From 4ee1a0a1136b33f5872c84f30c1d4b6d3e52923d Mon Sep 17 00:00:00 2001 From: Joaquin Torres Bravo Date: Fri, 10 May 2024 19:42:52 +0200 Subject: [PATCH] tuning redone --- model_selection/hyperparam_tuning.py | 2 +- model_selection/output/hyperparamers.xlsx | Bin 0 -> 11544 bytes 2 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 model_selection/output/hyperparamers.xlsx diff --git a/model_selection/hyperparam_tuning.py b/model_selection/hyperparam_tuning.py index 1016803..980b311 100644 --- a/model_selection/hyperparam_tuning.py +++ b/model_selection/hyperparam_tuning.py @@ -155,7 +155,7 @@ if __name__ == "__main__": print(f"{group}-{method_names[j]}-{model_name}") # Find optimal hyperparams for curr model params = hyperparameters[model_name] - search = RandomizedSearchCV(model, param_distributions=params, cv=cv, n_jobs=8, scoring='precision') + search = RandomizedSearchCV(model, param_distributions=params, cv=cv, n_jobs=10, scoring='precision') search.fit(X,y) hyperparam_df.at[model_name,'Parameters']=search.best_params_ hyperparam_df.at[model_name,'Score']=round(search.best_score_,4) diff --git a/model_selection/output/hyperparamers.xlsx b/model_selection/output/hyperparamers.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..851287cd43a12de53eec553a8259caba36b2e19b GIT binary patch literal 11544 zcmZ{K1yEeu()Hj@fWe)h3GVK}B@o;_xVyW%ySux)ySoK~1P?)j^OM~7z5Bv{?^KX!@Y<U0;GxiQb=8yFb;??gQzN~W;1OPz(-}UNQ+8F#= zaDH^RbT1uzfR@2wyZsDkYz`F$5_wcq68IK6=@<0rJXzhj?T zC<)f|=;Zm#p$r~*4(Q5YOF4slSWf+4dr-(SpUskD{c&s5iaJh9JCd8Ni4iL!-%MVd z=ffr2(J50Hhtt6@+lxtI^lwjz-zdfvE^9&5m0J5`>GerjOKYaAww}0Wn<#3-Ti=|xN|4%W!lw+)<)Vdn@S8M$ozCzg_S?L zVDlw4>s5^by=?BoK$PA!pHOHCC)Cje^-VQwTH=Mny47_>KV!3OOc8x;cTFlIzA1TG zRZA_xx?KXs8?;gRaD!YBpb|e>b5Py+ty%xW$`>Ak$pa2N25$>G9A!e!3CqGAY1N>w z@;!ZBCWgFrNM@)eVjFQT%U~y z9w?u3Lg+aA7}#48JWx7icVtXP{#ap}cYtmrAiRC#f`V4R%Qs61P_}Yd7@Gl0(0q4i zABVk+*SgNH{zLgYdoc3TKtK3`@eEc1ldw&C6a*rGwQpKd#;uaSA!M^BW=1_~Ve(zQ z3^sJikoT2{4^jVG<>OUi>u?