The Kriging Model : Data Science Concepts

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  • Опубликовано: 26 ноя 2024

Комментарии • 228

  • @felipegabriel9220
    @felipegabriel9220 4 года назад +155

    Man, this video explanation is clear as water for me. The quality is good, well done dude :)

    • @ritvikmath
      @ritvikmath  4 года назад +4

      Thanks!

    • @Sebastian_Gecko
      @Sebastian_Gecko 3 года назад +4

      Can confirm. I learned more from this video that from a whole (poorly made) lecture series on geostatistics.

    • @Gianni.achillea
      @Gianni.achillea 2 года назад +1

      damn so good explanation. This helped me a lot. Better than my professor...

  • @tea2812
    @tea2812 2 года назад +7

    Thank you for this, man. I somehow ended up in an advanced geostatistics class as a complete newbie and so far I've just been following the instructions without even understanding what's going on. You present these matters in a way that is super easy to follow, irregardless of the persons background. :)

  • @shinebedi5388
    @shinebedi5388 4 года назад +28

    After a long search, I finally found the explanation I was looking for. You break down complex concepts really well, keep it up, I am sure your channel will grow exponentially.

  • @philippessle5030
    @philippessle5030 3 года назад +5

    One of the best educational videos ive ever seen, clear, concise and well structured! Congrats

  • @samcrosswords8979
    @samcrosswords8979 2 года назад

    Very well done!
    When you say, this formula, what it means in English ...,
    this is exactly the missing part from so many people trying to pass the same message, this is why most of them fail I think.
    Bringing math to everyone's real life.
    This is how we recognise Masters as well.
    Big thank you.

  • @klausw.433
    @klausw.433 4 года назад +1

    man, that was the most indispensable video lacking on RUclips in the area of data science. wish the younger me were able to watch this video instead of sifting through the papers about kriging. thanks aplenty!

  • @xixi8305
    @xixi8305 2 года назад

    I started my research reading recently and was feeling struggled with understanding the definition and formula. This video gives me a brief and clear intro to Spatial Stat. It helps me a lot! LOL

  • @muqeetamir6322
    @muqeetamir6322 3 года назад +3

    This is an amazing explanation of the Kriging Model. Its super impressive how you do this in one cut!

  • @exploreformore3784
    @exploreformore3784 2 года назад

    Currently studying geostatistics in an advanced GIS class just a massive shout out that this is an incredibly good explanation!

  • @naivemusician1695
    @naivemusician1695 3 года назад +5

    Awesome video. This guy has all the potential to become a great teacher.
    This would be nice if you can make a video on different types of kriging models, and how to implement them on a GIS framework :)

  • @alifarid10
    @alifarid10 2 года назад

    After a long search, I finally found the explanation I was looking for. You break down complex concepts really well thanks

  • @basharaabubakari2996
    @basharaabubakari2996 4 года назад

    Thank you for not making this a "1-hour" ordeal.. I enjoyed this session to the latter..thank you again

  • @ymq6123
    @ymq6123 2 года назад

    Thank you very much!!! I am a Chinese student, your videos help me a lot!

  • @buramjakajil5232
    @buramjakajil5232 2 года назад

    Excellent explanation, thank you! This is how all mathematical topics should be explained in my opinion. Bad communication in math is like bad communication in software development, sure you can write all the thousands of lines of code in one line, the compiler will understand it! But this is not optimal if you're trying to convey an idea to others.

  • @firasdib7917
    @firasdib7917 8 месяцев назад

    Bless your soul, man. Explained better than my prof

  • @cz982
    @cz982 4 года назад

    You explain the concepts better than my uni lecturer... thank you!

  • @ziadabdelhalim3715
    @ziadabdelhalim3715 4 года назад +36

    I would like to know the mathematics involved in Kriging. Please make a dedicated video if you can.

  • @CelloMyNameIsMary
    @CelloMyNameIsMary 3 года назад +1

    WOW EVERYTHING IS MAKING SO MUCH MORE SENSE NOW!!! Thank you so much, your videos are saving me rn. I would love to see more spatial statistics content if you ever were thinking about it!! Wow though, thank you a thousand times.

  • @juanpablorodriguez7734
    @juanpablorodriguez7734 3 года назад

    Man , such a pro! Love the way you explain crucial concepts on spatial statistics so easy, greetings from colombia

  • @theforester_
    @theforester_ 2 года назад

    Awesome video! Clearly explained. Big shout out from Brazil.

