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- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/0809/lect07.pdf19 Nov 2023: But we can not usually simulate Hamiltonian dynamics exactly. Ghahramani & Rasmussen (CUED) Lecture 7 and 8: Markov Chain Monte Carlo February 6th and 10th, 2009 24 / 28. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/1011/lect04.pdf19 Nov 2023: Ghahramani & Rasmussen (CUED) Lecture 4: Graphical Models 24 / 26. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/1213/lect0304.pdf19 Nov 2023: 1. 2M=0. 1 0 1 24. 2. 0. 2. 4. M=1. ... p(x, y)dy = p(x):. wkp(w)dw =. wk(. p(wk, w/k)dw/k. )dwk =. wkp(wk)dwk. Rasmussen & Ghahramani (CUED) Lecture 3 and 4: Gaussian Processes 24 / 32. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/1112/lect0304.pdf19 Nov 2023: 1. 2M=0. 1 0 1 24. 2. 0. 2. 4. M=1. ... p(x, y)dy = p(x):. wkp(w)dw =. wk(. p(wk, w/k)dw/k. )dwk =. wkp(wk)dwk. Quiñonero-Candela & Rasmussen (CUED) Lecture 3 and 4: Gaussian Processes 24 / -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/0708/lect02.pdf19 Nov 2023: Ghahramani & Rasmussen (CUED) Lecture 2, 3: PCA, FA and EM January 23rd, 25th, 2008 24 / 27. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/0809/lect0203.pdf19 Nov 2023: Ghahramani & Rasmussen (CUED) Lecture 2, 3: PCA, FA and EM January 20th, 23rd, 2009 24 / 27. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/1011/lect1214.pdf19 Nov 2023: knowledge of transition probabilities and rewards• exploration vs. exploitation. Ghahramani & Rasmussen (CUED) Lecture 12, 13, 14: Reinforcement Learning 24 / 25. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/1011/lect05.pdf19 Nov 2023: Ghahramani & Rasmussen (CUED) Lecture 5: Graphical Models: Inference 24 / 31. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/0809/lect05.pdf19 Nov 2023: Ghahramani & Rasmussen (CUED) Lecture 5: Graphical Models: Inference January 30th, 2009 24 / 31. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/0708/lect05.pdf19 Nov 2023: Ghahramani & Rasmussen (CUED) Lecture 5: Graphical Models: Inference February 1st, 2008 24 / 31. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/0910/lect14.pdf19 Nov 2023: knowledge of transition probabilities and rewards• exploration vs. exploitation. Ghahramani & Rasmussen (CUED) Lecture 14, 15, 16: Reinforcement Learning March 3rd, 4th and 10th, 2010 24 / 25. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/0910/lect05.pdf19 Nov 2023: Ghahramani & Rasmussen (CUED) Lecture 5: Graphical Models: Inference January 28th, 2010 24 / 31. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/0809/lect13.pdf19 Nov 2023: knowledge of transition probabilities and rewards• exploration vs. exploitation. Ghahramani & Rasmussen (CUED) Lecture 13, 14, 15: Reinforcement Learning February 27th, March 3rd and 6th, 2009 24 / 25. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/0708/lect13.pdf19 Nov 2023: knowledge of transition probabilities and rewards• exploration vs. exploitation. Ghahramani & Rasmussen (CUED) Lecture 13, 14, 15: Reinforcement Learning February 29th, March 5th and 7th, 2008 24 / 25. -
What Keeps a Bayesian Awake At Night? Part 2: Night Time · Cambridge…
https://mlg.eng.cam.ac.uk/blog/2021/03/31/what-keeps-a-bayesian-awake-at-night-part-2.html12 Apr 2024: Paris (1994, p. 24): “[W]hen an attempt is made to fill in all the details some of the attractiveness of the original is lost.”. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/1011/lect0203.pdf19 Nov 2023: Ghahramani & Rasmussen (CUED) Lecture 2, 3: PCA, FA and EM 24 / 32. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/0910/lect0203.pdf19 Nov 2023: Ghahramani & Rasmussen (CUED) Lecture 2, 3: PCA, FA and EM January 20th, 21st 2010 24 / 32. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/1213/lect0102.pdf19 Nov 2023: p(y|x, M). Rasmussen & Ghahramani (CUED) Lecture 1 and 2: Probabilistic Regression 24 / 32. -
- 4F13: Machine Learning
https://mlg.eng.cam.ac.uk/teaching/4f13/1112/lect0102.pdf19 Nov 2023: p(y|x, M). Quiñonero-Candela & Rasmussen (CUED) Lecture 1 and 2: Probabilistic Regression 24 / 32.
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