From bfad5c71dd6c2e06a617efe412b9d45ddc0fbf57 Mon Sep 17 00:00:00 2001 From: fortierq Date: Fri, 8 Dec 2023 09:43:28 +0000 Subject: [PATCH] deploy: 70fd2524cbcbf8d32dc4ab5d2e2b41160b5f4d29 --- .../apprentissage/tp/tp_voitures/tp_voitures.ipynb | 14 +++++++------- dl/apprentissage/tp/tp_voitures/tp_voitures.html | 10 +++++----- searchindex.js | 2 +- 3 files changed, 13 insertions(+), 13 deletions(-) diff --git a/_sources/dl/apprentissage/tp/tp_voitures/tp_voitures.ipynb b/_sources/dl/apprentissage/tp/tp_voitures/tp_voitures.ipynb index 7689e871..21fb8866 100644 --- a/_sources/dl/apprentissage/tp/tp_voitures/tp_voitures.ipynb +++ b/_sources/dl/apprentissage/tp/tp_voitures/tp_voitures.ipynb @@ -394,22 +394,22 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1908.0" + "10.984615384615385" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "moyenne(0) # moyenne de cylindrée" + "moyenne(7) # nombre moyen de secondes pour aller de 0 à 100 km/h" ] }, { @@ -458,7 +458,7 @@ "metadata": {}, "source": [ "````{admonition} Question\n", - " Définir une variable `X` qui contient les caractéristiques standardisées des voitures.\n", + " Définir une matrice `X` qui contient les caractéristiques standardisées des voitures.\n", "````" ] }, @@ -496,7 +496,7 @@ "metadata": {}, "source": [ "````{admonition} Question\n", - " On aura aussi besoin de réaliser l'opération inverse de la précédente. Écrire une fonction `inverse_standardisation(y)` qui renvoie une liste `x` telle que $x_i = y_i \\sigma_i + \\mu_i$, où $\\mu_i$ et $\\sigma_i$ sont la moyenne et l'écart-type de l'attribut $i$.\n", + " On aura aussi besoin de réaliser l'opération inverse de la précédente. Écrire une fonction `inverse_standardisation(y)` qui, pour une voiture `y` (c'est-à-dire la liste de ses attributs), renvoie une liste `x` telle que $x_i = y_i \\sigma_i + \\mu_i$, où $\\mu_i$ et $\\sigma_i$ sont la moyenne et l'écart-type de l'attribut $i$.\n", "````" ] }, @@ -517,7 +517,7 @@ } ], "source": [ - "inverse_standardisation(X[0]) # égal à attributs[0]" + "inverse_standardisation(X[0]) # doit être égal à attributs[0]" ] }, { diff --git a/dl/apprentissage/tp/tp_voitures/tp_voitures.html b/dl/apprentissage/tp/tp_voitures/tp_voitures.html index c9fdd9f5..a8914c47 100644 --- a/dl/apprentissage/tp/tp_voitures/tp_voitures.html +++ b/dl/apprentissage/tp/tp_voitures/tp_voitures.html @@ -962,12 +962,12 @@

Standardisation des données
-
moyenne(0) # moyenne de cylindrée
+
moyenne(7) # nombre moyen de secondes pour aller de 0 à 100 km/h
 
-
-
inverse_standardisation(X[0]) # égal à attributs[0]
+
inverse_standardisation(X[0]) # doit être égal à attributs[0]
 
diff --git a/searchindex.js b/searchindex.js index 9c672ff7..2e296887 100644 --- a/searchindex.js +++ b/searchindex.js @@ -1 +1 @@ -Search.setIndex({docnames:["0_python/aide_memoire","0_python/entrainement","dl/algo/prog_dyn/cours/prog_dyn","dl/algo/prog_dyn/seam_carving/seam_carving","dl/algo/prog_dyn/tp/tp1/tp_prog_dyn","dl/algo/prog_dyn/tp/tp2/tp_sac_dos","dl/apprentissage/cours/kmeans/kmeans","dl/apprentissage/cours/kmeans/kmeans_mnist","dl/apprentissage/cours/knn/exemple/knn_iris","dl/apprentissage/cours/knn/knn","dl/apprentissage/tp/tp_chiffres/tp_chiffres","dl/apprentissage/tp/tp_titanic/tp_titanic","dl/apprentissage/tp/tp_voitures/tp_voitures","dl/ds/itc/ds_x23_differentiel/x23","dl/menu/0","dl/menu/1","dl/menu/2","dl/menu/3","dl/menu/4","dl/menu/5","dl/python/dict/tp/tp_dict","dl/python/revision/revisions","dl/slides/dict","dl/slides/lis","dl/slides/science_donnees","dl/slides/sp","dl/td/dict_polynome","dl/td/ds_partition","dl/td/matrice_prog_dyn","intro","menu/0","menu/1","ressource","slides/dict","tp_titanic"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":5,"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.ext.intersphinx":1,sphinx:56},filenames:["0_python/aide_memoire.ipynb","0_python/entrainement.md","dl/algo/prog_dyn/cours/prog_dyn.ipynb","dl/algo/prog_dyn/seam_carving/seam_carving.ipynb","dl/algo/prog_dyn/tp/tp1/tp_prog_dyn.ipynb","dl/algo/prog_dyn/tp/tp2/tp_sac_dos.ipynb","dl/apprentissage/cours/kmeans/kmeans.ipynb","dl/apprentissage/cours/kmeans/kmeans_mnist.ipynb","dl/apprentissage/cours/knn/exemple/knn_iris.ipynb","dl/apprentissage/cours/knn/knn.ipynb","dl/apprentissage/tp/tp_chiffres/tp_chiffres.ipynb","dl/apprentissage/tp/tp_titanic/tp_titanic.ipynb","dl/apprentissage/tp/tp_voitures/tp_voitures.ipynb","dl/ds/itc/ds_x23_differentiel/x23.ipynb","dl/menu/0.md","dl/menu/1.md","dl/menu/2.md","dl/menu/3.md","dl/menu/4.md","dl/menu/5.md","dl/python/dict/tp/tp_dict.ipynb","dl/python/revision/revisions.ipynb","dl/slides/dict.md","dl/slides/lis.md","dl/slides/science_donnees.md","dl/slides/sp.md","dl/td/dict_polynome.md","dl/td/ds_partition.md","dl/td/matrice_prog_dyn.md","intro.md","menu/0.md","menu/1.md","ressource.md","slides/dict.md","tp_titanic.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[2,3,4,5,6,7,8,9,10,11,12,13,20,21,29,34],"00011437481734488664":12,"00799751":6,"010739827506566":12,"01238827279366":[11,34],"0176766":6,"02326738":6,"027387593197926163":12,"034391681977312":12,"04088048553760174":12,"04375315220456059":12,"0500":[11,34],"07193832":6,"07486462488026106":12,"07565615":6,"0873963":6,"0923385947687978":12,"0_100":12,"1":[2,3,5,6,7,8,9,10,11,12,20,21,29,34],"10":[2,3,5,6,7,10,12,21,29],"100":[5,6,9,12],"1000":[5,10,11,34],"10000":9,"1030":12,"105":12,"1050":12,"107":6,"1085":12,"11":[2,10,12,21],"1100":12,"1105":12,"1124":12,"113":12,"1149":12,"115":12,"117":12,"12":[2,8,10,12,21],"120":8,"1200":12,"1206":12,"1242":12,"127":6,"13":[2,6,10,11,29,34],"13139443139467197":12,"1333":12,"135":[6,12],"1352":12,"1360":12,"1378":12,"1385":12,"1398":12,"14":[2,6,10,12,21],"1400":12,"142":[6,12],"1427278":6,"145":12,"146":12,"1461":12,"14675589081711304":12,"149":12,"15":[8,10,12,21],"150":8,"152":12,"15425435291040127":12,"155":12,"156":12,"157":12,"158":12,"16":[8,10,12],"16190614861559313":12,"163":12,"16388681":6,"164":[6,12],"167":12,"170":[6,12],"1700":12,"17134015":6,"172":12,"173":12,"174":12,"1757012690970402":12,"176":12,"177":[6,12],"1775863236538034":12,"18":[2,12,21],"180":12,"181":12,"1845173101353987":12,"1845559141635222":12,"186":12,"1862602113776709":12,"1870":12,"18890814558058924":[11,34],"1897":12,"19":[2,6,11,13,34],"190":12,"1908":12,"192":12,"195":6,"196152422706632":10,"197":12,"198":12,"198755159298423":12,"1998":12,"1\u00e8re":[10,11,29,34],"1er":[5,11,21,34],"2":[2,3,4,6,7,8,9,10,11,12,20,21,34],"20":[4,8],"200":[3,12],"2000":12,"2008":12,"2023":29,"2024":29,"2042079685746":[11,34],"20445224973151743":12,"207":6,"208":12,"21":8,"22":[11,21,34],"223":6,"225":6,"23":8,"230":3,"2302101421317011":12,"231":3,"234":6,"235":12,"24":6,"24236252545824846":[11,34],"25":[11,34],"2500":[11,34],"25148203":6,"258337":[11,34],"26":[11,34],"2652677985759393":12,"2686318892762309":12,"27":[11,34],"2787204":21,"28":[11,34],"2833":[11,34],"28612846":6,"28627452":3,"29":[8,11,34],"29279266668822856":12,"2936":12,"2\u00e8me":[11,34],"2h":29,"2n":4,"3":[2,4,5,6,8,9,10,11,12,20,21,34],"300":8,"30233257263183977":12,"30362746114":10,"30720748345964605":12,"30908961700389415":12,"31613003363303516":12,"31646374":6,"32":[6,11,34],"324":12,"3256520809467957":12,"330":12,"3309260745023202":12,"34556072704304774":12,"34738710447673715":12,"35":[11,34],"355574":[11,34],"35774636214316785":12,"3589139002446052":12,"35961169":6,"36158249158249":[11,34],"36461315993070004":12,"365":12,"36593832588575514":12,"37":8,"3743216911061462":12,"38":[11,34],"385":12,"389":[11,34],"39":6,"3900219295884706":12,"39288770686855584":12,"393601569390209":12,"39676747423066994":12,"398":12,"3\u00e8me":[11,34],"3h":29,"3n_1":13,"3u_n":21,"4":[2,4,5,6,7,8,9,10,11,12,20,21,34],"4020041621721581":12,"404":12,"406":12,"4067215863301765":12,"41":6,"411":12,"41153661494212246":12,"4128859153189823":12,"413":12,"416":12,"417022004702574":12,"41730480236712697":12,"4191945144032948":12,"42":[5,21],"420730":[11,34],"422":12,"42594631547918027":12,"42619570979982285":12,"427":[11,34],"4284117337371103":12,"433312":[11,34],"443":12,"446":[11,34],"449":12,"45478823":6,"461":12,"466":12,"47":6,"478":12,"47978580505021445":12,"484":3,"4840370002937282":12,"4845":4,"486337":[11,34],"48641703230027744":12,"488854":[11,34],"496738":6,"497072":10,"5":[2,4,5,6,7,8,9,10,11,12,21,34],"50":8,"500":10,"502445