^UOS(J9glU|oaVbdQNo(q4?1Sz8PG({3qLjddRT~w| z**&qEP9V7jC(woi*HFN1^7=YDpOj(p^cMC=n#+(tF`-Iha&jjl%!asi{aV@m`lE;i z@nUgT?c2pTVG^OtA?lVLWVU)S1O^~4bb3INi3~1i9t?d#cEC;DKpFBT(7mw(dT1j& z=x3>A3b#_Wve=5>4U#bSR+{ZM+iA0VsC?n+YlXJ8+(czGkVMQ4rV?hV{spJ_uCwwq zE<7O0cpMxge?TG$8A>s`hmG79ohIkBX+lNC60Zd z(F~W%6U1#AGc0a24j!l>POUJJpKAN&y~SEEa5=dUWpw>ta7`Rg{5g zC+V3wq2uvr`-z2UMC2Gv)|cN-ghnBE;s>yar<~+iD}z5~X!eSA@B55? zer)mxm}fMjiufrqhatZ6hOChHfPo1rH$?@e-A~aZvm}s-rwE?`7UHZKpJ&&_36?cs zpiQR2#}(vxdWE&8^v0))-IK^e74MT7HtIhtQE9@B3i(_0>pWM&)M> zSVK@U1aK@4c-(11siQ74jbY+>dDx|FRRC_ zr13}LISsjD@ERPm@R;wfH5_(`^XcRg1)H!1I>5|Z($_fHGLoX3VP`)@S@zx@^gCg1 zu`h!+yC*4`?=4MF-|uzHR^^^@CEyJPo#zmJ&kjhM>=g`jcGXHUj31C;LNzxlBcT#* z)NWclqe9)(*QU;b@~xBwJ^!SjO|LcpMj4gkCK)EQZ?%`GuC+ZKv%OkiP;XKB&JoM} z?I-pg<0PPA>Btv@>TU(RNd>j@styzGIyC9YCzbM{On78zbT|}Iy*P{l@tg}RxsE+b zu|5U1P9eqyltj$7?QetD(sE5G4h?TW8Jb(!i(L%p4GYdUsNrF#)Pht{wxl#p=J!(5 zDqP+=+$B18Yo9+_4U4?l<=oS{)DW!jxL)7Bvxwysl}vN)M+UJI0ws>eg+#|-*pc}j z69owb8IK$O@B`FGzW~=O=?<>_9KQJ-+C(`IyQdJ9Z-BJs3@Hj~NEJK;5r)n7>1nKq zW7y&ymAAQ{JcIr`#)x2WH#eh=;F3J)Ma2pkod4>U{CF#N2bs1+uZu-GHTm1>yVWYk7ck9lKq|pJk8byn5HI9X-Hw*ZkGG_0 zoOP~e-h`znXybET^J`jp7L5>RdgF_3y;YL`q}k*K=m1=ZyPEA;TrUdk8n z*`L`q0)605+a(AR*xz?Ue5vqFnBEFu4 zc7psVAp7cT?a!b9z%4WYfcckzI9l46+8P-c*xAzl{`jpT;Rza+D|Dy<&*E`77G&p- z3jBEj^X8u@iCXMi1tAf&=Yttn{T*hX?jsPS)DAz4N*x0U?%f~GIC8---q=88r4@$E z+Z=z7Goj)7Sm7Xp%)Wy#cVo~iB!sHizYrS^s9_O9yAas;*d8*qLM=kZ0^AMaeJ^a9 z1S7(uh=x1~)PA6I0Q*TwSGbza08)v|tPkgy)xnzNrBHcdC`DOBx?4}I&FDbu8)~e> zAQ|ck3w2v?Y?MU0_on6Cp4-8_90s#2?z_*X=^Ht1$)A4W9_bwRT2S-JmZP-mS~wnY zjU*@qX^&Z^^*F7~M`b#K_{k|3y%=otq?IU@L2q|OfA|tJnX#)L^n8f4*sNwRzmi{n z=dJZFqHqKYIS&**1yw-LJs10hkzl2>ViO7CM&#DXVe zjgEZwPPad!vX8v)$BC@BA43t4t|<5p*`%9-E5Z8{nn*aH>rvXA@gM4|@dszsOttQM z+k$eU8yjVWs1@cUm^&L}h0^5}^SSk}K&Rh*N2Rgjf+nU^yu_#cDaWa}rrY1H46Iq7 zaWT~k^a`pPeso7L*F}nzqABXifV}ToneMzO1dq!D9@opf)gT#@%48+10ux`_fMC-?4 zgpjB}t(3G5>?9+!1AFNBs$P%gKG^8Vxy$<}X}r+YjbmO&Lk0D(q+$4#db!8{FKJND zcftKd{YzHz6iW6NG~R-d6O{lB8@v_&!+)U9N(qZG;B=Adf|p*Q5@9!YMbnCBB7EH&-JsRsCLf{IaKTjb6RLXl^m1 zs;_)5?L<*FZ7E983S5+`VH<2+2Qu?SpH_~LQT*om(SBw4mHbD`a>1{Wvt|M|r`p-D zt|eAcCeDVru$7-w(p877D6zI2{P&q(SW}1ZSBysa5Eg$24SJDTKspZDg<1y#7HK9C4dRFKY)jJlX~t z%3?usAoHbRm9yM=6&@{TmnOmd0f=C3D)b5|QG}0g}*JZ2{4!?4O26 z)O31ydPP;MIULf+~5bV{XF?8=FpO-z+He`=#2$Lsh^ zcnOY6%dX@u!VC8Zrt$#xryqm!zw-qJ0|3tdJ@_;J^5gIX^OxX{G}tK~$J&-W1m^q! 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