  • @lucastan4561
    @lucastan4561 4 месяца назад

    Great explaination! I have done this before, but needed a refresher. This was perfect. Thanks!

  • @yerdauletabuov7922
    @yerdauletabuov7922 4 года назад +5

    oh man, this is a great explanation of kriging

  • @aleksandarslozenjicin2511
    @aleksandarslozenjicin2511 4 года назад +5

    This is great explanation. Please teach the mathematics involved in kriging.

  • @saifali
    @saifali 4 года назад

    Thank you for this video. It’s very clear. Gamma of h is more precisely the expected value of the squared differences between all pairs of point a distance h apart. Although to discuss the intuition behind it you can consider a single pair of points as you have done.

  • @meraymaddah6451
    @meraymaddah6451 2 года назад

    Super helpful! Thank you, it made sense all the way and witthout watering down any important notes on the Kriging Model 👍

  • @romario_de_souza_faria
    @romario_de_souza_faria 3 года назад

    Dude. This video is frigging awesome. Very well explained, crystal clear!

  • @TheMandolinn222
    @TheMandolinn222 3 года назад +1

    Thank you for such a clear and concise explanation of kriging! I have been struggling a bit to understand the 'why' of kriging and how to interpret my data- following labs like a cookbook and just 'getting through them' will not help me with a GIS career, so I appreciate you so much!! Subscribed! I will look for more videos, thank you again!!!

  • @raveeshaperera3829
    @raveeshaperera3829 4 года назад

    Wow this video is a lifesaver.. Thank you so much.. This is what you call a crystal clear explanation. Please go ahead with the mathematical concepts behind this as well. Thank you very much again.

  • @maryguty1705
    @maryguty1705 4 месяца назад

    best explaination ever. better than some claiming solid.

  • @ZonaManSol
    @ZonaManSol 4 года назад

    This is a really good video. I was able to understand and I'm not even a statistics or mathematics student. I'm studying Geographic Information Systems and Kriging is one of the most common Spatial Interpolation methods.

  • @noorp336
    @noorp336 Год назад

    the best explanation of Kriging model i found so far!! thanks man!

  • @Zainisthetic
    @Zainisthetic Год назад

    I can't explain how amazing this video is...!!!

  • @bolasalak7360
    @bolasalak7360 2 года назад

    Good and clear illustration of widely used but less understood model

  • @agnesb.5928
    @agnesb.5928 4 года назад +3

    Thank you very much for this video! :) It's the best explanation I've seen so far. I'd like to hear more about the math behind the Kriging model. It would be also interesting to hear more about other applications, e.g. engineering application of the surrogate (Kriging) model.

  • @aashishbhandari8410
    @aashishbhandari8410 2 года назад

    what a wonderful way of teaching 👏👏👏.loved it
    This comment is really from the heart
    keep doing what you are doing

  • @jrdetka
    @jrdetka 3 года назад

    Wonderful explanation. Great use of visuals and introduction of terms with symbols.Thank you!

  • @adelfaidah3224
    @adelfaidah3224 3 года назад

    I wish I could like this video twice! you explained it so well I felt like I just got spoon fed the information

  • @TiexingWang
    @TiexingWang 7 месяцев назад

    Many thanks for the introduction about the Kriging model. Best! I would love to know more about the math behind the kriging model and variogram.

  • @oaj90
    @oaj90 3 года назад

    thanks for the good and clear explanation , you make it very easy to follow and understand

  • @johnhartshorne7000
    @johnhartshorne7000 Год назад

    Tricky topic, but beatifully explained. Thanks.

  • @zahraa-zx
    @zahraa-zx 2 года назад

    thank u .. u make it easy to understand how the kriging work 🌹

  • @Stoney-g1o
    @Stoney-g1o 3 года назад

    Great succinct explanation. Would love more on this subject

  • @robertturley2974
    @robertturley2974 8 месяцев назад

    Never thought about this being used for anything other than mining, but it makes sense that it will work for any spatial estimation

  • @kaikolsch7561
    @kaikolsch7561 3 года назад

    Good explanation to dive into the topic. Thank you very much!

  • @jeffbrannon1757
    @jeffbrannon1757 3 года назад

    Impressive. Keep doing things even close to this well and you will become well known among students and researchers.

  • @stoyanovasparuh4990
    @stoyanovasparuh4990 2 года назад

    clear and straightforward. Thank you!