":[11,34],"5024451714361915":[11,34],"514":3,"5216145554945079":12,"53":[11,34],"53746655":6,"538816734003357":12,"54":21,"546":[11,34],"5518865547576234":12,"5586898284457517":12,"5594808":6,"5624455":6,"565736":[11,34],"565736461074875":[11,34],"566107":[11,34],"5667995079770183":12,"5733":12,"5737524192504039":12,"5781752114842607":12,"5838129204459943":12,"6":[2,4,5,6,8,10,12,21],"61":12,"6103335371327435":12,"612":12,"6296296296296297":[11,34],"64":10,"640x480":34,"644820996221396":[11,34],"651":[11,34],"6566559958949947":12,"6573045403567335":12,"6579569555419957":12,"66165195":6,"663861":[11,34],"664":10,"6704675101784022":12,"67371984":6,"6746501884297091":12,"67637004":6,"67841079":6,"68":12,"683209502457785":12,"6852195003967595":12,"69":12,"696":3,"697":3,"698":3,"699":3,"7":[2,4,5,6,8,10,11,12,20,21,29,34],"700":3,"7006938639818525":12,"701":3,"702":3,"70298247":6,"705":3,"71":[11,34],"714":3,"7203244934421581":12,"7220045433683606":12,"7238988637529822":12,"72793283":6,"737695":[11,34],"7376951317802897":[11,34],"7420382165605095":[11,34],"7463773023130854":12,"75":12,"763":[11,34],"765":[11,34],"76974168":6,"7697505196386":12,"7767845581132305":12,"786845":[11,34],"797":10,"8":[2,5,6,7,9,10,11,12,21,29,34],"80":[11,34],"802":[11,34],"8178806037662938":12,"827377":[11,34],"8273772438659676":[11,34],"8314606741573034":[11,34],"861535252125068":12,"8626535994012577":12,"8781174363909454":12,"881194060479367":12,"886":[11,34],"887":[11,34],"888":[11,34],"889":[11,34],"89":[11,34],"890":[11,34],"891":[11,34],"895558157":21,"8974358974358975":9,"9":[6,8,10,11,12,20,21,34],"90":12,"9250":[11,34],"93":8,"9333333333333333":8,"9466666666666667":8,"96":8,"9613787129443082":12,"9620792816591849":12,"97":8,"9733333333333334":8,"99":6,"998":12,"\u00e0":[2,3,4,6,8,10,11,12,13,20,21,29,34],"\u00e2":13,"\u00e2ge":[11,34],"\u00e7a":10,"\u00e8":13,"\u00e9cart":[11,12,34],"\u00e9chap":21,"\u00e9chell":[11,34],"\u00e9crire":[3,4,5,8,10,11,12,20,21,34],"\u00e9crit":29,"\u00e9crite":20,"\u00e9critur":20,"\u00e9dition":21,"\u00e9gal":[11,12,13,34],"\u00e9gale":[10,13],"\u00e9galement":[11,34],"\u00e9l\u00e9ment":[5,10,11,13,21,34],"\u00e9l\u00e9mentair":[11,34],"\u00e9lev\u00e9":[11,34],"\u00e9preuv":29,"\u00e9t\u00e9":[3,8,10,21],"\u00e9tait":10,"\u00e9tant":[3,4,8],"\u00e9tape":[5,21],"\u00e9tiquet\u00e9":20,"\u00e9tiquett":[8,20],"\u00e9valuer":[11,34],"\u00e9ventuel":21,"\u00e9vite":3,"\u00e9viter":[11,12,34],"\u00e9vitera":[11,34],"\u00e9volut":10,"\u00eatre":[11,13,20,34],"acc\u00e9der":[8,11,34],"acc\u00e9l\u00e9rer":[8,10],"adapt\u00e9":[8,10],"al\u00e9atoir":[5,6,10,12],"am\u00e9lior":[8,11,34],"ann\u00e9":[11,32,34],"ao\u00fbt":20,"appara\u00eet":[8,34],"appel\u00e9":[11,20,34],"appliqu\u00e9":12,"apr\u00e8":13,"ar\u00eat":[20,21],"arg_apr\u00e8":13,"arg_d\u00e9but":13,"arg_d\u00e9but_apr\u00e8":13,"arg_d\u00e9but_av":13,"associ\u00e9":4,"aucun_caract\u00e8re_commun":13,"autoris\u00e9":2,"bas\u00e9":[11,34],"biblioth\u00e8qu":8,"bo\u00eet":8,"bool\u00e9en":21,"break":6,"capacit\u00e9":[2,5],"caract\u00e8r":[13,20],"caract\u00e9ristiqu":[8,12],"carr\u00e9":[8,10,12],"case":[4,5,13],"centr\u00e9":8,"centres_al\u00e9atoir":[10,12],"ch\u00e2teau":13,"cha\u00een":[13,20],"citro\u00ebn":12,"cl\u00e9":[8,13,20],"class":[3,6,8,9,10,11,12,21,34],"class\u00e9":8,"commen\u00e7on":[3,10,12],"comp\u00e9tit":[11,34],"compl\u00e9ter":[3,20,21],"compl\u00e9tion":20,"complexit\u00e9":[4,13,20],"concat\u00e9n":[10,13],"conna\u00eetr":4,"consid\u00e8r":[3,4,8,20],"consid\u00e9r":[5,8],"consid\u00e9ron":21,"coordonn\u00e9":[4,8,12],"corrig\u00e9":[10,29],"cr\u00e9er":[3,20,21],"cyindr\u00e9":12,"cylindr\u00e9":12,"d\u00e9but":[13,21],"d\u00e9but_apr\u00e8":13,"d\u00e9but_av":13,"d\u00e9cembr":20,"d\u00e9cision":6,"d\u00e9clench":21,"d\u00e9croissant":5,"d\u00e9duir":[4,5,21],"d\u00e9duit":21,"d\u00e9fini":[3,10,21],"d\u00e9finir":[3,4,10,12,20,21],"d\u00e9finit":[3,8],"d\u00e9form\u00e9":3,"d\u00e9j\u00e0":[10,20],"d\u00e9passent":4,"d\u00e9passer":3,"d\u00e9termin":[4,8,21],"degr\u00e9":21,"demand\u00e9":4,"derni\u00e8r":[3,29],"diff\u00e9renc":[8,11,13,34],"diff\u00e9renci":12,"diff\u00e9rent":[5,9,11,20,34],"diff\u00e9rentiel":13,"do":2,"donn\u00e9":[3,4,5,10,21],"dur\u00e9":29,"encadr\u00e9":21,"enl\u00e8v":3,"enl\u00e8veron":3,"entr\u00e9":[5,13,21],"entra\u00een":32,"esp\u00e8c":8,"etiquet\u00e9":20,"ex\u00e9cut":[5,10,11,12,21,34],"exc\u00e8d":5,"extr\u00e9mit\u00e9":12,"f\u00e9vrier":20,"fa\u00e7on":[3,4,10,21],"fin_apr\u00e8":13,"final":3,"float":[2,3,4,8,21],"forc\u00e9ment":21,"fr\u00e9quent":[11,34],"fran\u00e7ai":20,"fronti\u00e8r":6,"fus\u00e9":21,"g\u00e9n\u00e8re":[5,6],"g\u00e9n\u00e9r\u00e9e":5,"g\u00e9n\u00e9ral":4,"i\u00e8m":[2,3],"identifi\u00e9":[11,34],"imbriqu\u00e9":4,"impl\u00e9ment":[10,11,34],"import":[2,3,4,5,6,7,8,9,10,11,12,21,34],"inf\u00e9rieur":8,"ins\u00e9r\u00e9":13,"int":[4,8],"int\u00e9ress":[5,8,10],"int\u00e9ressant":13,"intensit\u00e9":3,"it\u00e9rat":[10,13],"long":20,"m\u00e9gane":12,"m\u00e9mo\u00efsat":4,"m\u00e9thode":[3,9,11,21,34],"m\u00eame":[3,4,5,8,9,10,11,12,13,20,34],"mani\u00e8r":[11,34],"mod\u00e9lis":[11,29,34],"n\u00e9cessair":21,"null":[11,34],"num\u00e9riqu":[11,34],"num\u00e9ro":[3,8,10,12],"o\u00f9":[2,3,4,5,8,11,12,13,20,21,34],"op\u00e9rat":[11,12,13,34],"p\u00e8re":20,"p\u00e9tale":8,"parall\u00e8l":[11,34],"param\u00e8tr":9,"pi\u00e8c":4,"pic\u00e8":4,"plut\u00f4t":[4,8],"pointill\u00e9":4,"poss\u00e8d":[4,20],"possibilit\u00e9":[4,13,21],"pr\u00e9alabl":[4,10],"pr\u00e9c\u00e9demment":10,"pr\u00e9c\u00e9dent":[3,4,10,12,20,21],"pr\u00e9cise":[11,34],"pr\u00e9cision":[8,10,11,34],"pr\u00e9diction":[11,34],"pr\u00e9dire":[8,11,34],"pr\u00e9dit":10,"pr\u00e9dite":[8,10],"premi\u00e8r":[3,4,8,11,12,32,34],"probl\u00e8m":[4,21],"propri\u00e9t\u00e9":[13,20],"qualit\u00e9":[11,34],"r\u00e9\u00e9crire":[4,5,8,10],"r\u00e9alis":[3,12],"r\u00e9cup\u00e9rer":[11,34],"r\u00e9currenc":[4,5],"r\u00e9cursiv":[4,20,21],"r\u00e9ell":8,"r\u00e9gion":3,"r\u00e9soudr":4,"r\u00e9sultat":[5,9,10],"r\u00e9sum\u00e9":32,"r\u00e9utilis":[5,10,21],"recherch\u00e9":20,"reconna\u00eetr":[8,10],"redimensionn\u00e9":3,"rempla\u00e7":[6,11,12,34],"rentr\u00e9":29,"renvoy\u00e9":3,"repr\u00e9sent":[3,10,20],"repr\u00e9sent\u00e9":[3,10,20],"return":[2,3,4,6,8,9,12,13,20,21,34],"rh\u00f4ne":3,"s\u00e9lectionn":[11,12,34],"s\u00e9pale":8,"s\u00e9pare":[11,34],"s\u00e9parer":8,"s\u00e9rie":[11,34],"sc\u00e9nic":12,"standardis\u00e9":12,"sugg\u00e9r\u00e9":[11,34],"sup\u00e9lec":29,"supervis\u00e9":10,"suppl\u00e9mentair":20,"supprim\u00e9":13,"surv\u00e9cu":[11,34],"sym\u00e9triqu":21,"t\u00e9l\u00e9charg\u00e9":[11,12,34],"t\u00e9l\u00e9chargeant":3,"t\u00e9l\u00e9charger":[4,11,12,34],"t\u00e9l\u00e9phone":20,"texte_versionn\u00e9":13,"textes_\u00e9gaux":13,"totalit\u00e9":13,"tr\u00e8":[4,11,34],"transform\u00e9":10,"transpos\u00e9":21,"tri\u00e9":5,"tri\u00e9e":[5,21],"trouv\u00e9":[13,21],"true":[4,5,6,8,11,13,20,21,34],"utilis\u00e9":[4,10,11,12,20,34],"v\u00e9rifi":21,"v\u00e9rifier":[3,20,21],"vari\u00e9t\u00e9":8,"visit\u00e9":[13,21],"while":[6,13,21],A:[13,21],In:2,On:[3,4,5,6,8,10,11,12,13,20,21,34],_:[4,13,21],a_1:4,a_2:4,a_3:4,a_k:4,ab:[3,8],abord:5,absolu:3,accid:[11,34],accord:8,actuel:5,acycliqu:20,adapt:8,admiss:13,affich:[3,5,8,10,11,12,20,21,34],affichag:3,affichon:10,ag:[11,34],agit:10,ainsi:[3,4,6,8,11,12,34],air:5,ait:[11,34],ajout:[3,4,5,13,20,21,29],algorithm:13,algorithmiqu:1,all:[10,21],allclos:6,allon:[8,9,11,12,34],alor:[3,4,5,8,11,12,13,34],alp:3,alpha:8,anglai:20,annot:13,annul:13,apparaiss:20,apparten:20,apparti:[20,21],appel:[4,10,20,21],append:[3,6,9,12,13,21],appendleft:21,appliqu:[10,12,13],apprentissag:8,approch:[11,34],approx:[8,11,29,34],april:20,arc:13,aret:20,arg_av:13,argmin:6,argument:[4,10,21],arrai:[3,6,8,10,13],arriv:10,art:20,assert:[4,10,13,21],associ:[6,12,20],astyp:6,atteindr:3,attent:3,attribut:[11,12,34],attributs_nom:12,au:[3,4,5,6,8,10,11,12,13,20,21,34],aucun:4,audi:12,august:20,aura:12,aurait:[11,34],aussi:[8,10,11,12,20,34],auto:8,automatiqu:20,autr:[3,10,11,12,29,34],auvergn:3,aux:[2,4,8,10,11,12,20,21,29,34],auxiliair:20,avant:13,avec:[3,4,5,8,9,12,13,20,21],avez:[3,4,11,12,34],avoir:[10,20],avril:20,ax:[6,7,8,10,20,34],axi:[6,7,10],ayant:20,b:[5,6,13,20,21],ba:[3,4,10,13,21],bar:[11,34],base:[4,13],basthon:[3,11,12,21,34],bcpst