3.3 Workflow type : du dataset au mod\u00e8le en production<\/strong><\/h3>\nComme tout projet IA, il convient de suivre un processus clair partant des donn\u00e9es, en assurant leur qualit\u00e9, leur coh\u00e9rence et leur exploitabilit\u00e9. Leur typologie et la nature de la pr\u00e9diction souhait\u00e9e permettent de s\u00e9lectionner des mod\u00e8les \u00e0 mettre en \u0153uvre.<\/p>\n
Enfin, il convient de s\u00e9lectionner le\/les mod\u00e8les les plus qualitatifs en s\u2019appuyant sur des m\u00e9triques claires d\u2019\u00e9valuation. Voici en quelques points, les \u00e9tapes n\u00e9cessaires \u00e0 la cr\u00e9ation d\u2019un mod\u00e8le d\u2019IA respectant les bonnes pratiques\u00a0:<\/strong><\/p>\n\n- Extraction et pr\u00e9paration des donn\u00e9es<\/strong><\/li>\n<\/ol>\n
\n- Nettoyage, normalisation, vectorisation des features,<\/li>\n
- D\u00e9coupage en deux ensembles training\/test pour \u00e9viter le sur-apprentissage,<\/li>\n
- Gestion des valeurs manquantes, des donn\u00e9es aberrantes, etc.<\/li>\n<\/ul>\n
\n- S\u00e9lection du mod\u00e8le et entra\u00eenement<\/strong><\/li>\n<\/ol>\n
\n- Choix parmi les algorithmes propos\u00e9s (SVM, for\u00eat al\u00e9atoire, r\u00e9gression\u2026),<\/li>\n
- Entra\u00eenement sur le jeu de donn\u00e9es,<\/li>\n
- Validation crois\u00e9e, optimisation des hyperparam\u00e8tres.<\/li>\n<\/ul>\n
\n- \u00c9valuation et interpr\u00e9tation<\/strong><\/li>\n<\/ol>\n
\n- G\u00e9n\u00e9ration de rapports (matrice de confusion, courbes ROC\/AUC\u2026),<\/li>\n
- V\u00e9rification de la robustesse et de la performance.<\/li>\n<\/ul>\n
\n- D\u00e9ploiement<\/strong><\/li>\n<\/ol>\n
\n- Serialisation et stockage du mod\u00e8le (fichier, BDD, cache),<\/li>\n
- Appel du mod\u00e8le en production dans les contr\u00f4leurs\/services PHP.<\/li>\n<\/ul>\n
\n- Suivi et r\u00e9entra\u00eenement<\/strong><\/li>\n<\/ol>\n
\n- Surveiller la d\u00e9rive du mod\u00e8le,<\/li>\n
- Automatiser la collecte de nouvelles donn\u00e9es et le r\u00e9entra\u00eenement p\u00e9riodique.<\/li>\n<\/ul>\n
Cas d\u2019usage r\u00e9el<\/strong><\/p>\nDans un back-office e-commerce, un scoring de commandes \u201csuspectes\u201d (fraude, retour probable, high risk) peut \u00eatre r\u00e9alis\u00e9 avec RubixML et s\u2019int\u00e9grer comme un service PHP classique, expos\u00e9 via API interne ou appel\u00e9 \u00e0 chaque validation de panier.<\/p>\n
[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”]<\/p>\n
4- Utiliser des mod\u00e8les sur \u00e9tag\u00e8re via API : la puissance des LLM et de l\u2019IA cloud<\/strong><\/h2>\n4.1 Pourquoi externaliser ?<\/strong><\/h3>\nTout ne peut pas (ni ne doit) \u00eatre d\u00e9velopp\u00e9 en interne. Les grands mod\u00e8les de langage (LLM type GPT-4.1), de vision (reconnaissance d\u2019images, OCR), de speech-to-text n\u00e9cessitent :<\/p>\n
\n- D\u2019\u00e9normes volumes de donn\u00e9es d\u2019entra\u00eenement,<\/li>\n
- Des ressources mat\u00e9rielles consid\u00e9rables (GPU, stockage),<\/li>\n
- Une expertise avanc\u00e9e en data science.<\/li>\n<\/ul>\n
Pour ces t\u00e2ches, s\u2019appuyer sur une API externalis\u00e9e est souvent la meilleure solution\u00a0: rapidit\u00e9 de mise en \u0153uvre, qualit\u00e9 des r\u00e9sultats, \u00e9volutivit\u00e9.<\/p>\n
Typiquement, vous allez la solliciter pour\u00a0:<\/strong><\/p>\n– La g\u00e9n\u00e9ration ou le r\u00e9sum\u00e9 automatique de textes (GPT-4.1, Gemini, Claude\u2026)<\/p>\n
– La traduction instantan\u00e9e (DeepL, Google, Azure\u2026)<\/p>\n
