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8:["$","div",null,{"className":"mt-12 pt-8 border-t border-slate-100 dark:border-slate-800","children":[["$","h3",null,{"className":"text-lg font-semibold mb-4","children":"Tags"}],["$","div",null,{"className":"flex flex-wrap gap-2","children":[["$","span","RAG",{"data-slot":"badge","className":"inline-flex items-center justify-center rounded-full border px-2 py-0.5 text-xs font-medium w-fit whitespace-nowrap shrink-0 [&>svg]:size-3 gap-1 [&>svg]:pointer-events-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive transition-[color,box-shadow] overflow-hidden [a&]:hover:bg-accent [a&]:hover:text-accent-foreground text-slate-600","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":12,"height":12,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-tag mr-1","aria-hidden":"true","children":[["$","path","vktsd0",{"d":"M12.586 2.586A2 2 0 0 0 11.172 2H4a2 2 0 0 0-2 2v7.172a2 2 0 0 0 .586 1.414l8.704 8.704a2.426 2.426 0 0 0 3.42 0l6.58-6.58a2.426 2.426 0 0 0 0-3.42z"}],["$","circle","kqv944",{"cx":"7.5","cy":"7.5","r":".5","fill":"currentColor"}],"$undefined"]}]," ","RAG"]}],["$","span","FineTuning",{"data-slot":"badge","className":"inline-flex items-center justify-center rounded-full border px-2 py-0.5 text-xs font-medium w-fit whitespace-nowrap shrink-0 [&>svg]:size-3 gap-1 [&>svg]:pointer-events-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive transition-[color,box-shadow] overflow-hidden [a&]:hover:bg-accent [a&]:hover:text-accent-foreground text-slate-600","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":12,"height":12,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-tag mr-1","aria-hidden":"true","children":[["$","path","vktsd0",{"d":"M12.586 2.586A2 2 0 0 0 11.172 2H4a2 2 0 0 0-2 2v7.172a2 2 0 0 0 .586 1.414l8.704 8.704a2.426 2.426 0 0 0 3.42 0l6.58-6.58a2.426 2.426 0 0 0 0-3.42z"}],["$","circle","kqv944",{"cx":"7.5","cy":"7.5","r":".5","fill":"currentColor"}],"$undefined"]}]," ","FineTuning"]}],["$","span","LLM",{"data-slot":"badge","className":"inline-flex items-center justify-center rounded-full border px-2 py-0.5 text-xs font-medium w-fit whitespace-nowrap shrink-0 [&>svg]:size-3 gap-1 [&>svg]:pointer-events-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive transition-[color,box-shadow] overflow-hidden [a&]:hover:bg-accent [a&]:hover:text-accent-foreground text-slate-600","children":[["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":12,"height":12,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-tag mr-1","aria-hidden":"true","children":[["$","path","vktsd0",{"d":"M12.586 2.586A2 2 0 0 0 11.172 2H4a2 2 0 0 0-2 2v7.172a2 2 0 0 0 .586 1.414l8.704 8.704a2.426 2.426 0 0 0 3.42 0l6.58-6.58a2.426 2.426 0 0 0 0-3.42z"}],["$","circle","kqv944",{"cx":"7.5","cy":"7.5","r":".5","fill":"currentColor"}],"$undefined"]}]," ","LLM"]}],["$","span","MachineLearning",{"data-slot":"badge","className":"inline-flex items-center justify-center rounded-full border px-2 py-0.5 text-xs font-medium w-fit whitespace-nowrap shrink-0 [&>svg]:size-3 gap-1 [&>svg]:pointer-events-none focus-visible:border-ring focus-visible:ring-ring/50 focus-visible:ring-[3px] aria-invalid:ring-destructive/20 dark:aria-invalid:ring-destructive/40 aria-invalid:border-destructive transition-[color,box-shadow] overflow-hidden [a&]:hover:bg-accent [a&]:hover:text-accent-foreground text-slate-600","children":["$L27"," ","MachineLearning"]}]]}]]}]
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a:["$","p","p-8",{"className":"mb-4 text-gray-600 leading-relaxed","children":[["$","strong","strong-0",{"children":"Avantages :"}],"\n✅ Le modèle \"comprend\" vraiment votre domaine\n✅ Meilleure performance sur des tâches spécifiques\n✅ Peut apprendre un ton, un style, des formats de sortie\n✅ Pas de limite de contexte pour les connaissances apprises"]}]