:32,beaucoup:[4,8,9,11,34],becirspah:32,begin:[2,10,13],berlingo:12,besoin:[12,21],bf:21,bien:[3,13],billet:[11,34],binari:7,binom:4,binom_dp:4,binom_memo:4,binom_rec:4,black:8,blanc:[3,10],bleu:9,blue:8,bord:3,boucl:[4,20,21],box:[4,21],c3:12,c:[2,3,4,5,6,7,8,9,10,11,12,13,20,21,34],ca:[4,5,13,20],cach:2,calcul:[4,8,11,12,13,21,34],calculer_centr:[6,10,12],calculer_class:[6,10,12],call:2,cap:20,captur:12,capytal:3,car:[4,11,13,20,34],carrera:12,cart:20,cat:20,caus:4,ccinp:29,cd:20,ce:[3,4,5,8,10,11,12,13,20,21,34],ceci:10,cela:[3,4,5,8,10,11,20,21,34],cell:[2,4,10,13],cellul:21,center:10,centr:[6,10,12],central:29,centres2:6,cepend:[8,11,13,34],cet:[5,8,10],cett:[3,4,10,12,20,21],ceux:20,chacun:[6,8,10,13],chaqu:[3,5,6,8,10,11,12,13,20,21,34],charg:8,chargeant:3,charger:[3,10,11,12,34],chemin:[20,29],cherch:21,chercher:3,chevaux:12,chien:13,choisi:10,choisir:5,choisiss:5,choisit:5,choix:[3,6,21],ci:[3,4,5,8,10,11,12,13,20,21,34],cibl:12,citadin:12,clairement:13,classe_to_chiffr:10,classifi:[6,9,10,12],classiqu:[3,21],clf:[6,8],clic:[11,12,34],clio:12,cliquant:21,cliquer:[3,11,12,34],cluster:[6,7,8],cluster_centers_:[6,7],cm:[7,8,9,10],cmap:[3,6,7,8,9,10],co:6,code:[3,8,10,11,12,20,21,34],coeffici:29,col:34,collect:21,colonn:[3,4,11,34],color:[6,8],column:12,combin:[5,11,34],comm:[3,4,8,10,11,13,21,34],command:21,commenc:[3,13,21],comment:[10,11,34],commis:5,compar:[4,5,8,10,21],comprendr:8,compt:[3,8,9,10,11,20,34],comptant:20,conclus:8,concour:29,confirm:29,conflit:13,confus:8,connect:3,connex:[20,21],connu:10,conserv:[4,20],consist:[3,5,21],consomm:12,construir:[4,5],construit:3,consult:10,conten:[3,8,10,12,20,21],contenir:[12,20],contenu:4,contiendra:4,contienn:[4,12,20],contient:[3,4,5,6,8,11,12,13,20,34],contient_carr:4,contr:8,contrair:10,contribu:[11,34],convers:3,converti:8,copi:[2,4,13,20],copier:20,cor:20,cord:20,corn:20,correct:[8,20],correspond:[3,4,10,11,13,20,34],correspondant:10,correspondr:13,couleur:[3,6],count:20,coupl:[5,10],cour:[4,5,8,10,11,20,21,32,34],courant:[13,20],croissant:[4,5,13,21],csv:[11,12,34],ctrl:21,cycl:20,d1:[8,20],d2:[8,20],d3:8,d:[1,2,4,5,9,10,11,12,13,20,34],d_:3,dan:[2,3,5,8,9,10,11,12,13,20,21,29,34],data:[7,8],datafram:[11,12,34],dataset:[7,8,10],de:[1,2,20,32],decemb:20,decisionboundarydisplai:8,deepcopi:2,def:[2,3,4,6,8,9,12,13,20,21,34],defin:2,deg:21,demand:8,depui:[3,21],dequ:21,dernier:21,descendr:20,dessin:[8,20],dessou:[5,8,10,11,12,13,20,21,34],dessu:[3,4,8,10,11,12,20,21,34],deux:[4,5,8,9,10,11,12,13,20,21,34],df:[11,21,34],dict:20,dictionnair:[4,8],diff1:13,diff2:13,diff:13,digit:[7,10],digits_matrix:10,dijkstra:13,dim:6,dimanch:20,dimens:[3,4,11,34],diminu:13,dire:[3,4,10,11,12,20,21,34],direct:20,disast:[11,34],dist:[2,13,21],dist_fin:13,distanc:[10,12,13,21],distingu:[4,5],distribut:9,dit:20,divis:21,document:10,doit:[12,20],dollar:[11,34],donc:[3,4,5,8,10,12,13,21],donn:[9,11,34],donner:[5,8],dont:[4,8,10,12],dorer:20,dot:8,dp:[2,5],dp_:2,dp_chemin:3,droit:[4,10,11,12,13,21,34],drop:[11,34],ds:29,dtype:[8,11,34],du:[3,4,10,12,13,20,21],dynamiqu:13,e:[8,9,13,20,21,34],ecart_typ:[11,12,34],edgecolor:8,effectu:[3,11,34],efficac:5,elif:[13,21],ell:[5,8,10],els:[2,4,8,9,13,20,21],en:[3,4,5,6,8,10,11,12,20,34],encor:[4,21],end:[2,10,13],enlever_chemin:3,enregistr:[11,12,34],ensembl:[8,9,13,20],ent:3,entier:[4,5,10],entr:[3,5,8,10,11,12,13,20,21,34],enumer:[7,8,10],enver:3,environ:[8,11,34],erreur:[5,8,21],espac:12,essay:[10,11,34],essayon:8,est:[2,3,4,5,6,8,9,10,11,12,13,20,21,34],est_carr:4,et:[2,3,4,5,9,10,11,12,13,20,21,29,34],euclidean:8,euclidienn:[8,10,11,12,34],euro:4,exact:8,exempl:[3,4,5,9,10,11,12,20,21,34],exercic:[1,29,32],exist:20,expliqu:4,exprim:5,extrair:21,extraire_min:13,extrait:13,ey:9,f40:12,f:[4,6,8,13,20],facil:[1,3,8],fair:[4,8,13],faisant:10,fait:[8,10,11,34],fals:[4,6,11,13,20,21,34],familial:12,fare:[11,34],faut:[3,4,10,11,12,13,21,34],feature_nam:8,februari:20,femal:[11,34],femm:[11,34],ferait:[11,34],ferrari:12,feuill:20,fiat:12,fichier:[3,4,11,12,34],fig:[7,8,10],figsiz:[7,8,10],figur:[8,13,34],fil:20,file:[13,21],fillna:[11,34],fin:[10,11,13,20,34],fin_av:13,fit:[6,7,8,9],fixer:8,fleur:[8,11,34],float64:[11,34],flottant:3,floydwarshal:2,foi:[3,4,5,11,13,21,34],fonction:[3,4,5,8,10,11,12,13,20,21,34],form:[10,11,20,21,34],formul:[3,4,5],fort:[3,13],fr_to_en:20,frac:[4,11,12,34],fridai:20,from:[2,6,7,8,9,10,11,21,34],from_estim:8,functool:2,fusionn:13,g:[2,3,6,13,21],g_:3,g_list:21,gauch:[3,4,10,13,21],gaussienn:9,gca:6,genere_inst:5,genr:[11,34],geq:4,get:[8,9,34],get_xlim:6,get_ylim:6,glob:6,global:6,glouton_poid:5,glouton_ratio:5,glouton_valeur:5,grai:3,grand:[3,13],graph:[13,20],graphiqu:8,gray_r:10,green:8,gri:[3,10],gro:[4,8],gt:12,h:13,handl:8,haut:[3,4,10,13,20,21],hauteur:[3,12],head:[11,34],heuristiqu:13,historiqu:13,homm:[11,34],hor:21,hstack:9,http:4,hue:8,i:[2,3,4,5,6,7,8,9,10,11,12,20,21,34],ici:[3,8,10,11,12,21,34],identifi:3,identiqu:13,il:[3,4,5,8,10,11,12,13,20,21,34],iloc:[11,12,34],img:6,img_compress:6,imin:6,importera:5,imposs:4,imread:[3,6],imsav:6,imshow:[3,6,7,10],inclu:5,index:[11,34],indic:[3,4,8,9,10,11,12,13,20,21,34],inerti:[6,12],inertia:6,inf:[2,4,8,21],inform:[11,34],infti:[2,4],initi:6,initial:6,initialis:4,initialisera:12,initiaux:10,inplac:[11,34],inscrir:4,inscriv:4,inspect:8,inspir:[11,34],instanc:5,instruct:3,intuitiv:3,invers:[3,8,10,12,13],inverse_standardis:12,issu:9,j:[2,3,4,5,8,11,12,13,21,34],j_mini:3,januari:20,janvier:20,jeu:[8,10,21],jeudi:20,jour:[6,20],jpg:6,juger:8,juillet:20,juin:20,juli:20,june:20,jusqu:3,just:[10,20],k:[2,3,4,11,13,20,34],k_moyenn:12,kei:[8,9,34],kmax:[6,8,11,12,34],kmean:[6,7,8,10],kmean_1:6,kmean_2:6,kmean_:6,knapsack2:2,knapsack:2,knapsack_memo2:2,knapsack_memo:2,kneighborsclassifi:[8,9],knn:[8,9,11,34],kwarg:6,l1:[5,21],l2:[5,21],l3:21,l:[2,4,5,6,8,9,11,12,13,20,21,34],la:[2,3,4,8,9,10,11,12,13,20,21,34],label:8,labels_:[6,7,8],lamartin:20,lambda:[4,8,9,34],largeur:[3,8,12],last:2,ldot:[4,11,34],le:[2,3,4,5,6,8,9,11,12,13,20,21,34],learn:[11,34],left:13,legend:8,len:[2,3,4,6,8,9,10,11,12,13,20,21,34],length:[11,34],leq:5,lequel:5,lesquel:21,lettr:[13,20],leur:[8,10,12,13,20],levenshtein:13,lexicographiqu:5,lien:12,lieu:[8,21],lign:[3,4,8,10,11,34],limit:[11,34],line2d:8,line:2,linestyl:8,linewidth:3,lire:10,list:[3,4,10,11,12,13,20,34],listedcolormap:[6,8],ll:13,load_digit:[7,10],load_iri:8,loc:[11,34],log:13,logarithmiqu:13,longrightarrow:10,longueur:[5,8,12,13,20],lor:21,lorsqu:8,lundi:20,m1:20,m2:[3,20],m:[2,3,4,8,10,13,20,21,32,34],m_:3,ma:3,machin:[11,34],mai:[4,9,10,20],mainten:[3,21],maj:[8,9],majoritaire2:20,make_matrix2:21,make_matrix3:21,make_matrix:21,male:[11,34],manipul:[8,11,34],manuscrit:10,map:[4,10,11,34],mar:20,march:20,mardi:20,marker:[6,8],marqu:12,marquer:21,mat_to_list:21,math:29,mathbb:[8,11,34],mathbf:21,matplotlib:[3,6,7,8,9,10,12,34],matric:[3,5,8,10,13,29],matrice_gradi:3,matshow:10,mauvais:4,max:[2,4,8,9,10,34],max_carre1:4,max_carre2:4,maxi_ag:[11,34],maximal:8,maximum:[2,4,5,11,34],mean:[6,8],median:[11,34],meilleur:[8,11,20,34],mercredi:20,metric:8,mettr:[2,5,21],mieux:4,milieu:21,min:[2,3,4,8,10,13],min_chemin:3,min_energie_ba:3,mine:29,mini:3,minim:3,minimal:3,minimum:[4,12],minut:[11,34],mise:6,mode:21,model_select:8,modif:[8,29],modifi:[3,11,12,13,34],modul:[11,34],moi:20,moin:[4,13,21],mondai:20,montrer:4,most:2,mot:20,moyen:[1,11,34],moyenn:[5,11,34],mp:29,mt:21,mu:12,mu_i:12,multivariate_norm:9,n1:[13,20],n2:13,n:[2,3,4,5,8,9,11,12,13,20,21,34],n_1:[13,20],n_2:[13,20],n_aret:21,n_cluster:[6,7,8],n_neighbor:9,n_surviv:34,name:[2,11,34],nameerror:2,ne:[3,4,5,8,20,21],neigh:9,neighbor:[8,9],neighbors_i:8,neq:4,net:4,new_centr:6,niveau:[3,10],nk:13,noeud:20,noir:[3,8,10],nom:[11,12,34],nombr:[2,3,4,9,11,12,13,20,21,34],nombreux:8,non:[3,4,10,11,21,34],none:[6,20],normal:[8,10,11,34],notam:8,note:13,nou:[3,8,9,10,11,12,34],nouveau:8,nouvel:[8,20,21],novemb:20,novembr:20,np:[3,6,8,9,10,12],numpi:[3,6,8,9,10,12],o:[4,8,13,20],object:[11,34],objectif:[3,5,8],objet:2,obtenir:[11,12,34],obtenu:[3,5,6,8,10,11,12,20,34],obtien:[11,34],obtient:[5,8],occur:20,occurr:9,octob:20,octobr:20,off:[6,7,10],officiel:[29,32],ok:20,ones:9,ont:[5,12],optim:[5,11,12,34],optimal:[5,8],option:[8,29],ordr:[5,10,13,20,21],oreo:20,orthographiqu:20,ou:[3,4,8,11,13,34],oui:[4,11,34],ouvrir:[3,11,12,34],p067_triangl:4,p1:[11,34],p2:[11,34],p:[