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  2. Cryptography

    https://www.cl.cam.ac.uk/teaching/2223/Crypto/crypto-slides-4up.pdf
    16 Jan 2023: Finally, A outputs b′. If b′ = b then A has succeeded PrivKeavA,Π() = 136. ... Finally, A outputs b′. If b′ = b then A has succeeded PrivKcpaA,Π() = 149.
  3. 4F13 Machine Learning: Coursework #3: Latent Dirichlet Allocation…

    https://mlg.eng.cam.ac.uk/teaching/4f13/1617/cw/coursework3.pdf
    19 Nov 2023: How manydocuments, how many words and how many unique words are there in A, in B and in the union of Aand B? ... Whatis the per-word perplexity over all documents in B? f) 10% : What would the perplexity be for a uniform multinomial?
  4. 4F13 Machine Learning: Coursework #3: Latent Dirichlet Allocation…

    https://mlg.eng.cam.ac.uk/teaching/4f13/1516/cw/coursework3.pdf
    19 Nov 2023: How manydocuments, how many words and how many unique words are there in A, in B and in the union of Aand B? ... Whatis the per-word perplexity over all documents in B? f) 10% : What would the perplexity be for a uniform multinomial?
  5. https://www.cl.cam.ac.uk/~jps79/movies.tinydb.json

    https://www.cl.cam.ac.uk/~jps79/movies.tinydb.json
    4 Oct 2023: {"movies": {"1": {"movie_id": "tt0012349", "title": "The Kid", "year": 1921, "type": "movie", "minutes": 68, "genres": ["Comedy", "Drama", "Family"], "rating": 8.3, "rating_votes": 130363, "actors": [{"person_id": "nm0088471", "name": "B.F.
  6. THE UNIVERSITY CHILDCARE SUPPORT FUND – APPLICATION FORM 2023/24 ...

    https://www.childcare.admin.cam.ac.uk/files/childcare_support_fund_application_form_2023-2024.docx
    29 Sep 2023: THE UNIVERSITY CHILDCARE SUPPORT FUND – APPLICATION FORM 2023/24. 1. PERSONAL DETAILS. I am: (tick all that apply). Undergraduate. Graduate. Studying full-time. Studying part-time. For PhD graduates only – Number of weeks to submission: _________
  7. Background material crib-sheet Iain Murray , October 2003 Here ...

    https://mlg.eng.cam.ac.uk/zoubin/course03/cribsheet.pdf
    27 Jan 2023: P (A = a|B = b) is the probability A = a occurs given the knowledge B = b. ... Note. a P (A = a, B = b|H) =. P (B = b|H) gives the normalising constant of proportionality.
  8. Unsupervised Learning∗ Zoubin Ghahramani† Gatsby Computational…

    https://mlg.eng.cam.ac.uk/zoubin/course04/ul.pdf
    27 Jan 2023: C. B. D. E. Figure 1: Three kinds of probabilistic graphical model: undirected graphs, factor graphs and directed graphs. ... P (A, B, C, D, E) = c g1(A, C)g2(B, C, D)g3(C, D, E) (28).
  9. PDF - Global Fund Management Using Stochastic Optimization - working…

    https://www.jbs.cam.ac.uk/wp-content/uploads/2020/08/wp0312.pdf
    9 Jul 2023: h9O>B0E}B VX"}Aj9"}ABH O}BWB;}AB9U}A O>pn9j9 nK}6>P >0 WlS>0N7h[B>B>O j6 >PB 0I9>kah W>P} e]mlO%2<$9 ... l. S>P}p-.}AOBWj9N WBV 9>B 9t B0,$ ( | }B fZeO 0oT}A>TP}7jEP}A0 7}ABWB E}A0 G A9We Z>0 B>B>>}AOp>9>B
  10. Gaussian Process

    https://mlg.eng.cam.ac.uk/teaching/4f13/1819/gaussian%20process.pdf
    19 Nov 2023: b. ],[A B. B> C. ])= p(x|y) = N(a BC1(y b), ABC1B>),. ... For Gaussians:. p(fn, f<n) = N([ a. b. ],[A B. B> C. ])=.
  11. - 4F13: Machine Learning

    https://mlg.eng.cam.ac.uk/teaching/4f13/0809/lect04.pdf
    19 Nov 2023: E(a) (b). Two types of nodes:• The circles in a factor graph. ... Z =aA. bB. cC. dD. eE. g1(A = a, C = c)g2(B = b, C = c, D = d)g3(C = c, D = d, E = e).

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