From b5db2a1895f734f4e0737153d34888a8532870b4 Mon Sep 17 00:00:00 2001 From: Erick Lavoie <erick.lavoie@epfl.ch> Date: Tue, 8 Mar 2022 14:56:15 +0100 Subject: [PATCH] Updated ml-25m dataset to avoid ratings of 0.5 --- Milestone-1-QA-template.tex | 2 +- Milestone-1.pdf | Bin 424339 -> 424832 bytes config.sh | 4 ++-- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/Milestone-1-QA-template.tex b/Milestone-1-QA-template.tex index d94f13b..fa3d99d 100644 --- a/Milestone-1-QA-template.tex +++ b/Milestone-1-QA-template.tex @@ -128,7 +128,7 @@ Implement $p_{u,i}$ using Spark RDDs. Your distributed implementation should giv \begin{itemize} \item [\textbf{N.1}] \textit{Implement the k-NN predictor. Do not include self-similarity in the k-nearest neighbours. Using $k=10$, \texttt{data/ml-100k/u2.base} for training output the similarities between: (1) user $1$ and itself; (2) user $1$ and user $864$; (3) user $1$ and user $886$. Still using $k=10$, output the prediction for user 1 and item 1 ($p_{1,1}$), and make sure that you obtain an MAE of $0.8287 \pm 0.0001$ on \texttt{data/ml-100k/u2.test}.} - \item [\textbf{N.2}] \textit{Report the MAE on \texttt{data/ml-100k/u2.test} for $k = {10, 30, 50, 100, 200, 300, 400, 800, 942}$. What is the lowest $k$ such that the MAE is lower than for the baseline (non-personalized) method?} + \item [\textbf{N.2}] \textit{Report the MAE on \texttt{data/ml-100k/u2.test} for $k = {10, 30, 50, 100, 200, 300, 400, 800, 943}$. What is the lowest $k$ such that the MAE is lower than for the baseline (non-personalized) method?} \item [\textbf{N.3}] \label{q-total-time} \textit{Measure the time required for computing predictions (without using Spark) on \texttt{data/ml-100k/u2.test}. Include the time to train the predictor on \newline \texttt{data/ml-100k/u2.base} including computing the similarities $s_{u,v}$ and using $k=300$. Try reducing the computation time with alternative implementation techniques (making sure you keep obtaining the same results). Mention in your report which alternatives you tried, which ones were fastest, and by how much. The teams with the correct answer and shortest times on a secret test set will obtain more points on this question.} \end{itemize} diff --git a/Milestone-1.pdf b/Milestone-1.pdf index b14d2ab6acdc30b2c165869bcb0a3762578152e3..0d74ac6cba215d70cc3eb62fd8814da6cb6cc876 100644 GIT binary patch delta 30775 zcmV(tK<vMh^BI8m8L)!}e;6;me9B}zyOm_T@y>W^E7{!xM8XncJ~RYnkLTB?8x6{o zM_ak(A~qY%#)p1GJlQ5Z`SF7PkLO?SE-rtNc_IoXMW&Ox`$XiD=^{&Vkug=t<gQ76 zP2YZ8YhA6@ip%tN99HX0rvI_^M4TJfT0afFrB`vaT5F!Cw=0>ae|GdkZ(8@&Hml$7 z{+?u-RfS5{Qm{&tr2T`fhpw}IV@J~P<fa`_59^<P!tXABP*oz}n=F%vaxDv%l_fk& zR#t-a+zgX@T;(z~lN)+aP-Lm;8zTOBm|6!AgECnxl?eq(lm?3gH3(m2>6^Z{>l-sV zJQkefA9n1_INJIwe;%PUE3`&}RXQH*+D-;+6A@fn@3#H-^zzH9(&^|X*KZ@|ZdIui z?C8%zEHfs-Zl@66jjmqFB7Go)?+v~@;?LmhAHb}bu8LEbcZkKBdZk3V13-l5jrYz^ zrbq5{7L(vi@$40*n*)L=(toc&*>E_ILT4;L8mpl1-y1*Cf6kxw@DyodCfi({+qtY* z&Wm|t$)&vH>XMga1|hC=cBONA`!g5casJ&|961ku$6zX}Jo@Zlqq|`HbDL*5%f;(p zk=dH7H6o#1rMk*0GQ`_=cjt|eamHnNYJ`u6P3OSybNGJx@ctZz3Ildw`5>bCQlwy* 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export ML100Ku2base=data/ml-100k/u2.base; -- GitLab