– L\u2019analyse de sentiment ou classification de tickets clients (OpenAI, AWS Comprehend\u2026)<\/p>\n
– L\u2019extraction d\u2019entit\u00e9s nomm\u00e9es, d\u00e9tection de spams, reconnaissance de voix (AWS, Google Speech-to-Text, etc.)<\/p>\n
4.2 Avantages et limites de l\u2019IA \u201cas a service\u201d<\/strong><\/h3>\nAvantages :<\/strong><\/p>\n\n- Mod\u00e8les \u00e0 la pointe de la recherche, r\u00e9guli\u00e8rement mis \u00e0 jour,<\/li>\n
- Disponibilit\u00e9 quasi-imm\u00e9diate (quelques heures de d\u00e9veloppement suffisent),<\/li>\n
- Pas de co\u00fbt d\u2019infrastructure ni de maintenance.<\/li>\n<\/ul>\n
Limites :<\/strong><\/p>\n\n- Confidentialit\u00e9\u00a0: les donn\u00e9es transitent par des serveurs tiers (sujet RGPD, secrets industriels\u2026),<\/li>\n
- D\u00e9pendance (\u201cvendor lock-in\u201d) vis-\u00e0-vis du fournisseur,<\/li>\n
- Co\u00fbt \u00e0 l\u2019usage pouvant exploser selon le volume ou la fr\u00e9quence d\u2019appels,<\/li>\n
- Personnalisation limit\u00e9e par rapport au m\u00e9tier.<\/li>\n<\/ul>\n
4.3 Bonnes pratiques et s\u00e9curit\u00e9<\/strong><\/h3>\nL\u2019utilisation de services \u00e0 la demande issus d\u2019infrastructures tierces et souvent d\u00e9localis\u00e9es dans des pays diff\u00e9rents du lieu d\u2019exploitation implique des points de vigilance auxquels il conviendra de veiller. La donn\u00e9e est un actif qui peut avoir une valeur importante, et dont le traitement doit respecter la r\u00e8glementation de chaque pays dans lequel elle est exploit\u00e9e.<\/strong><\/p>\nAu-del\u00e0 des aspects r\u00e9galiens, les contraintes \u00e9conomiques et strat\u00e9giques auront un impact dans nos usages. Voici quelques recommandations pour limiter les risques :<\/p>\n
– Anonymiser les donn\u00e9es envoy\u00e9es (ne jamais transmettre d\u2019info sensible non n\u00e9cessaire),<\/strong><\/p>\n– Chiffrer les \u00e9changes,<\/strong><\/p>\n– G\u00e9rer les quotas pour \u00e9viter les surco\u00fbts,<\/strong><\/p>\n– Pr\u00e9voir une alternative en cas d\u2019indisponibilit\u00e9 du service (fallback local).<\/strong><\/p>\n[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”]<\/p>\n
5- Comparatif de l’utilisation de l’IA pour PHP : <\/strong><\/h2>\nquel choix pour quel besoin ?<\/strong><\/h2>\n\n- Mod\u00e8les maison<\/strong>: privil\u00e9gier pour les scoring internes, la d\u00e9tection de fraude, les recommandations m\u00e9tier, tout ce qui implique des donn\u00e9es sensibles ou une logique propri\u00e9taire.<\/li>\n
- API IA externes<\/strong>: pr\u00e9f\u00e9rer pour la g\u00e9n\u00e9ration de texte, l\u2019analyse s\u00e9mantique, la traduction, l\u2019OCR, la synth\u00e8se vocale \u2013 bref, tout ce qui demande une puissance impossible \u00e0 atteindre en interne, ou qui n\u2019implique pas d\u2019informations confidentielles.<\/li>\n<\/ul>\n
En pratique, beaucoup d\u2019architectures hybrides \u00e9mergent : scoring interne + post-traitement s\u00e9mantique via API externe, validation locale avant appel \u00e0 une API, etc.<\/p>\n
[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”]<\/p>\n
Un nouveau profil\u00a0: le d\u00e9veloppeur PHP \u201cIA aware\u201d<\/strong><\/h2>\nL\u2019av\u00e8nement de l\u2019IA dans l\u2019\u00e9cosyst\u00e8me PHP appelle donc de nouvelles comp\u00e9tences :<\/p>\n
\n- Comprendre les fondamentaux du machine learning (types de mod\u00e8les, \u00e9tapes d\u2019un projet ML, interpr\u00e9tabilit\u00e9),<\/li>\n
- Savoir pr\u00e9parer et nettoyer les donn\u00e9es,<\/li>\n
