Gradient descent simple explanation|gradient descent machine learning|gradient descent algorithm

Gradient descent simple explanation|gradient descent machine learning|gradient descent algorithm
#gradientdescent #unfolddatascience
Hello All,
My name is Aman and I am a data scientist. In this video I explain gradient descent piece by piece. In this video, my intention is to make gradient descent extremely simple to understand. Gradient descent being a very important algorithm for machine learning and deep learning is a must know topic for every data scientist. Below questions are answered in this video:
1. What is gradient descent?
2. How gradient descent works?
3. Gradient descent algorithm?
4. What is gradient descent in machine learning?
5. What is gradient descent in deep learning?
6. How gradient descent algorithm works?
About Unfold Data science: This channel is to help people understand basics of data science through simple examples in easy way. Anybody without having prior knowledge of computer programming or statistics or machine learning and artificial intelligence can get an understanding of data science at high level through this channel. The videos uploaded will not be very technical in nature and hence it can be easily grasped by viewers from different background as well.
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Пікірлер: 478

  • @Agrima_Art_World
    @Agrima_Art_World4 жыл бұрын

    My question is when we calculate Partial derivative with respect to 'c' and 'm' ,we should consider one as constant.For example to calculate partial derivative of cost function J with respect to c ∂J/∂c ,we should consider 'm' as constant .So the above calculation should be like this. -2[2 - (c+m)] + (-2)[4-(c+3m)] => -2[2-(c)]+(-2)[4-(c)] => -2[2] -2[4] =>-4-8=> -12. Please confirm

  • @diobrando1253

    @diobrando1253

    3 жыл бұрын

    Yep when we calculate w.r.t c m is const and vice versa.

  • @brajeshanand

    @brajeshanand

    3 жыл бұрын

    Hi Anjani...why it is -2[2-(c+m)] as derivative od [2-(c+m.1)]^2 . dont you think it should be 2[2-(c+m)] from the derivation rule.

  • @soumyapatil4991

    @soumyapatil4991

    3 жыл бұрын

    why -2 i still didnt get it... it should be ... 2[2-(c)]+2[4-(c)] right?

  • @manisharvinds895

    @manisharvinds895

    3 жыл бұрын

    Could you please elaborate on your derivative method @Anjani Kumar . I guess the value -4 in the video is correct

  • @sajjadabdulmalik4265

    @sajjadabdulmalik4265

    3 жыл бұрын

    Why -2?

  • @aparnasingh4096
    @aparnasingh40963 жыл бұрын

    Went through lots of articles but didn't understand the core. But your video made it clear within 15 minutes :) Just awesome keep up the good work :)

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thanks Aparna, your comments are very valuable for me.

  • @thaitran7272
    @thaitran72722 ай бұрын

    I like how you simply talk and explain .Especially, your speed is enough for everyone to understand such a tough concept like gradient descent.

  • @paonsgraphics9750
    @paonsgraphics97502 жыл бұрын

    You're just amazing! Anyone can understand gradient descend by watching this video. Thanks!

  • @melihulugyldz9861
    @melihulugyldz9861 Жыл бұрын

    the info you have given at arount 7:00 was very insightful. it shows why gradient always points in the direction of steepest ascent. thank you

  • @143balug
    @143balug4 жыл бұрын

    This is one of the best explanation video about Gradient Descent, I like your detailed explaination. Looking forward for more videos on various Optimizers. Thank you

  • @UnfoldDataScience

    @UnfoldDataScience

    4 жыл бұрын

    Thanks a lot Bala. Yes will create on those topics as well.

  • @brijkishortiwari2077
    @brijkishortiwari20773 жыл бұрын

    Hi Aman sir, i am a PhD scholar (almost completed) from IIT Madras and since last few months just for my interest i was exploring DS, ML and DL (though i am not from CS background) and landed with some of your videos on UDS which really increase my curiosity to learn more about it. Though i have explored a lot online videos and many other sources on ML including corsera etc. but i can say that your explanations are extremely good for conceptually to understand the subject. Just i am not able to control myself without appreciating your great effort and you are doing really a great job/help for the aspirants of ML/DS. Thank a lot for all what you are doing.

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Your comments are my motivation Brij. Thanks a lot.