  • @bmadhu5071
    @bmadhu5071 2 года назад

    Thank you very much sir for clean and neat explanation.

  • @zakirfan9191
    @zakirfan9191 4 года назад +2

    Man your explanation is so clear :D you did a great job, hopefully you can make another video about krigging model like ordinary, simple, etc.. you really inspiring me :)

  • @abdalgadermohammed4570
    @abdalgadermohammed4570 2 года назад

    Thanks, really helpful, watched from Sudan.

  • @ej_entertain
    @ej_entertain Год назад

    Great Explanation. Thankyou. finally found a good explanation.

  • @mogosdebesh7956
    @mogosdebesh7956 2 года назад

    Very nice video, you really cleared my problem of understanding this concept of kriging/

  • @francisadrianviernes9402
    @francisadrianviernes9402 4 года назад +1

    This was explained really well. Good job!

  • @mohamedanasselyamani4323
    @mohamedanasselyamani4323 Год назад +1

    It's just an AMAZING explanation, I saw the video more than 10 times and that's is one of the best educational video I've ever seen.
    Question please : How can we know the matrix B while Ynew is unknown ?
    because B is a matrix of variogram : Gamma(Xnew,Xi) = 1/2(Ynew - Yi)² , and Ynew is unknown.

  • @Summer-zy2yc
    @Summer-zy2yc 3 года назад

    Very well explained man!! Thanks for doing it and hope to see more videos about geostats from you!!

  • @saniaparveen9428
    @saniaparveen9428 3 года назад

    Thank you soo much for this great and awesome explanation..

  • @luciechen2008
    @luciechen2008 4 года назад +1

    This video is perfect for me!!!, thank uuuuuuuu !! you saved me from the final!!

  • @hemanthnarayan373
    @hemanthnarayan373 3 года назад

    great video cleared a lot of doubts. Interested in knowing the mathematics behind it.

  • @abdourahmanediallo9047
    @abdourahmanediallo9047 6 месяцев назад

    Thank you very much for your excellent video !

  • @ibrahimcetin153
    @ibrahimcetin153 7 месяцев назад

    I think that we need more geostatistics lessons from you.

  • @Dz73zxxx
    @Dz73zxxx 3 года назад +2

    Great video, easy to digest, and as an on-going bachelor in earth science, i really recommend this for you whom have absolutely zero idea about kriging model (imma recommend this too for my colleagues lol).
    However, one question. At timemark 9:56 - 10:10, the matrice equation includes matrice b which has the semi-variogram calculation between Xnew and Xi. The calculation itself supposed to knew Ynew, right (as showed in the video)? But Ynew is our main objective, which is unknown...bit entangled on this one.

    • @komimarcatsou1871
      @komimarcatsou1871 3 года назад +1

      I have exactly the same question. This is why I was going through the comments. Thank you.
      Perhaps the answer is given in another video.
      We can still solve the equation, but with 5 + 1 = 6 unknown variables (w1, w2, w3, w4, w5, Ynew) instead of w1, w2, w3, w4, w5.

    • @MrBenismail
      @MrBenismail 3 года назад

      Exactly! I have the same remark :) I hope that @ritvikmath can give us an explanation

  • @randomity26
    @randomity26 4 года назад +3

    Do more spatial and geostatistics please! I'd like to see the math behind dependence tests.

  • @peterjin7799
    @peterjin7799 4 года назад

    so elegant, I love this intuition of math!

  • @user-jy2eq5oc7h
    @user-jy2eq5oc7h 2 года назад

    Thank you for super good video! Now, I start to understand

  • @anwmus
    @anwmus 4 года назад

    Excellent video! Thank you so much!

  • @yellevosteen7185
    @yellevosteen7185 4 года назад +1

    This is such a good explanation, thank you!

  • @awesome-ai1714
    @awesome-ai1714 3 года назад

    Cmon, This is too simple now! Thanks dude

  • @davidtaylor6124
    @davidtaylor6124 Год назад

    Thanks - great explanation of the variogram!

  • @akkusahu768
    @akkusahu768 4 года назад

    Thanku sir,It's really nice explanation about kriging model that is helpful for us

  • @stephenquayson9540
    @stephenquayson9540 4 года назад

    crystal clear explanation on the topic. Thanks.

  • @jackbalitok3910
    @jackbalitok3910 4 года назад +1

    So the kriging model was more of a 'guess-how-my-cousin-look' game by looking at the "relatives" got it, thanks!