- \u00catre capable d\u2019int\u00e9grer des API externes de fa\u00e7on s\u00e9curis\u00e9e et robuste,<\/li>\n
- G\u00e9rer la veille technologique (API, frameworks, s\u00e9curit\u00e9, r\u00e9glementation).<\/li>\n<\/ul>\n
Le d\u00e9veloppeur PHP \u201cde demain\u201d ne sera pas data scientist, mais il devra savoir parler IA, challenger les mod\u00e8les, et arbitrer entre solutions internes et services cloud.<\/strong><\/p>\nLes frameworks PHP (Symfony, Laravel), tout comme les outils de gestion de d\u00e9pendances (Composer), facilitent cette \u00e9volution. La communaut\u00e9 grandit, les tutos se multiplient, et les premiers retours d\u2019exp\u00e9rience sont d\u00e9j\u00e0 tr\u00e8s positifs.<\/p>\n
Pour en savoir plus sur l\u2019int\u00e9gration de l\u2019IA dans des projets PHP, lisez le r\u00e9cent ouvrage de Louis AUTHI\u00c9 \u00ab PHP et intelligence artificielle : concepts, outils et applications \u00bb paru aux Editions ENI<\/em><\/p>\n[\/et_pb_text][et_pb_image src=”https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2025\/07\/livre3d_IA_PHP.webp” alt=”Livre PHP et intelligence artificielle” title_text=”Livre PHP et intelligence artificielle” url=”https:\/\/www.editions-eni.fr\/livre\/php-et-intelligence-artificielle-concepts-outils-et-applications-9782409049613″ url_new_window=”on” align=”center” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”][\/et_pb_image][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_row _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_testimonial author=”Louis AUTHI\u00c9” job_title=”Experte s\u00e9curit\u00e9 de l\u2019information” company_name=”Consultant et formateur en d\u00e9veloppement web” _builder_version=”4.27.4″ _module_preset=”default” custom_margin=”||-1px||false|false” custom_padding=”||||false|false” global_colors_info=”{}” theme_builder_area=”et_body_layout”]<\/p>\n
Consultant et formateur en d\u00e9veloppement web,\u00a0<\/span>Louis AUTHI\u00c9<\/strong>\u00a0intervient sur des projets sur mesure m\u00ealant Symfony\u00a0et d\u2019autres stacks modernes. Il s\u2019investit activement dans l\u2019open source, notamment au sein de la communaut\u00e9 PrestaShop et autour de la biblioth\u00e8que RubixML d\u00e9di\u00e9e au Machine Learning en PHP. Sp\u00e9cialiste en intelligence artificielle dipl\u00f4m\u00e9 du CNAM, il explore depuis 2018 les applications concr\u00e8tes de l\u2019IA dans l\u2019\u00e9cosyst\u00e8me PHP. Auteur de plusieurs ouvrages techniques, il s\u2019attache \u00e0 rendre l\u2019IA accessible aux d\u00e9veloppeurs web \u00e0 travers des approches pragmatiques.<\/span><\/p>\n[\/et_pb_testimonial][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” locked=”off” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_row _builder_version=”4.16″ _module_preset=”default” locked=”off” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_text _builder_version=”4.27.0″ text_font=”||||||||” text_line_height=”1.8em” header_font=”||||||||” header_2_font=”Overpass|300|||||||” header_2_font_size=”35px” header_2_line_height=”1.5em” custom_margin=”||0px||false|false” header_2_font_size_tablet=”30px” header_2_font_size_phone=”20px” header_2_font_size_last_edited=”on|phone” border_color_all=”#1a0a38″ global_colors_info=”{}” theme_builder_area=”et_body_layout”]<\/p>\n