b:["$","p","p-9",{"className":"mb-4 text-gray-600 leading-relaxed","children":[["$","strong","strong-0",{"children":"Inconvénients :"}],"\n❌ Coût élevé (données, compute, temps)\n❌ Nécessite un dataset de qualité (milliers d'exemples)\n❌ Mise à jour complexe (il faut réentraîner)\n❌ Risque d'overfitting et de catastrophic forgetting"]}]
c:["$","p","p-10",{"className":"mb-4 text-gray-600 leading-relaxed","children":["$","strong","strong-0",{"children":"Cas d'usage :"}]}]
d:["$","ul","ul-2",{"className":"list-disc pl-6 mb-4 space-y-2","children":["\n",["$","li","li-0",{"className":"text-gray-600","children":[["$","strong","strong-0",{"children":"Génération de contenu"}]," dans un style très spécifique"]}],"\n",["$","li","li-1",{"className":"text-gray-600","children":[["$","strong","strong-0",{"children":"Traduction"}]," dans un jargon métier"]}],"\n",["$","li","li-2",{"className":"text-gray-600","children":[["$","strong","strong-0",{"children":"Classification"}]," ou ",["$","strong","strong-1",{"children":"extraction d'entités"}]," sur un domaine très technique"]}],"\n",["$","li","li-3",{"className":"text-gray-600","children":[["$","strong","strong-0",{"children":"Tâches répétitives"}]," où la performance doit être maximale"]}],"\n"]}]
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f:["$","h2","h2-2",{"className":"text-3xl font-semibold mb-4 mt-12 text-gray-800 border-b pb-2","children":"Comparaison directe"}]
10:["$","table","table-0",{"children":[["$","thead","thead-0",{"children":["$","tr","tr-0",{"children":[["$","th","th-0",{"children":"Critère"}],["$","th","th-1",{"children":"RAG"}],["$","th","th-2",{"children":"Fine-tuning"}]]}]}],["$","tbody","tbody-0",{"children":[["$","tr","tr-0",{"children":[["$","td","td-0",{"children":["$","strong","strong-0",{"children":"Coût"}]}],["$","td","td-1",{"children":"Faible"}],["$","td","td-2",{"children":"Élevé"}]]}],["$","tr","tr-1",{"children":[["$","td","td-0",{"children":["$","strong","strong-0",{"children":"Complexité"}]}],["$","td","td-1",{"children":"Moyenne"}],["$","td","td-2",{"children":"Élevée"}]]}],["$","tr","tr-2",{"children":[["$","td","td-0",{"children":["$","strong","strong-0",{"children":"Temps de setup"}]}],["$","td","td-1",{"children":"Heures/jours"}],["$","td","td-2",{"children":"Semaines"}]]}],["$","tr","tr-3",{"children":[["$","td","td-0",{"children":["$","strong","strong-0",{"children":"Mise à jour des données"}]}],["$","td","td-1",{"children":"Facile (temps réel)"}],["$","td","td-2",{"children":"Difficile (réentraînement)"}]]}],["$","tr","tr-4",{"children":[["$","td","td-0",{"children":["$","strong","strong-0",{"children":"Performance"}]}],["$","td","td-1",{"children":"Bonne"}],["$","td","td-2",{"children":"Excellente (si bien fait)"}]]}],["$","tr","tr-5",{"children":[["$","td","td-0",{"children":["$","strong","strong-0",{"children":"Transparence"}]}],["$","td","td-1",{"children":"Haute (citations)"}],["$","td","td-2",{"children":"Faible (boîte noire)"}]]}],["$","tr","tr-6",{"children":[["$","td","td-0",{"children":["$","strong","strong-0",{"children":"Use cases"}]}],["$","td","td-1",{"children":"Connaissance factuelle"}],["$","td","td-2",{"children":"Tâches spécifiques, style"}]]}]]}]]}]
11:["$","hr","hr-2",{}]
12:["$","h2","h2-3",{"className":"text-3xl font-semibold mb-4 mt-12 text-gray-800 border-b pb-2","children":"Peut-on combiner les deux ?"}]
13:["$","p","p-11",{"className":"mb-4 text-gray-600 leading-relaxed","children":[["$","strong","strong-0",{"children":"Oui !"}]," C'est même souvent la meilleure approche :"]}]
14:["$","ol","ol-0",{"className":"list-decimal pl-6 mb-4 space-y-2","children":["\n",["$","li","li-0",{"className":"text-gray-600","children":[["$","strong","strong-0",{"children":"Fine-tuner"}]," le modèle pour apprendre le domaine, le ton, les formats"]}],"\n",["$","li","li-1",{"className":"text-gray-600","children":[["$","strong","strong-0",{"children":"Utiliser RAG"}]," pour injecter les données factuelles à jour"]}],"\n"]}]
15:["$","p","p-12",{"className":"mb-4 text-gray-600 leading-relaxed","children":[["$","strong","strong-0",{"children":"Exemple :"}],"\nVous fine-tunez un modèle sur le jargon médical, puis vous utilisez RAG pour récupérer les dernières publications scientifiques."]}]