3,6,8,9,11,13,20,21,34],pa:[3,4,5,8,11,20,21,34],palett:8,panda:12,par:[4,5,6,8,9,10,11,12,20,34],parcour:[3,20],parcourir:[11,20,21,34],parcourt:[13,20],parcouru:20,parmi:[4,11,34],parrot:6,parrot_compress:6,parti:[4,10,11,21,34],particuli:20,partir:[3,4,5,6,8,10],partit:10,pascal:4,pass:3,passag:[11,34],passant:13,passengerid:[11,34],passer:[3,8,21],path:6,pathlib:6,pc:29,pclass:[11,34],pcolormesh:8,pd:[11,12,34],perform:8,permet:[8,11,34],permett:21,permi:8,pertin:8,petit:13,peu:[3,11,34],peugeot:12,peut:[2,3,4,5,8,11,12,13,20,21,34],pi:6,pire:4,pixel:[3,6,10],place:3,plan:29,plot:[3,6,8,10,12,34],plot_decision_boundari:8,plot_method:8,plot_precis:[8,11,34],plot_predict:8,plt:[3,6,7,8,9,10,12,34],plu:[3,5,6,12,13,20,21],plus_frequ:[11,34],plus_proch:[6,10,12],plusieur:[4,11,21,34],pmatrix:[2,10],png:[3,6],poid:[2,5,11,12,13,34],point:[6,8,9,10],pont:29,pop:[13,21],porsch:12,posera:4,posit:3,positif:5,possibl:[3,12],pour:[2,3,5,8,10,11,12,13,20,21,32,34],pourcentag:[11,34],pourquoi:4,pourra:[3,4,5,10,11,20,21,34],pouvez:[3,10,21],pouvoir:8,precis:[8,9,10,11,34],predict:[8,9,10],premier:[5,8,11,13,34],prend:[3,10,11,12,34],prendr:[4,11,34],prendra:[11,34],princip:4,print:[3,6,8,11,13,20,21,34],priori:3,prix:[11,34],processeur:[11,34],proch:[6,12],prog_dyn:5,programm:[11,13,21,29,32,34],project:[4,8],projecteul:4,projet:8,proport:10,proportionnel:8,propos:21,proposit:20,provient:[11,34],psi:29,pui:[3,5,11,12,21,34],puisqu:10,puiss:[11,34],purpl:6,pyplot:[3,6,7,8,9,10,12,34],python:[4,8,11,32,34],pyzo:21,q:21,qcm:29,qu:[4,5,8,10,11,13,20,21,34],quand:[10,13],que:[2,3,4,5,6,8,10,11,12,13,20,21,34],quel:[8,10,12],quelconqu:20,quell:[4,5,11,12,20,34],quelqu:[10,11,34],qui:[3,5,8,10,11,12,13,20,21,34],r1:6,r2:6,r:[2,3,4,6,11,13,20,34],racin:[8,20],rajout:13,ramen:12,rand:[6,12],randint:5,randn:6,random:[5,6,9,10,12],random_st:[6,7,8,11,34],rang:[2,3,4,6,7,8,9,11,12,13,20,21,34],rapid:[3,8,9,21],rappel:[5,10,11,20,21,34],rapport:5,ratio:5,ravel:10,read_csv:[11,12,34],readlin:4,recent:2,recherch:[8,21],recopi:13,red:8,regard:[4,5,8,12,21],relat:4,relativ:3,remarqu:[3,4,5,8,10,11,20,34],remont:[3,5],remplac:[11,34],remplace_cour:13,rempli:[4,21],remplir:[4,21],remplira:4,rempliss:5,renault:12,rendr:[4,13],rendu_memo:4,renvoi:[2,3,4,5,8,9,10,11,12,21,34],renvoy:[4,10,12,20,21],request:4,requis:4,reshap:[6,7,10],resourc:4,response_method:8,ressembl:[10,11,34],rest:21,restant:5,restreint:21,revers:5,revient:4,revoir:21,right:13,roug:[3,9],s:[4,6,8,9,10,11,13,20,21,32,34],sa:[8,13,20],sac:2,sait:4,samedi:20,sampl:[10,11,34],san:20,saturdai:20,sauf:[3,4,11,34],save:6,savefig:6,savoir:[8,12,21],scatter:[6,8,9],scatterplot:8,scipi:6,score:[9,11,34],se:[3,8,12,13,21],seaborn:8,seam_carv:3,seam_carving_im:3,second:[5,10,11,34],seed:[10,12],selon:12,semain:20,sembl:[10,12],separ:9,septemb:20,septembr:20,sera:[3,10],serait:8,seri:[11,34],sert:20,set:20,set_text:8,set_titl:10,set_xlabel:8,set_xlim:6,set_ylabel:8,set_ylim:6,setosa:8,seulement:[3,10],sex:[11,34],shade:8,shape:[3,6,8,10],shift:21,show:[3,6,7,8,10,12,34],show_point:6,show_vertic:6,shuffl:8,si:[3,4,5,11,12,13,20,21,34],sigma:[11,12,34],sigma_i:12,signif:12,signifi:8,simplifi:20,sin:6,sinon:[4,13,21],site:29,size:34,sklearn:[6,7,8,10],sn:8,soient:[8,10,13],soif:13,soit:[3,4,5,10,12,21],solut:5,sombr:3,somm:[3,4,10,12,13],sommet:[13,20,21],son:[5,6,20,21],sont:[4,5,8,10,11,12,13,20,21,34],sort:[5,8,9,34],sortant:20,sorti:[5,13],sortir:21,sou:[4,10,11,12,20,21,34],souhait:[3,4,6,8,11,21,34],souhaiton:[11,34],soumettr:[11,34],souvent:[8,20,34],spatial:6,spectral:9,split:[4,5],sportiv:12,sql:[1,11,34],sqrt:[8,11,12,21,34],stocker:[4,10,20],str:6,strictement:5,structur:8,submiss:[11,34],subplot:[7,8,10],succ:13,successeur:13,suffit:13,suit:[3,8,10,12,21],suivant:[3,4,5,8,10,11,12,13,20,21,34],sujet:13,sum:[6,8],sum_:[4,8,11,34],sum_i:12,sundai:20,suppos:[5,10],supposera:4,supposon:5,supprim:[3,13,21],suptitl:8,sur:[3,4,5,8,10,11,12,20,21,34],survi:[11,34],symetriqu:21,t:[8,13,20],tabl:[11,34],tableau:[3,10,11,34],tableaux:4,taill:[3,4,5,10,12,13,20,21],tant:21,target:[8,10],target_nam:8,tarif:[11,34],taux:[11,34],techniqu:3,tel:[3,4,8,12],tell:[3,4,5,10,12,21],temp:[3,4,5],termin:13,terribl:[11,34],test:[11,20,21,34],test_siz:8,tester:[3,5,9,20,21],text:[4,13],textbf:21,texte1:13,texte2:13,theta:6,thursdai:20,ticket:[11,34],time:[3,4,5,10,21],titan:12,titl:[6,8],to_csv:[11,34],to_matrix:10,to_numpi:12,to_vector:10,tolist:[6,12],top:8,tord:8,total:[4,5,13],tou:[11,12,21,34],toujour:5,tout:[3,8,10],tower:3,tp:29,tr:13,trace:[11,34],traceback:2,traduct:20,train:[8,11,34],train_test_split:8,tranch:13,transform:[10,11,34],transpose:21,tri:20,tri_poid:5,tri_valeur:5,triangl:4,triant:5,trie:5,trie_add:20,trie_ex:20,trie_ha:20,trie_print:20,trie_siz:20,trier:5,triplet:5,trop:3,trouver:[3,10,11,21,34],tt:12,tuesdai:20,tx1:9,tx2:9,txt:4,type:[11,12,34],u:[2,10,13,21],u_0:21,u_:21,u_n:21,uint8:6,un:[2,5,8,10,11,12,13,20,21,29,34],underlin:21,uniform:[3,8],uniqu:[11,21,34],unlink:6,urllib:4,urlopen:4,utilis:[3,4,5,8,10,11,12,13,20,21,34],utilisera:[8,10,12,20],utilison:10,v2:5,v:[2,5,8,9,10,11,13,20,21,34],v_1:5,v_j:5,v_n:5,va:[4,10,11,13,20,21,34],val:34,valabl:[3,21],valeur:[2,3,4,5,11,12,20,34],variabl:[3,10,12,21],variant:[11,34],variat:3,vaut:[4,5,8],vecteur:[8,10,11,12,34],vectoriel:[11,34],vendredi:20,venon:3,versicolor:8,versionn:13,vertic:3,verticaux:3,veut:[3,4],vide:[20,21],vieux:[11,34],virginica:8,visit:21,visualis:[6,8],vitesse_max:12,vo:3,voici:[8,11,34],voir:[4,8,10],voisin:21,vor:6,voronoi:6,voronoi_plot_2d:6,votr:[3,21],vou:[3,4,10,11,12,21,34],voulon:[10,12],vraiment:21,vstack:[6,9],vu:[5,11,34],w2:5,w:[2,5],w_1:5,w_j:5,w_n:5,wednesdai:20,weight:8,x:[2,4,6,8,9,10,11,12,20,21,29,34],x_0:8,x_1:[8,11,12,34],x_2:8,x_3:8,x_i:[8,11,12,34],x_n:[11,12,34],x_test:[8,9,10],x_train:[8,9],xlabel:[6,8,12],y:[3,4,6,8,9,11,12,13,20,34],y_0:8,y_1:8,y_2:8,y_3:8,y_i:[8,12],y_test:[8,9],y_train:[8,9],ylabel:[6,8,12],z:[8,13],zero:[3,8,9],zeros_lik:3,zip:10,zone:21,zoomon:8},titles:["R\u00e9sum\u00e9 Python","S\u2019entra\u00eener \u00e0 programmer","Programmation dynamique","DM : Redimensionnement d\u2019image par Seam Carving","TP 1 : Programmation dynamique","TP 2 : Probl\u00e8me du sac \u00e0 dos","Algorithme des k-moyennes","<no title>","Exemple : Classification d\u2019iris","Cours : Algorithme des k plus proches voisins","TP : Reconnaissance de chiffres","TP plus proches voisins : Classification des survivants du Titanic","TP : Classification de voitures","DS 1 MP* Corrig\u00e9 (X-ENS 2023)","Cours","Exercices","Cours","Exercices","Cours","Exercices","TP : Dictionnaire","TP : R\u00e9visions de 1\u00e8re ann\u00e9e","Cours : Dictionnaire","Exemple : Plus longue sous-suite croissante","Cours : Science des donn\u00e9es","Exemple : Algorithmes de plus court chemin","Exercice : Polyn\u00f4mes","DS 1 corrig\u00e9 : Partition","Exercice : Chemin dans une matrice","Cours d\u2019informatique commune en 2\u00e8me ann\u00e9e de CPGE au lyc\u00e9e La Martini\u00e8re Monplaisir","Cours","TP","Ressources","Cours : Dictionnaire","TP plus proches voisins : Classification des survivants du