Vous souhaitez aller plus loin ?<\/span><\/h2>\n[\/et_pb_text][et_pb_divider color=”#3BB6D5″ divider_position=”center” divider_weight=”3px” _builder_version=”4.16″ max_width=”90px” max_width_tablet=”13%” max_width_last_edited=”off|desktop” custom_margin=”5px||||false|false” custom_padding=”|||” locked=”off” global_colors_info=”{}” theme_builder_area=”et_body_layout”][\/et_pb_divider][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”1_4,1_4,1_4,1_4″ _builder_version=”4.16″ _module_preset=”default” background_color=”RGBA(0,0,0,0)” custom_margin=”||5px||false|false” global_colors_info=”{}” custom_css_main_element_last_edited=”on|phone” custom_css_main_element_tablet=”display:flex;” custom_css_main_element_phone=”display:inherit;” theme_builder_area=”et_body_layout”][et_pb_column type=”1_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_image src=”https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2025\/07\/le-machine-learning-et-l-ia-generative-avec-python-de-la-theorie-a-la-pratique-2e-edition-9782409050015_XL.webp” alt=”Livre Passez au DevOps
\nVotre nouvelle fa\u00e7on de travailler” title_text=”Livre Passez au DevOps Votre nouvelle fa\u00e7on de travailler” url=”https:\/\/www.editions-eni.fr\/livre\/le-machine-learning-et-l-ia-generative-avec-python-de-la-theorie-a-la-pratique-2e-edition-9782409050015″ url_new_window=”on” _builder_version=”4.27.4″ _module_preset=”default” width_tablet=”85%” width_phone=”” width_last_edited=”on|desktop” min_height=”216px” min_height_last_edited=”off|desktop” custom_margin=”||10px||false|false” custom_margin_tablet=”” custom_margin_phone=”” custom_margin_last_edited=”on|desktop” border_width_all=”1px” border_color_all=”#000000″ box_shadow_style=”preset3″ global_colors_info=”{}” transform_styles__hover_enabled=”on|hover” transform_scale__hover=”105%|105%” transform_scale__hover_enabled=”on|hover” transform_translate__hover_enabled=”on|desktop” transform_rotate__hover_enabled=”on|desktop” transform_skew__hover_enabled=”on|desktop” transform_origin__hover_enabled=”on|desktop” theme_builder_area=”et_body_layout”][\/et_pb_image][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”||||||||” text_text_color=”#3BB6D5″ background_color=”RGBA(0,0,0,0)” custom_margin=”||5px||false|false” global_colors_info=”{}” theme_builder_area=”et_body_layout”]<\/p>\n
Livre<\/p>\n
[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” custom_padding_tablet=”|10px|||false|false” custom_padding_phone=”|0px|||false|false” custom_padding_last_edited=”on|phone” link_option_url=”https:\/\/www.editions-eni.fr\/livre\/apache-spark-developpez-en-python-pour-le-big-data-9782409033780?utm_source=sendinblue&utm_campaign=2022-03-GROUPE-Webinaire-Machine-Learning&utm_medium=email” global_colors_info=”{}” theme_builder_area=”et_body_layout”]Le Machine Learning et l’IA g\u00e9n\u00e9rative avec Python<\/strong>
\nDe la th\u00e9orie \u00e0 la pratique (2e ed.)[\/et_pb_text][\/et_pb_column][et_pb_column type=”1_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_image src=”https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2025\/07\/php-developpez-des-sites-web-modernes-et-securises-vt8php_XL.webp” alt=”Livre Kubernetes
\nMise en \u0153uvre d’un cluster et d\u00e9ploiement de microservices” title_text=”Livre Kubernetes Mise en \u0153uvre d’un cluster et d\u00e9ploiement de microservices” url=”https:\/\/www.editions-eni.fr\/video\/php-developpez-des-sites-web-modernes-et-securises-vt8php” url_new_window=”on” _builder_version=”4.27.4″ _module_preset=”default” width_tablet=”85%” width_phone=”” width_last_edited=”on|tablet” min_height=”216px” custom_margin=”||10px||false|false” custom_margin_tablet=”” custom_margin_phone=”” custom_margin_last_edited=”on|desktop” border_width_all=”1px” border_color_all=”#EEEEEE” box_shadow_style=”preset3″ global_colors_info=”{}” transform_styles__hover_enabled=”on|hover” transform_scale__hover=”105%|105%” transform_scale__hover_enabled=”on|hover” transform_translate__hover_enabled=”on|desktop” transform_rotate__hover_enabled=”on|desktop” transform_skew__hover_enabled=”on|desktop” transform_origin__hover_enabled=”on|desktop” theme_builder_area=”et_body_layout”][\/et_pb_image][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”||||||||” text_text_color=”#3BB6D5″ background_color=”RGBA(0,0,0,0)” custom_margin=”||5px||false|false” custom_padding=”0px||||false|false” global_colors_info=”{}” theme_builder_area=”et_body_layout”]<\/p>\nVid\u00e9o<\/p>\n
[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” custom_margin=”||5px||false|false” custom_padding_tablet=”|10px|||false|false” custom_padding_phone=”|0px|||false|false” custom_padding_last_edited=”on|phone” link_option_url=”https:\/\/www.editions-eni.fr\/livre\/gradient-boosting-exploitez-les-arbres-de-decision-pour-le-machine-learning-xgboost-catboost-lightgbm-9782409034022″ global_colors_info=”{}” theme_builder_area=”et_body_layout”]PHP<\/strong>
\nD\u00e9veloppez des sites web modernes et s\u00e9curis\u00e9s[\/et_pb_text][\/et_pb_column][et_pb_column type=”1_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_image src=”https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2025\/06\/l-intelligence-artificielle-au-service-des-metiers-de-l-it-comprendre-et-maitriser-la-revolution-ia-9782409049699_XL.webp” alt=”Livre Azure DevOps – Optimisez la gestion de vos projets informatiques” title_text=”Livre Azure DevOps – Optimisez la gestion de vos projets informatiques” url=”https:\/\/www.editions-eni.fr\/livre\/l-intelligence-artificielle-au-service-des-metiers-de-l-it-comprendre-et-maitriser-la-revolution-ia-9782409049699″ _builder_version=”4.27.4″ _module_preset=”default” width_tablet=”85%” width_phone=”” width_last_edited=”on|tablet” min_height=”216px” custom_margin=”||10px||false|false” custom_margin_tablet=”” custom_margin_phone=”” custom_margin_last_edited=”on|desktop” box_shadow_style=”preset3″ global_colors_info=”{}” transform_styles__hover_enabled=”on|hover” transform_scale__hover=”105%|105%” transform_scale__hover_enabled=”on|hover” transform_translate__hover_enabled=”on|desktop” transform_rotate__hover_enabled=”on|desktop” transform_skew__hover_enabled=”on|desktop” transform_origin__hover_enabled=”on|desktop” theme_builder_area=”et_body_layout”][\/et_pb_image][et_pb_text _builder_version=”4.16″ _module_preset=”default” text_font=”||||||||” text_text_color=”#3BB6D5″ background_color=”RGBA(0,0,0,0)” custom_margin=”||5px||false|false” global_colors_info=”{}” theme_builder_area=”et_body_layout”]<\/p>\nLivre<\/p>\n
[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” custom_padding_tablet=”|10px|||false|false” custom_padding_phone=”|0px|||false|false” custom_padding_last_edited=”on|phone” link_option_url=”https:\/\/www.editions-eni.fr\/video\/machine-learning-concepts-et-enjeux-vt2ml” global_colors_info=”{}” theme_builder_area=”et_body_layout”]L\u2019Intelligence Artificielle au service des m\u00e9tiers de l’IT<\/strong>
