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
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
3 жыл бұрын
Yep when we calculate w.r.t c m is const and vice versa.
@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
3 жыл бұрын
why -2 i still didnt get it... it should be ... 2[2-(c)]+2[4-(c)] right?
@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
3 жыл бұрын
Why -2?
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
3 жыл бұрын
Thanks Aparna, your comments are very valuable for me.
I like how you simply talk and explain .Especially, your speed is enough for everyone to understand such a tough concept like gradient descent.
You're just amazing! Anyone can understand gradient descend by watching this video. Thanks!
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
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
4 жыл бұрын
Thanks a lot Bala. Yes will create on those topics as well.
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
3 жыл бұрын
Your comments are my motivation Brij. Thanks a lot.
@Mariyamnp2
Жыл бұрын
Thanks for your feedback
@mahboobulhassan7419
6 ай бұрын
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@ananyaananyark4677
2 ай бұрын
Congratulations
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
9 ай бұрын
You're very welcome Pankaj.
THE best explanation so far, short consice and precise, Algorithm, minimimizing loss function by having the optimal parameters
Why do I understood everything... Thankyou so much sir ❤️❤️❤️❤️❤️.
great ... simple and best. Thank you.
Great explanation
Great explanation. Thank you for this.
Great great lecture for gradient descent I have ever seen....thank u so much for sharing ur knowledge sir ❤️
@UnfoldDataScience
2 жыл бұрын
So nice of you Mani. your comments mean a lot.
Nice Explanation! Liked Your Simplicity...
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
3 жыл бұрын
So nice of you Akash. Pls share in Data Science groups if possible.
Simply wow. After a month I understood today Gradient Descent. Thank you soo much for the video 😊
@UnfoldDataScience
Жыл бұрын
Welcome Himanshi. Means a lot to me.
Awesome explanation Sir!! Great work!!
Amazing Content
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
3 жыл бұрын
You are welcome Evan. Your comments are my motivation.
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
3 жыл бұрын
Glad it was helpful Chris :)
@AlgoTribes
3 жыл бұрын
couldn't agree more..😂😂
@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..😀😀
Your teaching method is masterful! None of the books I read go to such depths. Thanks!!
@UnfoldDataScience
Жыл бұрын
You're very welcome!
great explanation.
New value=old value-learning rate * slope this made me understand the whole concept within seconds. Thank you Sir!
@UnfoldDataScience
3 жыл бұрын
Welcome Aaron.
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
3 жыл бұрын
Wow, thanks Aaron.
Awesome ... very simple explanation
@UnfoldDataScience
4 жыл бұрын
Thank you. Happy learning. Tc
Your KZread channel has been extremely helpful in preparing for job interviews. I just landed a data science job at McKinsey. Thank you!
@UnfoldDataScience
Жыл бұрын
Best of luck Charlotte.
excellent explanation
Great sir 👍
Loved your explanation brother..
Thank you. You make me understand this.
Amazing. Thank you soo much for this video . You included everything and its very well explained.
@UnfoldDataScience
3 жыл бұрын
You're very welcome Goundo. Please share the link within data science groups. Thank you.
This is just amazing.... simple explanation of a complex thing.
@UnfoldDataScience
3 жыл бұрын
Thanks Ahmad for watching.
Greate man 👍 👌 💛
This finally helped me to understand Gradient Descent. Thank You.
@UnfoldDataScience
2 жыл бұрын
Thanks a lot.
Good job.
very clear and wonderfully explained. !
Good Explanation !!!!
Absolutely amazed by your simplified teaching Sir ! Great going
@UnfoldDataScience
2 жыл бұрын
Thanks Anu.
Great job
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
3 жыл бұрын
Thanks for watching.
One of the best explanation of gradient descent. Thank you so much. Very informative
@UnfoldDataScience
6 ай бұрын
Thanks Surajit.
Best explanation in the short time
Beautifully explained. Keep up the good work
@UnfoldDataScience
3 жыл бұрын
Thank you James, I will
Awesome video...keep it up bro...loved it..concepts getting clear
@UnfoldDataScience
3 жыл бұрын
Thanks Debasish.
Neat simple explanation
@UnfoldDataScience
3 жыл бұрын
Glad you liked it Malathi.
Well explained!
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
2 жыл бұрын
Thank you for motivation. :), I will check with university 🤣
i don't know what this world will be without indians youtubers. thank you very much at least i got something
@UnfoldDataScience
2 жыл бұрын
Glad you found it helpful
Thank you for the detailed explanation with simple example :)
@UnfoldDataScience
3 жыл бұрын
Welcome Jagadish.
keep it up sir, good explanation
@UnfoldDataScience
3 жыл бұрын
Keep watching. Thanks a lot.
very well explained thanks🙄🙄🙏🙏
Thank you for explaining it in simple language. Wonderful.