16:["$","hr","hr-3",{}]
17:["$","h2","h2-4",{"className":"text-3xl font-semibold mb-4 mt-12 text-gray-800 border-b pb-2","children":"Comment décider ?"}]
18:["$","p","p-13",{"className":"mb-4 text-gray-600 leading-relaxed","children":["$","strong","strong-0",{"children":"Choisissez RAG si :"}]}]
19:["$","ul","ul-3",{"className":"list-disc pl-6 mb-4 space-y-2","children":["\n",["$","li","li-0",{"className":"text-gray-600","children":"Vos données changent fréquemment"}],"\n",["$","li","li-1",{"className":"text-gray-600","children":"Vous avez besoin de transparence (citations)"}],"\n",["$","li","li-2",{"className":"text-gray-600","children":"Vous avez un budget limité"}],"\n",["$","li","li-3",{"className":"text-gray-600","children":"Vous voulez démarrer vite"}],"\n"]}]
1a:["$","p","p-14",{"className":"mb-4 text-gray-600 leading-relaxed","children":["$","strong","strong-0",{"children":"Choisissez Fine-tuning si :"}]}]
1b:["$","ul","ul-4",{"className":"list-disc pl-6 mb-4 space-y-2","children":["\n",["$","li","li-0",{"className":"text-gray-600","children":"Vous avez un dataset de qualité (milliers d'exemples)"}],"\n",["$","li","li-1",{"className":"text-gray-600","children":"Vous voulez une performance maximale sur une tâche précise"}],"\n",["$","li","li-2",{"className":"text-gray-600","children":"Vous pouvez investir du temps et de l'argent"}],"\n",["$","li","li-3",{"className":"text-gray-600","children":"Vos données sont stables"}],"\n"]}]
1c:["$","p","p-15",{"className":"mb-4 text-gray-600 leading-relaxed","children":["$","strong","strong-0",{"children":"Combinez les deux si :"}]}]
1d:["$","ul","ul-5",{"className":"list-disc pl-6 mb-4 space-y-2","children":["\n",["$","li","li-0",{"className":"text-gray-600","children":"Vous avez les ressources"}],"\n",["$","li","li-1",{"className":"text-gray-600","children":"Vous voulez le meilleur des deux mondes"}],"\n"]}]
1e:["$","hr","hr-4",{}]
1f:["$","h2","h2-5",{"className":"text-3xl font-semibold mb-4 mt-12 text-gray-800 border-b pb-2","children":"Nos formations RAG et Fine-tuning"}]
20:["$","p","p-16",{"className":"mb-4 text-gray-600 leading-relaxed","children":"Chez Ikasia, nous proposons :"}]
21:["$","p","p-17",{"className":"mb-4 text-gray-600 leading-relaxed","children":[["$","strong","strong-0",{"children":"Atelier RAG Entreprise (3h30)"}],"\nConstruisez un système RAG sur SharePoint/Confluence avec évaluations et déploiement."]}]
22:["$","p","p-18",{"className":"mb-4 text-gray-600 leading-relaxed","children":[["$","strong","strong-0",{"children":"Bootcamp Data Science & ML (8 semaines)"}],"\nModule dédié au fine-tuning de LLMs avec LoRA et PEFT."]}]
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24:["$","h2","h2-6",{"className":"text-3xl font-semibold mb-4 mt-12 text-gray-800 border-b pb-2","children":"Conclusion"}]
25:["$","p","p-19",{"className":"mb-4 text-gray-600 leading-relaxed","children":["Il n'y a pas de solution universelle. ",["$","strong","strong-0",{"children":"RAG"}]," est souvent le point de départ idéal (rapide, flexible). ",["$","strong","strong-1",{"children":"Fine-tuning"}]," est réservé aux cas où vous avez des besoins très spécifiques et les ressources nécessaires."]}]
26:["$","p","p-20",{"className":"mb-4 text-gray-600 leading-relaxed","children":["L'idéal ? ",["$","strong","strong-0",{"children":"Combiner les deux"}]," pour maximiser la performance."]}]
27:["$","svg",null,{"xmlns":"http://www.w3.org/2000/svg","width":12,"height":12,"viewBox":"0 0 24 24","fill":"none","stroke":"currentColor","strokeWidth":2,"strokeLinecap":"round","strokeLinejoin":"round","className":"lucide lucide-tag mr-1","aria-hidden":"true","children":[["$","path","vktsd0",{"d":"M12.586 2.586A2 2 0 0 0 11.172 2H4a2 2 0 0 0-2 2v7.172a2 2 0 0 0 .586 1.414l8.704 8.704a2.426 2.426 0 0 0 3.42 0l6.58-6.58a2.426 2.426 0 0 0 0-3.42z"}],["$","circle","kqv944",{"cx":"7.5","cy":"7.5","r":".5","fill":"currentColor"}],"$undefined"]}]
2a:null