Titanic"],titleterms:{"1":[4,13,27],"10":13,"11":13,"12":13,"13":13,"14":13,"15":13,"16":13,"17":13,"1\u00e8re":21,"2":[5,13],"2023":13,"2\u00e8me":29,"3":13,"4":13,"5":13,"6":13,"7":13,"8":13,"9":13,"\u00e0":[1,5],"\u00e9l\u00e9ment":20,"\u00e9nergi":3,"\u00e9valuat":8,"\ufb01xe":13,"ann\u00e9":[21,29],"carr\u00e9":4,"cat\u00e9goriel":[11,34],"corrig\u00e9":[13,27],"d\u00e9cision":8,"di\ufb00\u00e9rentiel":13,"do":5,"donn\u00e9":[6,8,11,12,24,34],"enracin\u00e9":20,"entra\u00een":[1,8],"fronti\u00e8r":8,"g\u00e9n\u00e9ration":6,"lin\u00e9air":6,"lyc\u00e9":29,"m\u00e9thode":4,"martini\u00e8r":29,"mod\u00e8l":8,"na\u00efv":4,"polyn\u00f4m":26,"pr\u00e9fix":20,"probl\u00e8m":[5,6],"r\u00e9sultat":[11,34],"r\u00e9sum\u00e9":0,"r\u00e9vision":21,"repr\u00e9sent":21,"s\u00e9parabl":6,"s\u00e9parat":[8,11,34],"strat\u00e9gi":5,adjac:21,algorithm:[5,6,8,9,10,11,12,25,34],anagramm:20,analys:[11,34],anim:6,arbr:20,au:29,autr:8,avec:[10,11,34],ball:8,base:21,bellman:2,binomi:4,bonu:3,boul:8,calcul:[3,10],carv:3,ceux:4,chargement:[3,11,12,34],chemin:[2,3,25,28],chiffr:10,choisi:5,classif:[8,10,11,12,34],code:6,coeffici:4,commun:29,comparaison:5,compress:6,cour:[9,14,16,18,22,24,29,30,33],court:[2,25],cpge:29,croissant:23,d:[3,6,8,21,29],dan:[4,28],de:[3,4,5,6,8,9,10,11,12,13,21,24,25,29,34],descript:8,dichotomi:21,dictionnair:[20,22,33],distanc:[8,11,34],dm:3,ds:[13,27],du:[0,5,8,11,34],dynamiqu:[2,3,4,5],elbow:6,en:[9,13,21,29],enlev:3,et:8,exempl:[6,8,23,25],exercic:[8,10,15,17,19,20,21,26,28],extens:8,extrait:0,fini:4,floyd:2,ford:2,glouton:5,gloutonn:5,gradient:3,grand:4,graph:21,i:13,ii:13,imag:[3,6,10],inerti:10,infini:8,informatiqu:29,internationalis:20,iri:8,k:[6,8,9,10,12],kaggl:[11,34],kd:8,l:[3,10],la:[5,29],largeur:21,le:10,learn:8,leetcod:1,list:[5,21],longu:23,majoritair:20,manhattan:8,matric:[4,21,28],method:6,minimum:3,monnai:4,monplaisir:29,moyenn:[6,10,12],mp:13,non:6,norm:8,nouvel:10,objet:5,obtenir:5,officiel:0,ont:4,panda:[11,34],par:[3,13,21],parcour:21,parti:13,partit:27,plu:[2,4,8,9,10,11,23,25,34],poid:8,posit:13,pour:4,proch:[8,9,10,11,34],profondeur:21,programm:[0,1,2,3,4,5],python:[0,21],question:[3,4,5,10,11,12,13,21,34],qui:4,r:8,rayon:8,reconnaiss:10,redimensionn:[3,10],rendu:4,ressourc:32,s:1,sac:5,scienc:24,scikit:8,seam:3,sklearn:9,solut:[3,4,20,21,34],sou:23,standardis:[11,12,34],statistiqu:[11,34],suit:23,sur:13,surviv:[11,34],test:[6,8],titan:[11,34],tp:[4,5,10,11,12,20,21,31,34],tree:8,tri:5,trie:20,un:[3,4,28],utilis:9,variabl:[11,13,34],voisin:[8,9,10,11,34],voitur:12,warshal:2,x:13}}) \ No newline at end of file +Search.setIndex({docnames:["0_python/aide_memoire","0_python/entrainement","dl/algo/prog_dyn/cours/prog_dyn","dl/algo/prog_dyn/seam_carving/seam_carving","dl/algo/prog_dyn/tp/tp1/tp_prog_dyn","dl/algo/prog_dyn/tp/tp2/tp_sac_dos","dl/apprentissage/cours/kmeans/kmeans","dl/apprentissage/cours/kmeans/kmeans_mnist","dl/apprentissage/cours/knn/exemple/knn_iris","dl/apprentissage/cours/knn/knn","dl/apprentissage/tp/tp_chiffres/tp_chiffres","dl/apprentissage/tp/tp_titanic/tp_titanic","dl/apprentissage/tp/tp_voitures/tp_voitures","dl/ds/itc/ds_x23_differentiel/x23","dl/menu/0","dl/menu/1","dl/menu/2","dl/menu/3","dl/menu/4","dl/menu/5","dl/python/dict/tp/tp_dict","dl/python/revision/revisions","dl/slides/dict","dl/slides/lis","dl/slides/science_donnees","dl/slides/sp","dl/td/dict_polynome","dl/td/ds_partition","dl/td/matrice_prog_dyn","intro","menu/0","menu/1","ressource","slides/dict","tp_titanic"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":5,"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.ext.intersphinx":1,sphinx:56},filenames:["0_python/aide_memoire.ipynb","0_python/entrainement.md","dl/algo/prog_dyn/cours/prog_dyn.ipynb","dl/algo/prog_dyn/seam_carving/seam_carving.ipynb","dl/algo/prog_dyn/tp/tp1/tp_prog_dyn.ipynb","dl/algo/prog_dyn/tp/tp2/tp_sac_dos.ipynb","dl/apprentissage/cours/kmeans/kmeans.ipynb","dl/apprentissage/cours/kmeans/kmeans_mnist.ipynb","dl/apprentissage/cours/knn/exemple/knn_iris.ipynb","dl/apprentissage/cours/knn/knn.ipynb","dl/apprentissage/tp/tp_chiffres/tp_chiffres.ipynb","dl/apprentissage/tp/tp_titanic/tp_titanic.ipynb","dl/apprentissage/tp/tp_voitures/tp_voitures.ipynb","dl/ds/itc/ds_x23_differentiel/x23.ipynb","dl/menu/0.md","dl/menu/1.md","dl/menu/2.md","dl/menu/3.md","dl/menu/4.md","dl/menu/5.md","dl/python/dict/tp/tp_dict.ipynb","dl/python/revision/revisions.ipynb","dl/slides/dict.md","dl/slides/lis.md","dl/slides/science_donnees.md","dl/slides/sp.md","dl/td/dict_polynome.md","dl/td/ds_partition.md","dl/td/matrice_prog_dyn.md","intro.md","menu/0.md","menu/1.md","ressource.md","slides/dict.md","tp_titanic.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[2,3,4,5,6,7,8,9,10,11,12,13,20,21,29,34],"00011437481734488664":12,"00799751":6,"010739827506566":12,"01238827279366":[11,34],"0176766":6,"02326738":6,"027387593197926163":12,"034391681977312":12,"04088048553760174":12,"04375315220456059":12,"0500":[11,34],"07193832":6,"07486462488026106":12,"07565615":6,"0873963":6,"0923385947687978":12,"0_100":12,"1":[2,3,5,6,7,8,9,10,11,12,20,21,29,34],"10":[2,3,5,6,7,10,12,21,29],"100":[5,6,9,12],"1000":[5,10,11,34],"10000":9,"1030":12,"105":12,"1050":12,"107":6,"1085":12,"11":[2,10,12,21],"1100":12,"1105":12,"1124":12,"113":12,"1149":12,"115":12,"117":12,"12":[2,8,10,12,21],"120":8,"1200":12,"1206":12,"1242":12,"127":6,"13":[2,6,10,11,29,34],"13139443139467197":12,"1333":12,"135":[6,12],"1352":12,"1360":12,"1378":12,"1385":12,"1398":12,"14":[2,6,10,12,21],"1400":12,"142":[6,12],"1427278":6,"145":12,"146":12,"1461":12,"14675589081711304":12,"149":12,"15":[8,10,12,21],"150":8,"152":12,"15425435291040127":12,"155":12,"156":12,"157":12,"158":12,"16":[8,10,12],"16190614861559313":12,"163":12,"16388681":6,"164":[6,12],"167":12,"170":[6,12],"1700":12,"17134015":6,"172":12,"173":12,"174":12,"1757012690970402":12,"176":12,"177":[6,12],"1775863236538034":12,"18":[2,12,21],"180":12,"181":12,"1845173101353987":12,"1845559141635222":12,"186":12,"1862602113776709":12,"1870":12,"18890814558058924":[11,34],"1897":12,"19":[2,6,11,13,34],"190":12,"192":12,"195":6,"196152422706632":10,"197":12,"198":12,"198755159298423":12,"1998":12,"1\u00e8re":[10,11,29,34],"1er":[5,11,21,34],"2":[2,3,4,6,7,8,9,10,11,12,20,21,34],"20":[4,8],"200":[3,12],"2000":12,"2008":12,"2023":29,"2024":29,"2042079685746":[11,34],"20445224973151743":12,"207":6,"208":12,"21":8,"22":[11,21,34],"223":6,"225":6,"23":8,"230":3,"2302101421317011":12,"231":3,"234":6,"235":12,"24":6,"24236252545824846":[11,34],"25":[11,34],"2500":[11,34],"25148203":6,"258337":[11,34],"26":[11,34],"2652677985759393":12,"2686318892762309":12,"27":[11,34],"2787204":21,"28":[11,34],"2833":[11,34],"28612846":6,"28627452":3,"29":[8,11,34],"29279266668822856":12,"2936":12,"2\u00e8me":[11,34],"2h":29,"2n":4,"3":[2,4,5,6,8,9,10,11,12,20,21,34],"300":8,"30233257263183977":12,"30362746114":10,"30720748345964605":12,"30908961700389415":12,"31613003363303516":12,"31646374":6,"32":[6,11,34],"324":12,"3256520809467957":12,"330":12,"3309260745023202":12,"34556072704304774":12,"34738710447673715":12,"35":[11,34],"355574":[11,34],"35774636214316785":12,"3589139002446052":12,"35961169":6,"36158249158249":[11,34],"36461315993070004":12,"365":12,"36593832588575514":12,"37":8,"3743216911061462":12,"38":[11,34],"385":12,"389":[11,34],"39":6,"3900219295884706":12,"39288770686855584":12,"393601569390209":12,"39676747423066994":12,"398":12,"3\u00e8me":[11,34],"3h":29,"3n_1":13,"3u_n":21,"4":[2,4,5,6,7,8,9,10,11,12,20,21,34],"4020041621721581":12,"404":12,"406":12,"4067215863301765":12,"41":6,"411":12,"41153661494212246":12,"4128859153189823":12,"413":12,"416":12,"417022004702574":12,"41730480236712697":12,"4191945144032948":12,"42":[5,21],"420730":[11,34],"422":12,"42594631547918027":12,"42619570979982285":12,"427":[11,34],"4284117337371103":12,"433312":[11,34],"443":12,"446":[11,34],"449":12,"45478823":6,"461":12,"466":12,"47":6,"478":12,"47978580505021445":12,"484":3,"4840370002937282":12,"4845":4,"486337":[11,34],"48641703230027744":12,"488854":[11,34],"496738":6,"497072":10,"5":[2,4,5,6,7,8,9,10,11,12,21,34],"50":8,"500":10,"502445":[11,34],"5024451714361915":[11,34],"514":3,"5216145554945079":12,"53":[11,34],"53746655":6,"538816734003357":12,"54":21,"546":[11,34],"5518865547576234":12,"5586898284457517":12,"5594808":6,"5624455":6,"565736":[11,34],"565736461074875":[11,34],"566107":[11,34],"5667995079770183":12,"5733":12,"5737524192504039":12,"5781752114842607":12,"5838129204459943":12,"6":[2,4,5,6,8,10,12,21],"61":12,"6103335371327435":12,"612":12,"6296296296296297":[11,34],"64":10,"640x480":34,"644820996221396":[11,34],"651":[11,34],"6566559958949947":12,"6573045403567335":12,"6579569555419957":12,"66165195":6,"663861":[11,34],"664":10,"6704675101784022":12,"67371984":6,"6746501884297091":12,"67637004":6,"67841079":6,"68":12,"683209502457785":12,"6852195003967595":12,"69":12,"696":3,"697":3,"698":3,"699":3,"7":[2,4,5,6,8,10,11,12,20,21,29,34],"700":3,"7006938639818525":12,"701":3,"702":3,"70298247":6,"705":3,"71":[11,34],"714":3,"7203244934421581":12,"7220045433683606":12,"7238988637529822":12,"72793283":6,"737695":[11,34],"7376951317802897":[11,34],"7420382165605095":[11,34],"7463773023130854":12,"75":12,"763":[11,34],"765":[11,34],"76974168":6,"7697505196386":12,"7767845581132305":12,"786845":[11,34],"797":10,"8":[2,5,6,7,9,10,11,12,21,29,34],"80":[11,34],"802":[11,34],"8178806037662938":12,"827377":[11,34],"8273772438659676":[11,34],"8314606741573034":[11,34],"861535252125068":12,"8626535994012577":12,"8781174363909