Machine learning - Introduction to Gaussian processes

  Рет қаралды 294,785

Nando de Freitas

Nando de Freitas

11 жыл бұрын

Introduction to Gaussian process regression.
Slides available at: www.cs.ubc.ca/~nando/540-2013/...
Course taught in 2013 at UBC by Nando de Freitas

Пікірлер: 159
@augustasheimbirkeland4496
@augustasheimbirkeland4496 2 жыл бұрын
5 minutes in and its already better than all 3 hours at class earlier today!
@DistortedV12
@DistortedV12 4 жыл бұрын
Finally! This is gold for beginners like me! Thank you Nando!! Saw you o the committee at the MIT defense, great questions!
@erlendlangseth4672
@erlendlangseth4672 6 жыл бұрын
Thanks, this helped me a lot. By the time you got to the hour mark, you had covered sufficient ground for me to finally understand gaussian processes!
@sarnathk1946
@sarnathk1946 6 жыл бұрын
This is indeed an Awesome lecture! I liked the way the complexity is slowly built over the lecture. Thank you very much!
@SijinSheung
@SijinSheung 5 жыл бұрын
This lecture is so amazing! The hand drawing part is really helpful to build up intuition reagarding GP. This is a life-saving video to my finals. Many thanks!
@sourabmangrulkar9105
@sourabmangrulkar9105 4 жыл бұрын
The way you started from basics and built up on it to explain the Gaussian Processes is very easy to understand. Thank you :)
@maratkopytjuk3490
@maratkopytjuk3490 8 жыл бұрын
Thank you, I tried to understand GP via papers, but only you could help me to build up understanding the idea. That is great that you took time to explain gaussian distribution and the important operations! You're the best!
@fuat7775
@fuat7775 Жыл бұрын
This is absolutely the best explanation of the Gaussian!
@user-oc5gk7yn6o
@user-oc5gk7yn6o 4 жыл бұрын
I've found so many lectures for understanding gaussian process. Until now you are the only one I think can make me understand it.. Thanks a lot man
@daesoolee1083
@daesoolee1083 2 жыл бұрын
The best tutorial for GP among all the materials I've checked.
@francescocanonaco5988
@francescocanonaco5988 5 жыл бұрын
I tried to understand GP via blog article, paper and a lot of videos. Best video ever on GP! Thank you !
@dennisdoerrich3743
@dennisdoerrich3743 6 жыл бұрын
Wow, you saved my life with this genius lecture ! I think it's a pretty abstract idea with GP and it's nice that you can walk one through from scratch !
@jingjingjiang6403
@jingjingjiang6403 6 жыл бұрын
Thank you for sharing this wonderful lecture! Gaussian process was so confusing when it was taught in my university. Now it is crystal clear!
@life99f
@life99f 2 жыл бұрын
I feel so fortunate to find this video. It's like walking in a fog and finally be able to see things clearly.
@LynN-he7he
@LynN-he7he 4 жыл бұрын
Thank you, thank you thank you!! I was stuck on a homework problem and still figuring out what it means to be a testing vs. training data set and how the play a role in the Gaussian Kernel function. I was stuck for the last 3 days, and your video from about 45min - 1 hour mark made the lightbulb go off!
@ziangxu7751
@ziangxu7751 3 жыл бұрын
What an amazing lecture. It is much clearer than lectures taught in my university.
@huitanmao5267
@huitanmao5267 7 жыл бұрын
Very clear lectures ! Thanks for make them publicly available !
@pradeepprabakarravindran615
@pradeepprabakarravindran615 11 жыл бұрын
Thank you ! Your videos are so much awesome than any ML lecture series I have seen so far ! -- Grad Student from CMU
@xingtongliu1636
@xingtongliu1636 5 жыл бұрын
This becomes very easy to understand with your thorough explanation. Thank you very much!
@marcyaudrey6608
@marcyaudrey6608
This lecture is amazing Professor. From the bottom of my heart, I say thank you.
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