannidavies3594
    @giannidavies3594 2 ปีที่แล้ว +1

    thahk you bro, I love you

  • @I106lol
    @I106lol 2 ปีที่แล้ว

    i love calculus

    • @I106lol
      @I106lol 2 ปีที่แล้ว

      not!!!

  • @dontshout2177
    @dontshout2177 11 หลายเดือนก่อน

    please do Laplace theorem both 2D and 3D

  • @herecomestherainagain3031
    @herecomestherainagain3031 3 ปีที่แล้ว

    Love from Turkey

  • @user-jl6mn5dz4e
    @user-jl6mn5dz4e 4 หลายเดือนก่อน +1

    Is it just a random point or is there reasoning for the second and third point examples he puts

  • @nosebomb4550
    @nosebomb4550 3 ปีที่แล้ว +14

    My professor keeps taking points off my test because I'm using different methods. I don't really care tho, I'm actually learning with you😂😂

    • @straycursor5562
      @straycursor5562 3 ปีที่แล้ว +7

      Your teacher is a bitch. Wtf lol. You should be able to use whatever method you want. This is stupid. You should complain to his higher ups or something

    • @Gqtor
      @Gqtor 2 ปีที่แล้ว

      lol happened with my algebra 1 teacher. he gave me an F on a test for using derivatives to calculate the max/mins of parabolas instead of the -b/2a sh*t even though I got everything right. dropped his class and got a perfect score on the EOC. needless to say some teachers are annoying for zero reason
      if your method works, use it, but hopefully u got a good grade nonetheless 😥

    • @KR-kk9fh
      @KR-kk9fh 2 ปีที่แล้ว

      @@Gqtor well duh you're taking algebra 1 and using calculus on your test. I would have taken points off as well. He is testing your algebra skills not calculus.

    • @Gqtor
      @Gqtor 2 ปีที่แล้ว +4

      @@KR-kk9fh i mean im in college now, but i disagree with that opinion. if you have a method to solve a problem, you should be able to use it. the real world isn't "hey find the peak of this parabola using ONLY algebra" it's just "find the peak of this parabola i don't care how you get it just put it on my desk in 10 minutes".

    • @t_mm_r
      @t_mm_r 2 ปีที่แล้ว

      @@Gqtor the problem is, you should know why the method you use works. Have you proved the formula of a derivative of a parabola and the necessity and the sufficiency of an extremum?

  • @rufarombara9155
    @rufarombara9155 2 ปีที่แล้ว

    wow, just WOW!!! He`s so good hmm