  • @hossanatwino
    @hossanatwino 3 года назад +1

    Yes, please leave the maths details. Great explanation.

  • @phaneeshwarm3373
    @phaneeshwarm3373 4 года назад +29

    Can u please teach the mathematics involved in kriging, if possible can u please teach kriging using python. I am very much interested in learning kriging model.
    Thank you

    • @ritvikmath
      @ritvikmath  4 года назад +12

      Great idea! I will look into it

  • @juansamuelcollins3382
    @juansamuelcollins3382 3 года назад

    Please upload the video describing the maths behind it! You explanation was very clear, as I am trying to get grip of this topic.

  • @mohamedelmatal6820
    @mohamedelmatal6820 8 месяцев назад +1

    i have two questions : the first is do you try moving least squares method , the second is how can we overcome the inconvenient you have mentioned at the end of the video ? in otherwords , is there another interpolation method which permit to predict a lot of point ( not just one point ) with a cheap price ?

  • @dr.kingschultz
    @dr.kingschultz 2 года назад

    Your videos are just amazing. You are very good at explaining. Please, if possible include more python videos implementing the methods you teach

  • @Sarah-et5ed
    @Sarah-et5ed 4 года назад

    Great video, excellent explanation!! Thanks a lot!

  • @Ben-zq6dl
    @Ben-zq6dl Год назад

    Awesome explanation. So helpful, thank you 🙏🏻

  • @simolandu
    @simolandu 4 года назад +1

    Really clear video about the topic, thank you very much. I would love to see video explanation of the math being the kriging model, if it is explained as well as this video. Thank you!

  • @maniganiesh
    @maniganiesh 4 года назад +1

    very great explanation of kriging, Thanks man

  • @pimmohs
    @pimmohs 5 месяцев назад

    This was amazing. Thank you so much

  • @TearsInMyCup
    @TearsInMyCup 4 года назад

    Great video thanks! I'll be learning from all your videos 😁

  • @chrismalone8470
    @chrismalone8470 2 года назад

    I would be keen to see the video with more mathematics that you mention here.

  • @ostapfedyshyn2159
    @ostapfedyshyn2159 2 года назад +1

    Awesome, many thanks!

  • @simbarashethondhlana8327
    @simbarashethondhlana8327 2 года назад

    Very clear video. Thank u

  • @ganeshbhat5877
    @ganeshbhat5877 4 года назад

    very good explanation. Well done! Thank you

  • @TheZrhs
    @TheZrhs 4 года назад

    Clear and easy explanation, thanks a lot!

  • @nicolasjalbert1387
    @nicolasjalbert1387 2 года назад

    Awesome work!

  • @markm0559
    @markm0559 2 года назад

    Nice work ... would like to see your suggested more detailed delve into the math and krihing variance ...

  • @qadrmuhamad6706
    @qadrmuhamad6706 Год назад

    Great Explanation thanks 🙏🏼

  • @EpicSam
    @EpicSam 4 года назад

    Great simple explanation!

  • @hello_carrot
    @hello_carrot 2 года назад

    Really great video.

  • @AlejandroSg1204
    @AlejandroSg1204 3 года назад +1

    Really nice video, thank you!

  • @phanphancharee4838
    @phanphancharee4838 2 года назад

    Well explained ❤❤❤ thanks so much

  • @15ti_Maj_23.
    @15ti_Maj_23. 4 года назад

    Good job. Would like to see more detailed mathematics behind. This seems like combo of multiple linear regression fitting with KNN regression algo. Not in details but in approach and logic behind algo. I definately need more maths to fully grasp this. Thanks anyway. Keep up a good work.

  • @katrina5246
    @katrina5246 29 дней назад

    Awesome video, thanks! :)

  • @EuroPerRad
    @EuroPerRad 2 года назад

    Great explanation! Thanks :)

  • @isaramirezca4697
    @isaramirezca4697 3 года назад

    Thank you very much for this! the maths behind would also be very helpful

  • @soorena95
    @soorena95 3 года назад +1

    Thanks that was amazing

  • @keb785
    @keb785 Год назад

    Thank you for the video. What is the difference between kriging and GPR?

  • @JustinMurphy-x7k
    @JustinMurphy-x7k 8 месяцев назад

    Great video, thanks. What if you wanted to predict something at the exact location of a measured site - can you borrow strength from near by sites and also get an estimate of uncertainty at that site (rather than just relying on the measurement)?