Lecture 9 Semi-Supervised Learning and Unsupervised Distribution Alignment

.pdf

School

University of Cincinnati, Main Campus *

*We aren’t endorsed by this school

Course

OPTIMIZATI

Subject

Computer Science

Date

Oct 30, 2023

Type

pdf

Pages

146

Uploaded by BrigadierGorillaMaster2190

±6S294-158 °eep Unsupervised !'earning 00.VSieter ±IIGIFbIIGIFbeel, ==;=VSi (00.eter) ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s, ±lex !%%VSi, <<:<VSilson >><>;AA?A>n 6646² ´erkeley !'ecture 9: (a) 6Semi-6Supervised !'earning (Kb) Unsupervised °istriKbution ²lignment
!%%9 442emVSi-442upervVSised !%%eAA?A>rnVSinRTQg AA?A>nd 6646nsupervVSised µVSistrVSiIIGIFbutVSion ±lVSiRTQgnment 6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s ²ovVSid AA?A>nd &&VSid-442emester 6646pdAA?A>te - <<:<e SURhope everyone AA?A>nd tSURheVSir QSPfAA?A>mVSilVSies AA?A>re AA?A>IIGIFble to keep SURheAA?A>ltSURhy durVSinRTQg tSURhese unusuAA?A>l tVSimes. 00.leAA?A>se prVSiorVSitVSize your SURheAA?A>ltSURh AA?A>nd well-IIGIFbeVSinRTQg! ±JJHJGcJJHJGcordVSinRTQgly, pleAA?A>se don't SURhesVSitAA?A>te to let us know VSiQSPf tSURhVSis JJHJGclAA?A>ss would VSinterQSPfere wVSitSURh tSURhAA?A>t, AA?A>nd we'll IIGIFbe SURhAA?A>ppy to QSPfVSiRTQgure sometSURhVSinRTQg out on AA?A> JJHJGcAA?A>se IIGIFby JJHJGcAA?A>se IIGIFbAA?A>sVSis! - 442VSinJJHJGce we AA?A>re just pAA?A>st tSURhe mVSiddle oQSPf tSURhe semester, AA?A>nd sVSinJJHJGce tSURhere VSis some re-plAA?A>nnVSinRTQg per tSURhe JJHJGcurrent sVSituAA?A>tVSion, SURhere VSis AA?A> quVSiJJHJGck overvVSiew oQSPf wSURhAA?A>t's stVSill AA?A>SURheAA?A>d: - 4/1: !'9 442emVSi-442upervVSised !%%eAA?A>rnVSinRTQg; 6646nsupervVSised µVSistrVSiIIGIFbutVSion ±lVSiRTQgnment [tSURhVSis leJJHJGcture! :) ] - 4/8: !'10 ²ompressVSion - 4/13: ³inal 2roject 3-page milestone : VSinstruJJHJGctVSions - 4/15: !'11 !%%AA?A>nRTQguAA?A>RTQge &&odels [¶uest ·nstruJJHJGctor: ±leJJHJGc 331AA?A>dQSPford ())pen±·)] - 4/22: (idterm - 4/29: !'12 331epresentAA?A>tVSion !%%eAA?A>rnVSinRTQg VSin 331eVSinQSPforJJHJGcement !%%eAA?A>rnVSinRTQg - 5/6: 331331331 <<:<eek (no leJJHJGcture) - 5/13: ³inal 2roject 2resentations + ³inal 2roject 5Reports due 2
!%%9 442emVSi-442upervVSised !%%eAA?A>rnVSinRTQg AA?A>nd 6646nsupervVSised µVSistrVSiIIGIFbutVSion ±lVSiRTQgnment 6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s ))utlVSine - ·ntro - >XQOb`mYW->upXQOrvYWsXQOVO !/XQOKDrcanYWcanWU - 6646nsupervVSised µVSistrVSiIIGIFbutVSion ±lVSiRTQgnment 3
!%%9 442emVSi-442upervVSised !%%eAA?A>rnVSinRTQg AA?A>nd 6646nsupervVSised µVSistrVSiIIGIFbutVSion ±lVSiRTQgnment 6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s <<:<SURhAA?A>t VSis 442emVSi-442upervVSised !%%eAA?A>rnVSinRTQg? 4 upervised±cVUeßrning
!%%9 442emVSi-442upervVSised !%%eAA?A>rnVSinRTQg AA?A>nd 6646nsupervVSised µVSistrVSiIIGIFbutVSion ±lVSiRTQgnment 6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s <<:<SURhAA?A>t VSis 442emVSi-442upervVSised !%%eAA?A>rnVSinRTQg? 5 upervised±cVUeßrning
!%%9 442emVSi-442upervVSised !%%eAA?A>rnVSinRTQg AA?A>nd 6646nsupervVSised µVSistrVSiIIGIFbutVSion ±lVSiRTQgnment 6646² ´erkeley -- 442prVSinRTQg 2020 -- µeep 6646nsupervVSised !%%eAA?A>rnVSinRTQg -- 00.VSieter ±IIGIFbIIGIFbeel, 00.eter ²SURhen, °onAA?A>tSURhAA?A>n ³o, ±rAA?A>vVSind 442rVSinVSivAA?A>s <<:<SURhAA?A>t VSis 442emVSi-442upervVSised !%%eAA?A>rnVSinRTQg? 6 upervised±cVUeßrning emi- upervised±cVUeßrning
Your preview ends here
Eager to read complete document? Join bartleby learn and gain access to the full version
  • Access to all documents
  • Unlimited textbook solutions
  • 24/7 expert homework help

Browse Popular Homework Q&A

Q: According to the diagram at right, FSH injections to super-stimulate the ovaries will:
Q: Write the symbolic statement in words. Use p, q, r, s, t, and u as defined below. p:    The tour…
Q: How many moles of non-volatile solute must be added to 265.3 mL of solvent in order to lower the…
Q: You walk for 1000 m northwards at a constant velocity of 3 m/s. Then you turn around, and walk with…
Q: A wave traveling on a Slinky that is stretched to 4 m takes 2.05 s to travel the length of the…
Q: Mrs. Burke's physics class has 109 students, classified by academic year and major, as illustrated…
Q: A somewhat outdated study indicates that the mean number of hours worked per week by software…
Q: What were the primary reasons for rock and jazz to finally come together in the second half of the…
Q: 1.) The code below (and the chart it produces) is incorrect. Study the code and chart and identify…
Q: Question 28 Graph the equation y = 2 on your paper. Clearly label at least 3 points on the graph.…
Q: Offer one example of a barrier to entry created by the market (as opposed to being created by the…
Q: For which set of crystallographic planes will a first-order diffraction peak occur at a diffraction…
Q: Atmospheric pressure is related to the altitude / by the formula P = Poe-000004 where Po, the…
Q: A reactant decomposes with a half-life of 14.9 s when its initial concentration is 0.184 M. When the…
Q: use Python Please follow the instructions :)
Q: Find the absolute extrema of the function on the closed interval. Function:        Interval: y=9…
Q: Find the area of the shaded region: 6 y=x²-15 x 64 -128 128 2 20 10 -10 -20- 2 4 y=x 6 X 0
Q: 7. What happens to the water in the soil that is pulled below the root zone by gravity? Where does…
Q: H₂C Ö
Q: If construction costs are $142,000 per kilometer, find the cost of building the new road in the…
Q: A system has five components connected as shown in the diagram. Assume A, B,  C, D, and E function…
Q: Zan Azlett and Angela Zesiger have joined forces to start A&Z Lettuce Products, a processor of…