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This approach produced a Kaggle log loss score of 0.081511944.
Kaggle challenge participants were evaluated using a multi-class logarithmic loss score.
The 64-bit Asm model achieved a log loss score of 0.062721944 when used to predict the Kaggle test data.
When using 64-bit hashing functions, we were able to drastically reduce the logarithmic loss score produced from 0.452784 to 0.222864.
Using this approach changed 23 out of 10,877 predictions to equal probability producing a final log loss score of 0.047999572.
While adding together minhash category scores for both models did produce a very small lift in accuracy during cross-validation, we were unable to lower the Kaggle log loss score using this approach.
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The Pirates kicked off the key series at PNC Park by sending the Cardinals to their fourth straight loss, scoring just four runs in that skid.
When he arrived at the workshop, Mr. Matheson had composed only the third of seven songs for a work he calls "Songs of Desire, Love and Loss," scored for soprano and six instrumentalists, including a pianist and a percussionist.
Loss of interest scores 4 points, slow movement scores 4 points, and weight loss scores 2 points on the Hamilton Depression Rating Scale.
Nowitzki led his team with 27 points and eight rebounds in Dallas' Game 1 loss, scored the final nine in the Mavs' stunning come-from-behind 95-93 vintory in Game 2, and finished Game 3 with a game-high 34 points, accounting for 15 of the Mavs' 22 points in the fourth quarter.
The final score is the average SNR loss scores across the four lists.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com