  • @Mariyamnp2

    @Mariyamnp2

    Жыл бұрын

    Thanks for your feedback

  • @mahboobulhassan7419

    @mahboobulhassan7419

    6 ай бұрын

    11111qqqqq1qpq

  • @ananyaananyark4677

    @ananyaananyark4677

    2 ай бұрын

    Congratulations

  • @pankajgoikar4158
    @pankajgoikar41589 ай бұрын

    This is the first time I'm learning about Gredient Desent, and I understood how algorithms work. This video is amazing. Thank you so much.

  • @UnfoldDataScience

    @UnfoldDataScience

    9 ай бұрын

    You're very welcome Pankaj.

  • @user-cy9zf4oz2i
    @user-cy9zf4oz2i18 күн бұрын

    THE best explanation so far, short consice and precise, Algorithm, minimimizing loss function by having the optimal parameters

  • @T1s_kashyap
    @T1s_kashyap4 ай бұрын

    Why do I understood everything... Thankyou so much sir ❤️❤️❤️❤️❤️.

  • @suresh9031
    @suresh90313 ай бұрын

    great ... simple and best. Thank you.

  • @farcim
    @farcim Жыл бұрын

    Great explanation

  • @zakikhurshid3843
    @zakikhurshid384310 ай бұрын

    Great explanation. Thank you for this.

  • @ManiKandan-lx9zg
    @ManiKandan-lx9zg2 жыл бұрын

    Great great lecture for gradient descent I have ever seen....thank u so much for sharing ur knowledge sir ❤️

  • @UnfoldDataScience

    @UnfoldDataScience

    2 жыл бұрын

    So nice of you Mani. your comments mean a lot.

  • @aneeshwath4463
    @aneeshwath44637 ай бұрын

    Nice Explanation! Liked Your Simplicity...

  • @akashmanojchoudhary3290
    @akashmanojchoudhary32903 жыл бұрын

    Thank you so much aman. I don't know why I didn't come across to your videos till now. Keep up the good work. :)

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    So nice of you Akash. Pls share in Data Science groups if possible.

  • @himanshirawat1806
    @himanshirawat1806 Жыл бұрын

    Simply wow. After a month I understood today Gradient Descent. Thank you soo much for the video 😊

  • @UnfoldDataScience

    @UnfoldDataScience

    Жыл бұрын

    Welcome Himanshi. Means a lot to me.

  • @sukhleenkaur7061
    @sukhleenkaur70613 ай бұрын

    Awesome explanation Sir!! Great work!!

  • @goelnikhils
    @goelnikhils Жыл бұрын

    Amazing Content

  • @evanshareef2397
    @evanshareef23973 жыл бұрын

    Excellent !!! I have liked the video very much!!! You taught and asked question exactly what I was looking for! And I was looking for such explanation. Go ahead,sir.

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    You are welcome Evan. Your comments are my motivation.

  • @chriseyebagha9454
    @chriseyebagha94543 жыл бұрын

    This is the best explanation that I have seen on Gradient descent, i mean, I already had a great idea of what it was but you took me to a different level. Thank you!

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Glad it was helpful Chris :)

  • @AlgoTribes

    @AlgoTribes

    3 жыл бұрын

    couldn't agree more..😂😂

  • @AlgoTribes

    @AlgoTribes

    3 жыл бұрын

    I was recently impressed by the deeplizard explaining these concepts....now these content makes me feel more safer than i could have imagined..😀😀

  • @elcheapo9444
    @elcheapo9444 Жыл бұрын

    Your teaching method is masterful! None of the books I read go to such depths. Thanks!!

  • @UnfoldDataScience

    @UnfoldDataScience

    Жыл бұрын

    You're very welcome!

  • @vaiebhavpatil2340
    @vaiebhavpatil2340 Жыл бұрын

    great explanation.

  • @aaronlopes5256
    @aaronlopes52563 жыл бұрын

    New value=old value-learning rate * slope this made me understand the whole concept within seconds. Thank you Sir!

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Welcome Aaron.

  • @0SIGMA
    @0SIGMA3 жыл бұрын

    Damnn... I don't know how far your knowledge extends but I am finding very easy to understand with fun real world example. I am your new subscriber. 🎉❤️

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Wow, thanks Aaron.

  • @sayansen11
    @sayansen114 жыл бұрын

    Awesome ... very simple explanation

  • @UnfoldDataScience

    @UnfoldDataScience

    4 жыл бұрын

    Thank you. Happy learning. Tc

  • @charlottenouwen8553
    @charlottenouwen8553 Жыл бұрын

    Your KZread channel has been extremely helpful in preparing for job interviews. I just landed a data science job at McKinsey. Thank you!