454":12,"881194060479367":12,"886":[11,34],"887":[11,34],"888":[11,34],"889":[11,34],"89":[11,34],"890":[11,34],"891":[11,34],"895558157":21,"8974358974358975":9,"9":[6,8,10,11,12,20,21,34],"90":12,"9250":[11,34],"93":8,"9333333333333333":8,"9466666666666667":8,"96":8,"9613787129443082":12,"9620792816591849":12,"97":8,"9733333333333334":8,"984615384615385":12,"99":6,"998":12,"\u00e0":[2,3,4,6,8,10,11,12,13,20,21,29,34],"\u00e2":13,"\u00e2ge":[11,34],"\u00e7a":10,"\u00e8":13,"\u00e9cart":[11,12,34],"\u00e9chap":21,"\u00e9chell":[11,34],"\u00e9crire":[3,4,5,8,10,11,12,20,21,34],"\u00e9crit":29,"\u00e9crite":20,"\u00e9critur":20,"\u00e9dition":21,"\u00e9gal":[11,12,13,34],"\u00e9gale":[10,13],"\u00e9galement":[11,34],"\u00e9l\u00e9ment":[5,10,11,13,21,34],"\u00e9l\u00e9mentair":[11,34],"\u00e9lev\u00e9":[11,34],"\u00e9preuv":29,"\u00e9t\u00e9":[3,8,10,21],"\u00e9tait":10,"\u00e9tant":[3,4,8],"\u00e9tape":[5,21],"\u00e9tiquet\u00e9":20,"\u00e9tiquett":[8,20],"\u00e9valuer":[11,34],"\u00e9ventuel":21,"\u00e9vite":3,"\u00e9viter":[11,12,34],"\u00e9vitera":[11,34],"\u00e9volut":10,"\u00eatre":[11,12,13,20,34],"acc\u00e9der":[8,11,34],"acc\u00e9l\u00e9rer":[8,10],"adapt\u00e9":[8,10],"al\u00e9atoir":[5,6,10,12],"am\u00e9lior":[8,11,34],"ann\u00e9":[11,32,34],"ao\u00fbt":20,"appara\u00eet":[8,34],"appel\u00e9":[11,20,34],"appliqu\u00e9":12,"apr\u00e8":13,"ar\u00eat":[20,21],"arg_apr\u00e8":13,"arg_d\u00e9but":13,"arg_d\u00e9but_apr\u00e8":13,"arg_d\u00e9but_av":13,"associ\u00e9":4,"aucun_caract\u00e8re_commun":13,"autoris\u00e9":2,"bas\u00e9":[11,34],"biblioth\u00e8qu":8,"bo\u00eet":8,"bool\u00e9en":21,"break":6,"capacit\u00e9":[2,5],"caract\u00e8r":[13,20],"caract\u00e9ristiqu":[8,12],"carr\u00e9":[8,10,12],"case":[4,5,13],"centr\u00e9":8,"centres_al\u00e9atoir":[10,12],"ch\u00e2teau":13,"cha\u00een":[13,20],"citro\u00ebn":12,"cl\u00e9":[8,13,20],"class":[3,6,8,9,10,11,12,21,34],"class\u00e9":8,"commen\u00e7on":[3,10,12],"comp\u00e9tit":[11,34],"compl\u00e9ter":[3,20,21],"compl\u00e9tion":20,"complexit\u00e9":[4,13,20],"concat\u00e9n":[10,13],"conna\u00eetr":4,"consid\u00e8r":[3,4,8,20],"consid\u00e9r":[5,8],"consid\u00e9ron":21,"coordonn\u00e9":[4,8,12],"corrig\u00e9":[10,29],"cr\u00e9er":[3,20,21],"cyindr\u00e9":12,"cylindr\u00e9":12,"d\u00e9but":[13,21],"d\u00e9but_apr\u00e8":13,"d\u00e9but_av":13,"d\u00e9cembr":20,"d\u00e9cision":6,"d\u00e9clench":21,"d\u00e9croissant":5,"d\u00e9duir":[4,5,21],"d\u00e9duit":21,"d\u00e9fini":[3,10,21],"d\u00e9finir":[3,4,10,12,20,21],"d\u00e9finit":[3,8],"d\u00e9form\u00e9":3,"d\u00e9j\u00e0":[10,20],"d\u00e9passent":4,"d\u00e9passer":3,"d\u00e9termin":[4,8,21],"degr\u00e9":21,"demand\u00e9":4,"derni\u00e8r":[3,29],"diff\u00e9renc":[8,11,13,34],"diff\u00e9renci":12,"diff\u00e9rent":[5,9,11,20,34],"diff\u00e9rentiel":13,"do":2,"donn\u00e9":[3,4,5,10,21],"dur\u00e9":29,"encadr\u00e9":21,"enl\u00e8v":3,"enl\u00e8veron":3,"entr\u00e9":[5,13,21],"entra\u00een":32,"esp\u00e8c":8,"etiquet\u00e9":20,"ex\u00e9cut":[5,10,11,12,21,34],"exc\u00e8d":5,"extr\u00e9mit\u00e9":12,"f\u00e9vrier":20,"fa\u00e7on":[3,4,10,21],"fin_apr\u00e8":13,"final":3,"float":[2,3,4,8,21],"forc\u00e9ment":21,"fr\u00e9quent":[11,34],"fran\u00e7ai":20,"fronti\u00e8r":6,"fus\u00e9":21,"g\u00e9n\u00e8re":[5,6],"g\u00e9n\u00e9r\u00e9e":5,"g\u00e9n\u00e9ral":4,"i\u00e8m":[2,3],"identifi\u00e9":[11,34],"imbriqu\u00e9":4,"impl\u00e9ment":[10,11,34],"import":[2,3,4,5,6,7,8,9,10,11,12,21,34],"inf\u00e9rieur":8,"ins\u00e9r\u00e9":13,"int":[4,8],"int\u00e9ress":[5,8,10],"int\u00e9ressant":13,"intensit\u00e9":3,"it\u00e9rat":[10,13],"long":20,"m\u00e9gane":12,"m\u00e9mo\u00efsat":4,"m\u00e9thode":[3,9,11,21,34],"m\u00eame":[3,4,5,8,9,10,11,12,13,20,34],"mani\u00e8r":[11,34],"mod\u00e9lis":[11,29,34],"n\u00e9cessair":21,"null":[11,34],"num\u00e9riqu":[11,34],"num\u00e9ro":[3,8,10,12],"o\u00f9":[2,3,4,5,8,11,12,13,20,21,34],"op\u00e9rat":[11,12,13,34],"p\u00e8re":20,"p\u00e9tale":8,"parall\u00e8l":[11,34],"param\u00e8tr":9,"pi\u00e8c":4,"pic\u00e8":4,"plut\u00f4t":[4,8],"pointill\u00e9":4,"poss\u00e8d":[4,20],"possibilit\u00e9":[4,13,21],"pr\u00e9alabl":[4,10],"pr\u00e9c\u00e9demment":10,"pr\u00e9c\u00e9dent":[3,4,10,12,20,21],"pr\u00e9cise":[11,34],"pr\u00e9cision":[8,10,11,34],"pr\u00e9diction":[11,34],"pr\u00e9dire":[8,11,34],"pr\u00e9dit":10,"pr\u00e9dite":[8,10],"premi\u00e8r":[3,4,8,11,12,32,34],"probl\u00e8m":[4,21],"propri\u00e9t\u00e9":[13,20],"qualit\u00e9":[11,34],"r\u00e9\u00e9crire":[4,5,8,10],"r\u00e9alis":[3,12],"r\u00e9cup\u00e9rer":[11,34],"r\u00e9currenc":[4,5],"r\u00e9cursiv":[4,20,21],"r\u00e9ell":8,"r\u00e9gion":3,"r\u00e9soudr":4,"r\u00e9sultat":[5,9,10],"r\u00e9sum\u00e9":32,"r\u00e9utilis":[5,10,21],"recherch\u00e9":20,"reconna\u00eetr":[8,10],"redimensionn\u00e9":3,"rempla\u00e7":[6,11,12,34],"rentr\u00e9":29,"renvoy\u00e9":3,"repr\u00e9sent":[3,10,20],"repr\u00e9sent\u00e9":[3,10,20],"return":[2,3,4,6,8,9,12,13,20,21,34],"rh\u00f4ne":3,"s\u00e9lectionn":[11,12,34],"s\u00e9pale":8,"s\u00e9pare":[11,34],"s\u00e9parer":8,"s\u00e9rie":[11,34],"sc\u00e9nic":12,"standardis\u00e9":12,"sugg\u00e9r\u00e9":[11,34],"sup\u00e9lec":29,"supervis\u00e9":10,"suppl\u00e9mentair":20,"supprim\u00e9":13,"surv\u00e9cu":[11,34],"sym\u00e9triqu":21,"t\u00e9l\u00e9charg\u00e9":[11,12,34],"t\u00e9l\u00e9chargeant":3,"t\u00e9l\u00e9charger":[4,11,12,34],"t\u00e9l\u00e9phone":20,"texte_versionn\u00e9":13,"textes_\u00e9gaux":13,"totalit\u00e9":13,"tr\u00e8":[4,11,34],"transform\u00e9":10,"transpos\u00e9":21,"tri\u00e9":5,"tri\u00e9e":[5,21],"trouv\u00e9":[13,21],"true":[4,5,6,8,11,13,20,21,34],"utilis\u00e9":[4,10,11,12,20,34],"v\u00e9rifi":21,"v\u00e9rifier":[3,20,21],"vari\u00e9t\u00e9":8,"visit\u00e9":[13,21],"while":[6,13,21],A:[13,21],In:2,On:[3,4,5,6,8,10,11,12,13,20,21,34],_:[4,13,21],a_1:4,a_2:4,a_3:4,a_k:4,ab:[3,8],abord:5,absolu:3,accid:[11,34],accord:8,actuel:5,acycliqu:20,adapt:8,admiss:13,affich:[3,5,8,10,11,12,20,21,34],affichag:3,affichon:10,ag:[11,34],agit:10,ainsi:[3,4,6,8,11,12,34],air:5,ait:[11,34],ajout:[3,4,5,13,20,21,29],algorithm:13,algorithmiqu:1,all:[10,21],allclos:6,aller:12,allon:[8,9,11,12,34],alor:[3,4,5,8,11,12,13,34],alp:3,alpha:8,anglai:20,annot:13,annul:13,apparaiss:20,apparten:20,apparti:[20,21],appel:[4,10,20,21],append:[3,6,9,12,13,21],appendleft:21,appliqu:[10,12,13],apprentissag:8,approch:[11,34],approx:[8,11,29,34],april:20,arc:13,aret:20,arg_av:13,argmin:6,argument:[4,10,21],arrai:[3,6,8,10,13],arriv:10,art:20,assert:[4,10,13,21],associ:[6,12,20],astyp:6,atteindr:3,attent:3,attribut:[11,12,34],attributs_nom:12,au:[3,4,5,6,8,10,11,12,13,20,21,34],aucun:4,audi:12,august:20,aura:12,aurait:[11,34],aussi:[8,10,11,12,20,34],auto:8,automatiqu:20,autr:[3,10,11,12,29,34],auvergn:3,aux:[2,4,8,10,11,12,20,21,29,34],auxiliair:20,avant:13,avec:[3,4,5,8,9,12,13,20,21],avez:[3,4,11,12,34],avoir:[10,20],avril:20,ax:[6,7,8,10,20,34],axi:[6,7,10],ayant:20,b:[5,6,13,20,21],ba:[3,4,10,13,21],bar:[11,34],base:[4,13],basthon:[3,11,12,21,34],bcpst:32,beaucoup:[4,8,9,11,34],becirspah:32,begin:[2,10,13],berlingo:12,besoin:[12,21],bf:21,bien:[3,13],billet:[11,34],binari:7,binom:4,binom_dp:4,binom_memo:4,binom_rec:4,black:8,blanc:[3,10],bleu:9,blue:8,bord:3,boucl:[4,20,21],box:[4,21],c3:12,c:[2,3,4,5,6,7,8,9,10,11,12,13,20,21,34],ca:[4,5,13,20],cach:2,calcul:[4,8,11,12,13,21,34],calculer_centr:[6,10,12],calculer_class:[6,10,12],call:2,cap:20,captur:12,capytal:3,car:[4,11,13,20,34],carrera:12,cart:20,cat:20,caus:4,ccinp:29,cd:20,ce:[3,4,5,8,10,11,12,13,20,21,34],ceci:10,cela:[3,4,5,8,10,11,20,21,34],cell:[2,4,10,13],cellul:21,center:10,centr:[6,10,12],central:29,centres2:6,cepend:[8,11,13,34],cet:[5,8,10],cett:[3,4,10,12,20,21],ceux:20,chacun:[6,8,10,13],chaqu:[3,5,6,8,10,11,12,13,20,21,34],charg:8,chargeant:3,charger:[3,10,11,12,34],chemin:[20,29],cherch:21,chercher:3,chevaux:12,chien:13,choisi:10,choisir:5,choisiss:5,choisit:5,choix:[3,6,21],ci:[3,4,5,8,10,11,12,13,20,21,34],cibl:12,citadin:12,clairement:13,classe_to_chiffr:10,classifi:[6,9,10,12],classiqu:[3,21],clf:[6,8],clic:[11,12,34],clio:12,cliquant:21,cliquer:[3,11,12,34],cluster:[6,7,8],cluster_centers_:[6,7],cm:[7,8,9,10],cmap:[3,6,7,8,9,10],co:6,code:[3,8,10,11,12,20,21,34],coeffici:29,col:34,collect:21,colonn:[3,4,11,34],color:[6,8],column:12,combin:[5,11,34],comm:[3,4,8,10,11,13,21,34],command:21,commenc:[3,13,21],comment:[10,11,34],commis:5,compar:[4,5,8,10,21],comprendr:8,compt:[3,8,9,10,11,20,34],comptant:20,conclus:8,concour:29,confirm:29,conflit:13,confus:8,connect:3,connex:[20,21],connu:10,conserv:[4,20],consist:[3,5,21],consomm:12,construir:[4,5],construit:3,consult:10,conten:[3,8,10,12,20,21],contenir:[12,20],contenu:4,contiendra:4,contienn:[4,12,20],contient:[3,4,5,6,8,11,12,13,20,34],contient_carr:4,contr:8,contrair:10,contribu:[11,34],convers:3,converti:8,copi:[2,4,13,20],copier:20,cor:20,cord:20,corn:20,correct:[8,20],correspond:[3,4,10,11,13,20,34],correspondant:10,correspondr:13,couleur:[3,6],count:20,coupl:[5,10],cour:[4,5,8,10,11,20,21,32,34],courant:[13,20],croissant:[4,5,13,21],csv:[11,12,34],ctrl:21,cycl:20,d1:[8,20],d2:[8,20],d3:8,d:[1,2,4,5,9,10,11,12,13,20,34],d_:3,dan:[2,3,5,8,9,10,11,12,13,20,21,29,34],data:[7,8],datafram:[11,12,34],dataset:[7,8,10],de:[1,2,20,32],decemb:20,decisionboundarydisplai:8,deepcopi:2,def:[2,3,4,6,8,9,12,13,20,21,34],defin:2,deg:21,demand:8,depui:[3,21],dequ:21,dernier:21,descendr:20,dessin:[8,20],dessou:[5,8,10,11,12,13,20,21,34],dessu:[3,4,8,10,11,12,20,21,34],deux:[4,5,8,9,10,11,12,13,20,21,34],df:[11,21,34],dict:20,dictionnair:[4,8],diff1:13,diff2:13,diff:13,digit:[7,10],digits_matrix:10,dijkstra:13,dim:6,dimanch:20,dimens:[3,4,11,34],diminu:13,dire:[3,4,10,11,12,20,21,34],direct:20,disast:[11,34],dist:[2,13,21],dist_fin:13,distanc:[10,12,13,21],distingu:[4,5],distribut:9,dit:20,divis:21,document:10,doit:[12,20],dollar:[11,34],donc:[3,4,5,8,10,12,13,21],donn:[9,11,34],donner:[5,8],dont:[4,8,10,12],dorer:20,dot:8,dp:[2,5],dp_:2,dp_chemin:3,droit:[4,10,11,12,13,21,34],drop:[11,34],ds:29,dtype:[8,11,34],du:[3,4,10,12,13,20,21],dynamiqu:13,e:[8,9,13,20,21,34],ecart_typ:[11,12,34],edgecolor:8,effectu:[3,11,34],efficac:5,elif:[13,21],ell:[5,8,10],els:[2,4,8,9,13,20,21],en:[3,4,5,6,8,10,11,12,20,34],encor:[4,21],end:[2,10,13],enlever_chemin:3,enregistr:[11,12,34],ensembl:[8,9,13,20],ent:3,entier:[4,5,10],entr:[3,5,8,10,11,12,13,20,21,34],enumer:[7,8,10],enver:3,environ:[8,11,34],erreur:[5,8,21],espac:12,essay:[10,11,34],essayon:8,est:[2,3,4,5,6,8,9,10,11,12,13,20,21,34],est_carr:4,et:[2,3,4,5,9,10,11,12,13,20,21,29,34],euclidean:8,euclidienn:[8,10,11,12,34],euro:4,exact:8,exempl:[3,4,5,9,10,11,12,20,21,34],exercic:[1,29,32],exist:20,expliqu:4,exprim:5,extrair:21,extraire_min:13,extrait:13,ey:9,f40:12,f:[4,6,8,13,20],facil:[1,3,8],fair:[4,8,13],faisant:10,fait:[8,10,11,34],fals:[4,6,11,13,20,21,34],familial:12,fare:[11,34],faut:[3,4,10,11,12,13,21,34],feature_nam:8,februari:20,femal:[11,34],femm:[11,34],ferait:[11,34],ferrari:12,feuill:20,fiat:12,fichier:[3,4,11,12,34],fig:[7,8,10],figsiz:[7,8,10],figur:[8,13,34],fil:20,file:[13,21],fillna:[11,34],fin:[10,11,13,20,34],fin_av:13,fit:[6,7,8,9],fixer:8,fleur:[8,11,34],float64:[11,34],flottant:3,floydwarshal:2,foi:[3,4,5,11,13,21,34],fonction:[3,4,5,8,10,11,12,13,20,21,34],form:[10,11,20,21,34],formul:[3,4,5],fort:[3,13],fr_to_en:20,frac:[4,11,12,34],fridai:20,from:[2,6,7,8,9,10,11,21,34],from_estim:8,functool:2,fusionn:13,g:[2,3,6,13,21],g_:3,g_list:21,gauch:[3,4,10,13,21],gaussienn:9,gca:6,genere_inst:5,genr:[11,34],geq:4,get:[8,9,34],get_xlim:6,get_ylim:6,glob:6,global:6,glouton_poid:5,glouton_ratio:5,glouton_valeur:5,grai:3,grand:[3,13],graph:[13,20],graphiqu:8,gray_r:10,green:8,gri:[3,10],gro:[4,8],gt:12,h:[12,13],handl:8,haut:[3,4,10,13,20,21],hauteur:[3,12],head:[11,34],heuristiqu:13,historiqu:13,homm:[11,34],hor:21,hstack:9,http:4,hue:8,i:[2,3,4,5,6,7,8,9,10,11,12,20,21,34],ici:[3,8,10,11,12,21,34],identifi:3,identiqu:13,il:[3,4,5,8,10,11,12,13,20,21,34],iloc:[11,12,34],img:6,img_compress:6,imin:6,importera:5,imposs:4,imread:[3,6],imsav:6,imshow:[3,6,7,10],inclu:5,index:[11,34],indic:[3,4,8,9,10,11,12,13,20,21,34],inerti:[6,12],inertia:6,inf:[2,4,8,21],inform:[11,34],infti:[2,4],initi:6,initial:6,initialis:4,initialisera:12,initiaux:10,inplac:[11,34],inscrir:4,inscriv:4,inspect:8,inspir:[11,34],instanc:5,instruct:3,intuitiv:3,invers:[3,8,10,12,13],inverse_standardis:12,issu:9,j:[2,3,4,5,8,11,12,13,21,34],j_mini:3,januari:20,janvier:20,jeu:[8,10,21],jeudi:20,jour:[6,20],jpg:6,juger:8,juillet:20,juin:20,juli:20,june:20,jusqu:3,just:[10,20],k:[2,3,4,11,13,20,34],k_moyenn:12,kei:[8,9,34],km:12,kmax:[6,8,11,12,34],kmean:[6,7,8,10],kmean_1:6,kmean_2:6,kmean_:6,knapsack2:2,knapsack:2,knapsack_memo2:2,knapsack_memo:2,kneighborsclassifi:[8,9],knn:[8,9,11,34],kwarg:6,l1:[5,21],l2:[5,21],l3:21,l:[2,4,5,6,8,9,11,12,13,20,21,34],la:[2,3,4,8,9,10,11,12,13,20,21,34],label:8,labels_:[6,7,8],lamartin:20,lambda:[4,8,9,34],largeur:[3,8,12],last:2,ldot:[4,11,34],le:[2,3,4,5,6,8,9,11,12,13,20,21,34],learn:[11,34],left:13,legend:8,len:[2,3,4,6,8,9,10,11,12,13,20,21,34],length:[11,34],leq:5,lequel:5,lesquel:21,lettr:[13,20],leur:[8,10,12,13,20],levenshtein:13,lexicographiqu:5,lien:12,lieu:[8,21],lign:[3,4,8,10,11,34],limit:[11,34],line2d:8,line:2,linestyl:8,linewidth:3,lire:10,list:[3,4,10,11,12,13,20,34],listedcolormap:[6,8],ll:13,load_digit:[7,10],load_iri:8,loc:[11,34],log:13,logarithmiqu:13,longrightarrow:10,longueur:[5,8,12,13,20],lor:21,lorsqu:8,lundi:20,m1:20,m2:[3,20],m:[2,3,4,8,10,13,20,21,32,34],m_:3,ma:3,machin:[11,34],mai:[4,9,10,20],mainten:[3,21],maj:[8,9],majoritaire2:20,make_matrix2:21,make_matrix3:21,make_matrix:21,male:[11,34],manipul:[8,11,34],manuscrit:10,map:[4,10,11,34],mar:20,march:20,mardi:20,marker:[6,8],marqu:12,marquer:21,mat_to_list:21,math:29,mathbb:[8,11,34],mathbf:21,matplotlib:[3,6,7,8,9,10,12,34],matric:[3,5,8,10,12,13,29],matrice_gradi:3,matshow:10,mauvais:4,max:[2,4,8,9,10,34],max_carre1:4,max_carre2:4,maxi_ag:[11,34],maximal:8,maximum:[2,4,5,11,34],mean:[6,8],median:[11,34],meilleur:[8,11,20,34],mercredi:20,metric:8,mettr:[2,5,21],mieux:4,milieu:21,min:[2,3,4,8,10,13],min_chemin:3,min_energie_ba:3,mine:29,mini:3,minim:3,minimal:3,minimum:[4,12],minut:[11,34],mise:6,mode:21,model_select:8,modif:[8,29],modifi:[3,11,12,13,34],modul:[11,34],moi:20,moin:[4,13,21],mondai:20,montrer:4,most:2,mot:20,moyen:[1,11,12,34],moyenn:[5,11,34],mp:29,mt:21,mu:12,mu_i:12,multivariate_norm:9,n1:[13,20],n2:13,n:[2,3,4,5,8,9,11,12,13,20,21,34],n_1:[13,20],n_2:[13,20],n_aret:21,n_cluster:[6,7,8],n_neighbor:9,n_surviv:34,name:[2,11,34],nameerror:2,ne:[3,4,5,8,20,21],neigh:9,neighbor:[8,9],neighbors_i:8,neq:4,net:4,new_centr:6,niveau:[3,10],nk:13,noeud:20,noir:[3,8,10],nom:[11,12,34],nombr:[2,3,4,9,11,12,13,20,21,34],nombreux:8,non:[3,4,10,11,21,34],none:[6,20],normal:[8,10,11,34],notam:8,note:13,nou:[3,8,9,10,11,12,34],nouveau:8,nouvel:[8,20,21],novemb:20,novembr:20,np:[3,6,8,9,10,12],numpi:[3,6,8,9,10,12],o:[4,8,13,20],object:[11,34],objectif:[3,5,8],objet:2,obtenir:[11,12,34],obtenu:[3,5,6,8,10,11,12,20,34],obtien:[11,34],obtient:[5,8],occur:20,occurr:9,octob:20,octobr:20,off:[6,7,10],officiel:[29,32],ok:20,ones:9,ont:[5,12],optim:[5,11,12,34],optimal:[5,8],option:[8,29],ordr:[5,10,13,20,21],oreo:20,orthographiqu:20,ou:[3,4,8,11,13,34],oui:[4,11,34],ouvrir:[3,11,12,34],p067_triangl:4,p1:[11,34],p2:[11,34],p:[3,6,8,9,11,13,20,21,34],pa:[3,4,5,8,11,20,21,34],palett:8,panda:12,par:[4,5,6,8,9,10,11,12,20,34],parcour:[3,20],parcourir:[11,20,21,34],parcourt:[13,20],parcouru:20,parmi:[4,11,34],parrot:6,parrot_compress:6,parti:[4,10,11,21,34],particuli:20,partir:[3,4,5,6,8,10],partit:10,pascal:4,pass:3,passag:[11,34],passant:13,passengerid:[11,34],passer:[3,8,21],path:6,pathlib:6,pc:29,pclass:[11,34],pcolormesh:8,pd:[11,12,34],perform:8,permet:[8,11,34],permett:21,permi:8,pertin:8,petit:13,peu:[3,11,34],peugeot:12,peut:[2,3,4,5,8,11,12,13,20,21,34],pi:6,pire:4,pixel:[3,6,10],place:3,plan:29,plot:[3,6,8,10,12,34],plot_decision_boundari:8,plot_method:8,plot_precis:[8,11,34],plot_predict:8,plt:[3,6,7,8,9,10,12,34],plu:[3,5,6,12,13,20,21],plus_frequ:[11,34],plus_proch:[6,10,12],plusieur:[4,11,21,34],pmatrix:[2,10],png:[3,6],poid:[2,5,11,12,13,34],point:[6,8,9,10],pont:29,pop:[13,21],porsch:12,posera:4,posit:3,positif:5,possibl:[3,12],pour:[2,3,5,8,10,11,12,13,20,21,32,34],pourcentag:[11,34],pourquoi:4,pourra:[3,4,5,10,11,20,21,34],pouvez:[3,10,21],pouvoir:8,precis:[8,9,10,11,34],predict:[8,9,10],premier:[5,8,11,13,34],prend:[3,10,11,12,34],prendr:[4,11,34],prendra:[11,34],princip:4,print:[3,6,8,11,13,20,21,34],priori:3,prix:[11,34],processeur:[11,34],proch:[6,12],prog_dyn:5,programm:[11,13,21,29,32,34],project:[4,8],projecteul:4,projet:8,proport:10,proportionnel