text data • Model building and evaluation: – Pipelines – Randomized Parameter Search – Scoring Interface • Out of Core learning – Feature Hashing – Kernel Approximation • New stuff in 0.17 and 0.18-dev – Overview – Calibration
Sorry it had one of my favorite actors on it (Travolta) in a nonsense role. In fact, anything made sense in this movie. Who can say there was true love between Eddy and Maureen? Don't you remember the beginning of the movie ? Is she so lovely? Ask her daughters. I don't think so. Label: negative Training data: 12500 positive, 12500 negative IMDB Movie Reviews Data
in range(9): X_batch, y_batch = cPickle.load(open("batch_%02d" % i)) sgd.partial_fit(X_batch, y_batch, classes=range(10)) Possibly go over the data multiple times.
i in range(9): X_batch, y_batch = cPickle.load(open("batch_%02d" % i)) if i == 0: kernel_approximation.fit(X_batch) X_transformed = kernel_approximation.transform(X_batch) sgd.partial_fit(X_transformed, y_batch, classes=range(10))
based on code by Matt Hoffman Topic #0: government people mr law gun state president states public use right rights national new control american security encryption health united Topic #1: drive card disk bit scsi use mac memory thanks pc does video hard speed apple problem used data monitor software Topic #2: said people armenian armenians turkish did saw went came women killed children turkey told dead didn left started greek war Topic #3: year good just time game car team years like think don got new play games ago did season better ll Topic #4: 10 00 15 25 12 11 20 14 17 16 db 13 18 24 30 19 27 50 21 40 Topic #5: windows window program version file dos use files available display server using application set edu motif package code ms software Topic #6: edu file space com information mail data send available program ftp email entry info list output nasa address anonymous internet Topic #7: ax max b8f g9v a86 pl 145 1d9 0t 34u 1t 3t giz bhj wm 2di 75u 2tm bxn 7ey Topic #8: god people jesus believe does say think israel christian true life jews did bible don just know world way church Topic #9: don know like just think ve want does use good people key time way make problem really work say need
la Tour and Mathieu Blondel Topics in NMF model: Topic #0: don people just like think know time good right ve make say want did really way new use going said Topic #1: windows file dos files window program use running using version ms problem server pc screen ftp run application os software Topic #2: god jesus bible christ faith believe christians christian heaven sin hell life church truth lord say belief does existence man Topic #3: geb dsl n3jxp chastity cadre shameful pitt intellect skepticism surrender gordon banks soon edu lyme blood weight patients medical probably Topic #4: key chip encryption clipper keys escrow government algorithm secure security encrypted public des nsa enforcement bit privacy law secret use Topic #5: drive scsi ide drives disk hard controller floppy hd cd mac boot rom cable internal tape bus seagate bios quantum Topic #6: game team games players year hockey season play win league teams nhl baseball player detroit toronto runs pitching best playoffs Topic #7: thanks mail does know advance hi info looking anybody address appreciated help email information send ftp post interested list appreciate Topic #8: card video monitor vga bus drivers cards color driver ram ati mode memory isa graphics vesa pc vlb diamond bit Topic #9: 00 sale 50 shipping 20 10 price 15 new 25 30 dos offer condition 40 cover asking 75 interested 01