  • @UnfoldDataScience

    @UnfoldDataScience

    Жыл бұрын

    Best of luck Charlotte.

  • @ashwinigavali3316
    @ashwinigavali3316 Жыл бұрын

    excellent explanation

  • @umairnazir5579
    @umairnazir55792 ай бұрын

    Great sir 👍

  • @mytalents260
    @mytalents26021 күн бұрын

    Loved your explanation brother..

  • @samsricatjaidee405
    @samsricatjaidee4053 ай бұрын

    Thank you. You make me understand this.

  • @goundosidibe9964
    @goundosidibe99643 жыл бұрын

    Amazing. Thank you soo much for this video . You included everything and its very well explained.

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    You're very welcome Goundo. Please share the link within data science groups. Thank you.

  • @AhmadSultan-yz6ek
    @AhmadSultan-yz6ek3 жыл бұрын

    This is just amazing.... simple explanation of a complex thing.

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thanks Ahmad for watching.

  • @ajitmalik2208
    @ajitmalik22082 жыл бұрын

    Greate man 👍 👌 💛

  • @gayathrigirishnair7405
    @gayathrigirishnair74052 жыл бұрын

    This finally helped me to understand Gradient Descent. Thank You.

  • @UnfoldDataScience

    @UnfoldDataScience

    2 жыл бұрын

    Thanks a lot.

  • @sociologie4507
    @sociologie4507 Жыл бұрын

    Good job.

  • @sherlinchand2277
    @sherlinchand2277 Жыл бұрын

    very clear and wonderfully explained. !

  • @pdivya4900
    @pdivya49002 жыл бұрын

    Good Explanation !!!!

  • @anuradhabalasubramanian9845
    @anuradhabalasubramanian98452 жыл бұрын

    Absolutely amazed by your simplified teaching Sir ! Great going

  • @UnfoldDataScience

    @UnfoldDataScience

    2 жыл бұрын

    Thanks Anu.

  • @HasanKarakus
    @HasanKarakus Жыл бұрын

    Great job

  • @ansh6848
    @ansh68483 жыл бұрын

    Wow!Awesome Explanation I was not getting it after studying it 3-4 days but after watching your video it seems pretty easy to me

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thanks for watching.

  • @surajitlahiri
    @surajitlahiri6 ай бұрын

    One of the best explanation of gradient descent. Thank you so much. Very informative

  • @UnfoldDataScience

    @UnfoldDataScience

    6 ай бұрын

    Thanks Surajit.

  • @jayendramanikumar9211
    @jayendramanikumar9211 Жыл бұрын

    Best explanation in the short time

  • @Mr_Sin99
    @Mr_Sin993 жыл бұрын

    Beautifully explained. Keep up the good work

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thank you James, I will

  • @cryptoin09
    @cryptoin093 жыл бұрын

    Awesome video...keep it up bro...loved it..concepts getting clear

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thanks Debasish.

  • @malathip8986
    @malathip89863 жыл бұрын

    Neat simple explanation

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Glad you liked it Malathi.

  • @Vinit_Ambat
    @Vinit_Ambat Жыл бұрын

    Well explained!

  • @rdcreations4u209
    @rdcreations4u2092 жыл бұрын

    Sir my suggestion is that .. explain all topics as per JNTUH btech syllabus ..U will get so many views for sure👍 ur explanation is extraordinary

  • @UnfoldDataScience

    @UnfoldDataScience

    2 жыл бұрын

    Thank you for motivation. :), I will check with university 🤣

  • @bahkeith7357
    @bahkeith73572 жыл бұрын

    i don't know what this world will be without indians youtubers. thank you very much at least i got something

  • @UnfoldDataScience

    @UnfoldDataScience

    2 жыл бұрын

    Glad you found it helpful

  • @jagadisheslavath4578
    @jagadisheslavath45783 жыл бұрын

    Thank you for the detailed explanation with simple example :)

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Welcome Jagadish.

  • @csa5129
    @csa51293 жыл бұрын

    keep it up sir, good explanation

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Keep watching. Thanks a lot.

  • @yashsinghal7471
    @yashsinghal7471 Жыл бұрын

    very well explained thanks🙄🙄🙏🙏

  • @hitechsubho1
    @hitechsubho13 жыл бұрын

    Thank you for explaining it in simple language. Wonderful.

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    You are welcome Subhendu.