:8,propos:21,proposit:20,provient:[11,34],psi:29,pui:[3,5,11,12,21,34],puisqu:10,puiss:[11,34],purpl:6,pyplot:[3,6,7,8,9,10,12,34],python:[4,8,11,32,34],pyzo:21,q:21,qcm:29,qu:[4,5,8,10,11,13,20,21,34],quand:[10,13],que:[2,3,4,5,6,8,10,11,12,13,20,21,34],quel:[8,10,12],quelconqu:20,quell:[4,5,11,12,20,34],quelqu:[10,11,34],qui:[3,5,8,10,11,12,13,20,21,34],r1:6,r2:6,r:[2,3,4,6,11,13,20,34],racin:[8,20],rajout:13,ramen:12,rand:[6,12],randint:5,randn:6,random:[5,6,9,10,12],random_st:[6,7,8,11,34],rang:[2,3,4,6,7,8,9,11,12,13,20,21,34],rapid:[3,8,9,21],rappel:[5,10,11,20,21,34],rapport:5,ratio:5,ravel:10,read_csv:[11,12,34],readlin:4,recent:2,recherch:[8,21],recopi:13,red:8,regard:[4,5,8,12,21],relat:4,relativ:3,remarqu:[3,4,5,8,10,11,20,34],remont:[3,5],remplac:[11,34],remplace_cour:13,rempli:[4,21],remplir:[4,21],remplira:4,rempliss:5,renault:12,rendr:[4,13],rendu_memo:4,renvoi:[2,3,4,5,8,9,10,11,12,21,34],renvoy:[4,10,12,20,21],request:4,requis:4,reshap:[6,7,10],resourc:4,response_method:8,ressembl:[10,11,34],rest:21,restant:5,restreint:21,revers:5,revient:4,revoir:21,right:13,roug:[3,9],s:[4,6,8,9,10,11,13,20,21,32,34],sa:[8,13,20],sac:2,sait:4,samedi:20,sampl:[10,11,34],san:20,saturdai:20,sauf:[3,4,11,34],save:6,savefig:6,savoir:[8,12,21],scatter:[6,8,9],scatterplot:8,scipi:6,score:[9,11,34],se:[3,8,12,13,21],seaborn:8,seam_carv:3,seam_carving_im:3,second:[5,10,11,12,34],seed:[10,12],selon:12,semain:20,sembl:[10,12],separ:9,septemb:20,septembr:20,sera:[3,10],serait:8,seri:[11,34],sert:20,set:20,set_text:8,set_titl:10,set_xlabel:8,set_xlim:6,set_ylabel:8,set_ylim:6,setosa:8,seulement:[3,10],sex:[11,34],shade:8,shape:[3,6,8,10],shift:21,show:[3,6,7,8,10,12,34],show_point:6,show_vertic:6,shuffl:8,si:[3,4,5,11,12,13,20,21,34],sigma:[11,12,34],sigma_i:12,signif:12,signifi:8,simplifi:20,sin:6,sinon:[4,13,21],site:29,size:34,sklearn:[6,7,8,10],sn:8,soient:[8,10,13],soif:13,soit:[3,4,5,10,12,21],solut:5,sombr:3,somm:[3,4,10,12,13],sommet:[13,20,21],son:[5,6,20,21],sont:[4,5,8,10,11,12,13,20,21,34],sort:[5,8,9,34],sortant:20,sorti:[5,13],sortir:21,sou:[4,10,11,12,20,21,34],souhait:[3,4,6,8,11,21,34],souhaiton:[11,34],soumettr:[11,34],souvent:[8,20,34],spatial:6,spectral:9,split:[4,5],sportiv:12,sql:[1,11,34],sqrt:[8,11,12,21,34],stocker:[4,10,20],str:6,strictement:5,structur:8,submiss:[11,34],subplot:[7,8,10],succ:13,successeur:13,suffit:13,suit:[3,8,10,12,21],suivant:[3,4,5,8,10,11,12,13,20,21,34],sujet:13,sum:[6,8],sum_:[4,8,11,34],sum_i:12,sundai:20,suppos:[5,10],supposera:4,supposon:5,supprim:[3,13,21],suptitl:8,sur:[3,4,5,8,10,11,12,20,21,34],survi:[11,34],symetriqu:21,t:[8,13,20],tabl:[11,34],tableau:[3,10,11,34],tableaux:4,taill:[3,4,5,10,12,13,20,21],tant:21,target:[8,10],target_nam:8,tarif:[11,34],taux:[11,34],techniqu:3,tel:[3,4,8,12],tell:[3,4,5,10,12,21],temp:[3,4,5],termin:13,terribl:[11,34],test:[11,20,21,34],test_siz:8,tester:[3,5,9,20,21],text:[4,13],textbf:21,texte1:13,texte2:13,theta:6,thursdai:20,ticket:[11,34],time:[3,4,5,10,21],titan:12,titl:[6,8],to_csv:[11,34],to_matrix:10,to_numpi:12,to_vector:10,tolist:[6,12],top:8,tord:8,total:[4,5,13],tou:[11,12,21,34],toujour:5,tout:[3,8,10],tower:3,tp:29,tr:13,trace:[11,34],traceback:2,traduct:20,train:[8,11,34],train_test_split:8,tranch:13,transform:[10,11,34],transpose:21,tri:20,tri_poid:5,tri_valeur:5,triangl:4,triant:5,trie:5,trie_add:20,trie_ex:20,trie_ha:20,trie_print:20,trie_siz:20,trier:5,triplet:5,trop:3,trouver:[3,10,11,21,34],tt:12,tuesdai:20,tx1:9,tx2:9,txt:4,type:[11,12,34],u:[2,10,13,21],u_0:21,u_:21,u_n:21,uint8:6,un:[2,5,8,10,11,12,13,20,21,29,34],underlin:21,uniform:[3,8],uniqu:[11,21,34],unlink:6,urllib:4,urlopen:4,utilis:[3,4,5,8,10,11,12,13,20,21,34],utilisera:[8,10,12,20],utilison:10,v2:5,v:[2,5,8,9,10,11,13,20,21,34],v_1:5,v_j:5,v_n:5,va:[4,10,11,13,20,21,34],val:34,valabl:[3,21],valeur:[2,3,4,5,11,12,20,34],variabl:[3,10,21],variant:[11,34],variat:3,vaut:[4,5,8],vecteur:[8,10,11,12,34],vectoriel:[11,34],vendredi:20,venon:3,versicolor:8,versionn:13,vertic:3,verticaux:3,veut:[3,4],vide:[20,21],vieux:[11,34],virginica:8,visit:21,visualis:[6,8],vitesse_max:12,vo:3,voici:[8,11,34],voir:[4,8,10],voisin:21,vor:6,voronoi:6,voronoi_plot_2d:6,votr:[3,21],vou:[3,4,10,11,12,21,34],voulon:[10,12],vraiment:21,vstack:[6,9],vu:[5,11,34],w2:5,w:[2,5],w_1:5,w_j:5,w_n:5,wednesdai:20,weight:8,x:[2,4,6,8,9,10,11,12,20,21,29,34],x_0:8,x_1:[8,11,12,34],x_2:8,x_3:8,x_i:[8,11,12,34],x_n:[11,12,34],x_test:[8,9,10],x_train:[8,9],xlabel:[6,8,12],y:[3,4,6,8,9,11,12,13,20,34],y_0:8,y_1:8,y_2:8,y_3:8,y_i:[8,12],y_test:[8,9],y_train:[8,9],ylabel:[6,8,12],z:[8,13],zero:[3,8,9],zeros_lik:3,zip:10,zone:21,zoomon:8},titles:["R\u00e9sum\u00e9 Python","S\u2019entra\u00eener \u00e0 programmer","Programmation dynamique","DM : Redimensionnement d\u2019image par Seam Carving","TP 1 : Programmation dynamique","TP 2 : Probl\u00e8me du sac \u00e0 dos","Algorithme des k-moyennes","<no title>","Exemple : Classification d\u2019iris","Cours : Algorithme des k plus proches voisins","TP : Reconnaissance de chiffres","TP plus proches voisins : Classification des survivants du Titanic","TP : Classification de voitures","DS 1 MP* Corrig\u00e9 (X-ENS 2023)","Cours","Exercices","Cours","Exercices","Cours","Exercices","TP : Dictionnaire","TP : R\u00e9visions de 1\u00e8re ann\u00e9e","Cours : Dictionnaire","Exemple : Plus longue sous-suite croissante","Cours : Science des donn\u00e9es","Exemple : Algorithmes de plus court chemin","Exercice : Polyn\u00f4mes","DS 1 corrig\u00e9 : Partition","Exercice : Chemin dans une matrice","Cours d\u2019informatique commune en 2\u00e8me ann\u00e9e de CPGE au lyc\u00e9e La Martini\u00e8re Monplaisir","Cours","TP","Ressources","Cours : Dictionnaire","TP plus proches voisins : Classification des survivants du Titanic"],titleterms:{"1":[4,13,27],"10":13,"11":13,"12":13,"13":13,"14":13,"15":13,"16":13,"17":13,"1\u00e8re":21,"2":[5,13],"2023":13,"2\u00e8me":29,"3":13,"4":13,"5":13,"6":13,"7":13,"8":13,"9":13,"\u00e0":[1,5],"\u00e9l\u00e9ment":20,"\u00e9nergi":3,"\u00e9valuat":8,"\ufb01xe":13,"ann\u00e9":[21,29],"carr\u00e9":4,"cat\u00e9goriel":[11,34],"corrig\u00e9":[13,27],"d\u00e9cision":8,"di\ufb00\u00e9rentiel":13,"do":5,"donn\u00e9":[6,8,11,12,24,34],"enracin\u00e9":20,"entra\u00een":[1,8],"fronti\u00e8r":8,"g\u00e9n\u00e9ration":6,"lin\u00e9air":6,"lyc\u00e9":29,"m\u00e9thode":4,"martini\u00e8r":29,"mod\u00e8l":8,"na\u00efv":4,"polyn\u00f4m":26,"pr\u00e9fix":20,"probl\u00e8m":[5,6],"r\u00e9sultat":[11,34],"r\u00e9sum\u00e9":0,"r\u00e9vision":21,"repr\u00e9sent":21,"s\u00e9parabl":6,"s\u00e9parat":[8,11,34],"strat\u00e9gi":5,adjac:21,algorithm:[5,6,8,9,10,11,12,25,34],anagramm:20,analys:[11,34],anim:6,arbr:20,au:29,autr:8,avec:[10,11,34],ball:8,base:21,bellman:2,binomi:4,bonu:3,boul:8,calcul:[3,10],carv:3,ceux:4,chargement:[3,11,12,34],chemin:[2,3,25,28],chiffr:10,choisi:5,classif:[8,10,11,12,34],code:6,coeffici:4,commun:29,comparaison:5,compress:6,cour:[9,14,16,18,22,24,29,30,33],court:[2,25],cpge:29,croissant:23,d:[3,6,8,21,29],dan:[4,28],de:[3,4,5,6,8,9,10,11,12,13,21,24,25,29,34],descript:8,dichotomi:21,dictionnair:[20,22,33],distanc:[8,11,34],dm:3,ds:[13,27],du:[0,5,8,11,34],dynamiqu:[2,3,4,5],elbow:6,en:[9,13,21,29],enlev:3,et:8,exempl:[6,8,23,25],exercic:[8,10,15,17,19,20,21,26,28],extens:8,extrait:0,fini:4,floyd:2,ford:2,glouton:5,gloutonn:5,gradient:3,grand:4,graph:21,i:13,ii:13,imag:[3,6,10],inerti:10,infini:8,informatiqu:29,internationalis:20,iri:8,k:[6,8,9,10,12],kaggl:[11,34],kd:8,l:[3,10],la:[5,29],largeur:21,le:10,learn:8,leetcod:1,list:[5,21],longu:23,majoritair:20,manhattan:8,matric:[4,21,28],method:6,minimum:3,monnai:4,monplaisir:29,moyenn:[6,10,12],mp:13,non:6,norm:8,nouvel:10,objet:5,obtenir:5,officiel:0,ont:4,panda:[11,34],par:[3,13,21],parcour:21,parti:13,partit:27,plu:[2,4,8,9,10,11,23,25,34],poid:8,posit:13,pour:4,proch:[8,9,10,11,34],profondeur:21,programm:[0,1,2,3,4,5],python:[0,21],question:[3,4,5,10,11,12,13,21,34],qui:4,r:8,rayon:8,reconnaiss:10,redimensionn:[3,10],rendu:4,ressourc:32,s:1,sac:5,scienc:24,scikit:8,seam:3,sklearn:9,solut:[3,4,20,21,34],sou:23,standardis:[11,12,34],statistiqu:[11,34],suit:23,sur:13,surviv:[11,34],test:[6,8],titan:[11,34],tp:[4,5,10,11,12,20,21,31,34],tree:8,tri:5,trie:20,un:[3,4,28],utilis:9,variabl:[11,13,34],voisin:[8,9,10,11,34],voitur:12,warshal:2,x:13}}) \ No newline at end of file