@UnfoldDataScience
3 жыл бұрын
You are welcome Subhendu.
Thank you sir, This video is very Helpful :)
Very nice explanation.
@UnfoldDataScience
2 жыл бұрын
Thanks
great brother thanks.
Thanks man. Keep making such deep explanation videos related to ML. ♥️
@UnfoldDataScience
4 жыл бұрын
My pleasure Yogender. Your comments are my motivation.
Your explanation is awsm
Awesome sir.thank u for the valuable content 😀
@UnfoldDataScience
4 жыл бұрын
Thanks a lot kuppuswamy, happy learning. Tc
Great cheers
@UnfoldDataScience
Жыл бұрын
Thanks Sachin
Great work sir,i finally understood from your video.Thanks a lot
@UnfoldDataScience
3 жыл бұрын
You are most welcome
Awesome explanation.
@UnfoldDataScience
3 жыл бұрын
Thanks Ajay, hope u are doing good and staying safe.
You are a real master -- Liked, Subscribed, Shared!
@UnfoldDataScience
3 жыл бұрын
Thanks a lot Said.
@0SIGMA
3 жыл бұрын
Same 🔥
very good, thank you very much
@UnfoldDataScience
2 жыл бұрын
Thank you too!
Very good video. Clear explanation
@UnfoldDataScience
4 жыл бұрын
Glad you liked it
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
7 ай бұрын
Keep watching
Thank you for a clear and detailed explanation of this topic
@UnfoldDataScience
3 жыл бұрын
Glad it was helpful!
Thank you, Thank you, Thank you, Thank you, Thank you soooo much!
Excellent explanation
@UnfoldDataScience
2 жыл бұрын
Glad it was helpful!
really help full !!!!!!
@UnfoldDataScience
3 жыл бұрын
Thanks Krishna.
Amazing.
@UnfoldDataScience
4 жыл бұрын
Thanks a lot :)
Very well explained.
@UnfoldDataScience
Жыл бұрын
Glad it was helpful!
great video
@UnfoldDataScience
Жыл бұрын
Thanks for the visit
nice video... keep going sir.
@UnfoldDataScience
3 жыл бұрын
Thank you Roshan.
Well explanation...
@UnfoldDataScience
2 жыл бұрын
Thanks Nazmul.
Excellent
@UnfoldDataScience
2 жыл бұрын
Thank you! Cheers!
Well explained sir. Thank you
@UnfoldDataScience
Жыл бұрын
You are welcome
Awesome video. This is the best explanation. Please make more videos.
@UnfoldDataScience
3 жыл бұрын
Thanks Madhurima.
V Good :)
Awesome!
@UnfoldDataScience
3 жыл бұрын
Thank you! Cheers!
Sir you are great!!
Your videos are gold. Thank you for all your efforts
@UnfoldDataScience
3 жыл бұрын
Your comments motivate me. Much appreciated!
The Best Video. 😀
@UnfoldDataScience
3 жыл бұрын
Thanks Bhavya.
Good explanation onto the point 😄
@UnfoldDataScience
2 жыл бұрын
Thank you
Great explanation!!
@UnfoldDataScience
3 жыл бұрын
Thanks Manoj.
very beneficial video thnk you so much love form pakistan
@UnfoldDataScience
2 жыл бұрын
Thanks Usman. Stay safe. Tc
Amazing man
Brilliant. Thank you
@UnfoldDataScience
3 жыл бұрын
Welcome.
Hi, simply explained, thanks
@UnfoldDataScience
3 жыл бұрын
Welcome :)
Thank you sir
thanks sir ! Very helpful video.
@UnfoldDataScience
3 жыл бұрын
Welcome Arun
Thank you.
thank you so much for making this video you are amazing
@UnfoldDataScience
Жыл бұрын
Thanks Mandar.
Really a great lecture . Cleared many doubts.
@UnfoldDataScience
2 жыл бұрын
Thanks Sheikh.
I like your explain is very smart
@UnfoldDataScience
3 жыл бұрын
Thanks a lot.
I understood sir, thank you very much
@UnfoldDataScience
3 жыл бұрын
You are most welcome Vijayalaxmi.
Thanks a lot..Awesome explanation 💥💥👌👌👌
@UnfoldDataScience
3 жыл бұрын
Thanks Farhan :)
Very good Aman
@UnfoldDataScience
4 жыл бұрын
Thank you :)
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
3 жыл бұрын
Thanks Mohini for motivating me.
thank you so much !!!! you are a great teacher
@UnfoldDataScience
Жыл бұрын
You're very welcome! pls share with friends