  • @etikyalanishanthreddy1969
    @etikyalanishanthreddy19698 ай бұрын

    Thank you sir, This video is very Helpful :)

  • @srinivasrathodkethavath9545
    @srinivasrathodkethavath95452 жыл бұрын

    Very nice explanation.

  • @UnfoldDataScience

    @UnfoldDataScience

    2 жыл бұрын

    Thanks

  • @gowithgrade
    @gowithgrade Жыл бұрын

    great brother thanks.

  • @yogenderkushwaha5523
    @yogenderkushwaha55234 жыл бұрын

    Thanks man. Keep making such deep explanation videos related to ML. ♥️

  • @UnfoldDataScience

    @UnfoldDataScience

    4 жыл бұрын

    My pleasure Yogender. Your comments are my motivation.

  • @architasingh5659
    @architasingh56593 ай бұрын

    Your explanation is awsm

  • @kuppuswamyr4360
    @kuppuswamyr43604 жыл бұрын

    Awesome sir.thank u for the valuable content 😀

  • @UnfoldDataScience

    @UnfoldDataScience

    4 жыл бұрын

    Thanks a lot kuppuswamy, happy learning. Tc

  • @SachinSamhita
    @SachinSamhita Жыл бұрын

    Great cheers

  • @UnfoldDataScience

    @UnfoldDataScience

    Жыл бұрын

    Thanks Sachin

  • @yoyomovieclips8813
    @yoyomovieclips88133 жыл бұрын

    Great work sir,i finally understood from your video.Thanks a lot

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    You are most welcome

  • @ajaykushwaha4233
    @ajaykushwaha42333 жыл бұрын

    Awesome explanation.

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thanks Ajay, hope u are doing good and staying safe.

  • @SaidElnaffar
    @SaidElnaffar3 жыл бұрын

    You are a real master -- Liked, Subscribed, Shared!

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thanks a lot Said.

  • @0SIGMA

    @0SIGMA

    3 жыл бұрын

    Same 🔥

  • @wsalvaterra
    @wsalvaterra2 жыл бұрын

    very good, thank you very much

  • @UnfoldDataScience

    @UnfoldDataScience

    2 жыл бұрын

    Thank you too!

  • @raghuprasadkonandur-ekashalya
    @raghuprasadkonandur-ekashalya4 жыл бұрын

    Very good video. Clear explanation

  • @UnfoldDataScience

    @UnfoldDataScience

    4 жыл бұрын

    Glad you liked it

  • @DURGASREECHOWDHARYKOMMINI
    @DURGASREECHOWDHARYKOMMINI7 ай бұрын

    I have gone through lots of explanations and it was not understood. But through this video, i got the confidence in continue my learning forward. supeerr sir, thank you

  • @UnfoldDataScience

    @UnfoldDataScience

    7 ай бұрын

    Keep watching

  • @drbobmathsonlinemathstuiti5226
    @drbobmathsonlinemathstuiti52263 жыл бұрын

    Thank you for a clear and detailed explanation of this topic

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Glad it was helpful!

  • @prateekdahiya3991
    @prateekdahiya3991 Жыл бұрын

    Thank you, Thank you, Thank you, Thank you, Thank you soooo much!

  • @sudhasenthil9271
    @sudhasenthil92712 жыл бұрын

    Excellent explanation

  • @UnfoldDataScience

    @UnfoldDataScience

    2 жыл бұрын

    Glad it was helpful!

  • @krishnamore2281
    @krishnamore22813 жыл бұрын

    really help full !!!!!!

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thanks Krishna.

  • @preranatiwary7690
    @preranatiwary76904 жыл бұрын

    Amazing.

  • @UnfoldDataScience

    @UnfoldDataScience

    4 жыл бұрын

    Thanks a lot :)

  • @mayankdeep433
    @mayankdeep433 Жыл бұрын

    Very well explained.

  • @UnfoldDataScience

    @UnfoldDataScience

    Жыл бұрын

    Glad it was helpful!

  • @SumanDas-fx5vu
    @SumanDas-fx5vu Жыл бұрын

    great video

  • @UnfoldDataScience

    @UnfoldDataScience

    Жыл бұрын

    Thanks for the visit

  • @dsa_telugu
    @dsa_telugu3 жыл бұрын

    nice video... keep going sir.

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thank you Roshan.

  • @nazmulhasanriaz2851
    @nazmulhasanriaz28512 жыл бұрын

    Well explanation...

  • @UnfoldDataScience

    @UnfoldDataScience

    2 жыл бұрын

    Thanks Nazmul.

  • @mumairali766
    @mumairali7662 жыл бұрын

    Excellent

  • @UnfoldDataScience

    @UnfoldDataScience

    2 жыл бұрын

    Thank you! Cheers!

  • @Person-hb3dv
    @Person-hb3dv2 жыл бұрын

    Well explained sir. Thank you

  • @UnfoldDataScience

    @UnfoldDataScience

    Жыл бұрын

    You are welcome

  • @madhurimaburagohain3920
    @madhurimaburagohain39203 жыл бұрын

    Awesome video. This is the best explanation. Please make more videos.

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thanks Madhurima.

  • @aakashdewangan7313
    @aakashdewangan7313 Жыл бұрын

    V Good :)

  • @mishisareen4925
    @mishisareen49253 жыл бұрын

    Awesome!

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thank you! Cheers!

  • @ideas4951
    @ideas495110 ай бұрын

    Sir you are great!!

  • @araeneangela
    @araeneangela3 жыл бұрын

    Your videos are gold. Thank you for all your efforts

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Your comments motivate me. Much appreciated!

  • @bhavya2301
    @bhavya23013 жыл бұрын

    The Best Video. 😀

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thanks Bhavya.

  • @BDKMITAnilkumar
    @BDKMITAnilkumar2 жыл бұрын

    Good explanation onto the point 😄

  • @UnfoldDataScience

    @UnfoldDataScience

    2 жыл бұрын

    Thank you

  • @manojkesana2150
    @manojkesana21503 жыл бұрын

    Great explanation!!

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thanks Manoj.

  • @UsmanKhan-tc4sk
    @UsmanKhan-tc4sk2 жыл бұрын

    very beneficial video thnk you so much love form pakistan

  • @UnfoldDataScience

    @UnfoldDataScience

    2 жыл бұрын

    Thanks Usman. Stay safe. Tc

  • @enishpandey2480
    @enishpandey2480 Жыл бұрын

    Amazing man

  • @dr.himanimittal9880
    @dr.himanimittal98803 жыл бұрын

    Brilliant. Thank you

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Welcome.

  • @vcjayan8206
    @vcjayan82063 жыл бұрын

    Hi, simply explained, thanks

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Welcome :)

  • @priyankagehlot9945
    @priyankagehlot9945Ай бұрын

    Thank you sir

  • @arunmehta8234
    @arunmehta82343 жыл бұрын

    thanks sir ! Very helpful video.

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Welcome Arun

  • @nazmussaquibkhan
    @nazmussaquibkhan2 ай бұрын

    Thank you.

  • @mandarmore.9635
    @mandarmore.9635 Жыл бұрын

    thank you so much for making this video you are amazing

  • @UnfoldDataScience

    @UnfoldDataScience

    Жыл бұрын

    Thanks Mandar.

  • @sheikhshah2593
    @sheikhshah25932 жыл бұрын

    Really a great lecture . Cleared many doubts.

  • @UnfoldDataScience

    @UnfoldDataScience

    2 жыл бұрын

    Thanks Sheikh.

  • @gnanaselvannallathambi9019
    @gnanaselvannallathambi90193 жыл бұрын

    I like your explain is very smart

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thanks a lot.

  • @vijayalaxmiyalavigi6232
    @vijayalaxmiyalavigi62323 жыл бұрын

    I understood sir, thank you very much

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    You are most welcome Vijayalaxmi.

  • @FarhanAhmed-xq3zx
    @FarhanAhmed-xq3zx3 жыл бұрын

    Thanks a lot..Awesome explanation 💥💥👌👌👌

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thanks Farhan :)

  • @sadhnarai8757
    @sadhnarai87574 жыл бұрын

    Very good Aman

  • @UnfoldDataScience

    @UnfoldDataScience

    4 жыл бұрын

    Thank you :)

  • @mohinimarathe8769
    @mohinimarathe87693 жыл бұрын

    You are just under-rated aman after krish and joshua You are the one who students need to follow you in Data Science Community...srsly

  • @UnfoldDataScience

    @UnfoldDataScience

    3 жыл бұрын

    Thanks Mohini for motivating me.

  • @bslnada9248
    @bslnada9248 Жыл бұрын

    thank you so much !!!! you are a great teacher

  • @UnfoldDataScience

    @UnfoldDataScience

    Жыл бұрын

    You're very welcome! pls share with friends