Search.setIndex({docnames:["index"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":3,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,sphinx:56},filenames:["index.rst"],objects:{"lassonet.LassoNetClassifier":{fit:[0,1,1,""],get_params:[0,1,1,""],path:[0,1,1,""],score:[0,1,1,""],set_params:[0,1,1,""]},"lassonet.LassoNetRegressor":{fit:[0,1,1,""],get_params:[0,1,1,""],path:[0,1,1,""],score:[0,1,1,""],set_params:[0,1,1,""]},lassonet:{LassoNetClassifier:[0,0,1,""],LassoNetRegressor:[0,0,1,""],lassonet_path:[0,2,1,""],plot_path:[0,2,1,""]}},objnames:{"0":["py","class","Python class"],"1":["py","method","Python method"],"2":["py","function","Python function"]},objtypes:{"0":"py:class","1":"py:method","2":"py:function"},terms:{"0":0,"02":0,"1":0,"10":0,"100":0,"1000":0,"1e":0,"2":0,"23":0,"3":0,"9":0,"99":0,"class":0,"default":0,"float":0,"function":0,"int":0,"new":0,"return":0,"true":0,A:0,For:0,If:0,In:0,The:0,__:0,accord:0,accuraci:0,adam:0,all:0,also:0,alwai:0,an:0,ani:0,anymor:0,ar:0,arbitrarili:0,argument:0,arrai:0,avail:0,backtrack:0,baselassonet:0,batch:0,batch_siz:0,becaus:0,being:0,best:0,bool:0,bound:0,call:0,can:0,classif:0,classifi:0,coeffici:0,compar:0,compon:0,comput:0,consist:0,constant:0,contain:0,correctli:0,cpu:0,cross:0,data:0,decreas:0,deep:0,defin:0,dens:0,determin:0,devic:0,dict:0,disregard:0,doe:0,dure:0,each:0,earli:0,effect:0,els:0,ensur:0,ep:0,epoch:0,eps_start:0,epsilon:0,estim:0,evolut:0,except:0,expect:0,factor:0,fals:0,featur:0,first:0,fit:0,form:0,frac:0,from:0,gener:0,get:0,get_param:0,given:0,go:0,gpu:0,ha:0,harsh:0,have:0,hidden:0,hidden_dim:0,hierarchi:0,historyitem:0,ignor:0,improv:0,increas:0,increment:0,influenc:0,initi:0,input:0,instanc:0,instead:0,interfac:0,iter:0,keep:0,kernel:0,kwarg:0,label:0,lambda:0,lambda_:0,lambda_max:0,lambda_seq:0,lambda_start:0,lassonet_path:0,lassonetclassifi:0,lassonetregressor:0,latter:0,layer:0,like:0,list:0,loss:0,lr:0,m:0,mai:0,main:0,map:0,matrix:0,maximum:0,mean:0,method:0,metric:0,minimum:0,model:0,momentum:0,most:0,multi:0,multioutput:0,multioutputregressor:0,multipl:0,multipli:0,must:0,n_featur:0,n_iter:0,n_lambda:0,n_output:0,n_sampl:0,n_samples_fit:0,name:0,neg:0,nest:0,none:0,note:0,number:0,object:0,old:0,optim:0,option:0,other:0,output:0,over:0,pair:0,param:0,paramet:0,path:0,path_multipli:0,patienc:0,penalti:0,pip:0,pipelin:0,plot:0,plot_path:0,possibl:0,precomput:0,predict:0,proport:0,pytorch:0,r2_score:0,r:0,random:0,random_st:0,reach:0,regress:0,regressor:0,requir:0,residu:0,sampl:0,sample_weight:0,score:0,see:0,select:0,self:0,sequenc:0,set:0,set_param:0,sgd:0,shape:0,shuffl:0,simpl:0,sinc:0,so:0,some:0,specifi:0,squar:0,start:0,state:0,stop:0,str:0,strength:0,subobject:0,subset:0,sum:0,target:0,task:0,test:0,thi:0,tol:0,torch:0,torch_se:0,total:0,train:0,tupl:0,type:0,u:0,unconstrain:0,uniform_averag:0,until:0,updat:0,upper:0,us:0,v:0,val_siz:0,valid:0,valu:0,variabl:0,verbos:0,version:0,wait:0,websit:0,weight:0,well:0,when:0,where:0,which:0,without:0,work:0,wors:0,would:0,wrt:0,x:0,x_test:0,x_val:0,y:0,y_pred:0,y_test:0,y_true:0,y_val:0,you:0,zero:0},titles:["Welcome to LassoNet\u2019s documentation!"],titleterms:{api:0,document:0,instal:0,lassonet:0,s:0,welcom:0}})