\nComprendre et ma\u00eetriser la r\u00e9volution IA[\/et_pb_text][\/et_pb_column][et_pb_column type=”1_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_image src=”https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2025\/06\/quand-l-intelligence-artificielle-revolutionne-le-droit-opportunites-et-defis-9782409051449_XL.webp” alt=”Livre R\u00e9ussir avec Scrum – Des concepts \u00e0 la mise en \u0153uvre de l\u2019agilit\u00e9” title_text=”Livre R\u00e9ussir avec Scrum – Des concepts \u00e0 la mise en \u0153uvre de l\u2019agilit\u00e9” url=”https:\/\/www.editions-eni.fr\/livre\/quand-l-intelligence-artificielle-revolutionne-le-droit-opportunites-et-defis-9782409051449″ _builder_version=”4.27.4″ _module_preset=”default” width_tablet=”85%” width_phone=”” width_last_edited=”on|tablet” min_height=”216px” custom_margin=”||10px||false|false” custom_margin_tablet=”” custom_margin_phone=”” custom_margin_last_edited=”on|desktop” border_width_all=”1px” border_color_all=”#EEEEEE” box_shadow_style=”preset3″ global_colors_info=”{}” transform_styles__hover_enabled=”on|hover” transform_scale__hover=”105%|105%” transform_scale__hover_enabled=”on|hover” transform_translate__hover_enabled=”on|desktop” transform_rotate__hover_enabled=”on|desktop” transform_skew__hover_enabled=”on|desktop” transform_origin__hover_enabled=”on|desktop” theme_builder_area=”et_body_layout”][\/et_pb_image][et_pb_text _builder_version=”4.16″ _module_preset=”default” text_font=”||||||||” text_text_color=”#3BB6D5″ background_color=”RGBA(0,0,0,0)” custom_margin=”||5px||false|false” global_colors_info=”{}” theme_builder_area=”et_body_layout”]<\/p>\nLivre<\/p>\n
[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” custom_padding_tablet=”|10px|||false|false” custom_padding_phone=”|0px|||false|false” custom_padding_last_edited=”on|phone” link_option_url=”https:\/\/www.editions-eni.fr\/video\/machine-learning-concepts-et-enjeux-vt2ml” global_colors_info=”{}” theme_builder_area=”et_body_layout”]Quand l\u2019Intelligence Artificielle r\u00e9volutionne le Droit<\/strong>
\nOpportunit\u00e9s et d\u00e9fis[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.16″ _module_preset=”default” custom_margin=”0px||0px||false|false” custom_padding=”0px||50px||false|false” locked=”off” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_row _builder_version=”4.16″ _module_preset=”default” background_color=”#7ebec5″ custom_margin=”40px||||false|false” custom_padding=”20px||0px|20px|false|false” border_radii=”off|20px|20px||” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_column type=”4_4″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_text _builder_version=”4.16″ text_font=”||||||||” text_line_height=”1.8em” header_font=”||||||||” header_2_font=”Overpass|300|||||||” header_2_font_size=”35px” header_2_line_height=”1.5em” header_3_line_height=”1.8em” custom_margin=”0px||0px||false|false” custom_padding=”0px||0px||false|false” header_2_font_size_tablet=”30px” header_2_font_size_phone=”20px” header_2_font_size_last_edited=”on|phone” border_color_all=”#1a0a38″ global_colors_info=”{}” theme_builder_area=”et_body_layout”]<\/p>\nPOUR LES ENTREPRISES<\/span><\/h3>\n[\/et_pb_text][et_pb_text _builder_version=”4.16″ text_font=”||||||||” text_text_color=”#000000″ text_line_height=”1em” header_font=”||||||||” header_2_font=”Overpass|300|||||||” header_2_font_size=”35px” header_2_line_height=”1.5em” header_3_line_height=”1.8em” custom_margin=”0px||20px||false|false” header_2_font_size_tablet=”30px” header_2_font_size_phone=”20px” header_2_font_size_last_edited=”on|phone” border_color_all=”#1a0a38″ global_colors_info=”{}” theme_builder_area=”et_body_layout”]<\/p>\n
D\u00e9couvrez nos solutions de formation pour vos \u00e9quipes et apprenants :<\/span><\/h4>\n[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”1_3,1_3,1_3″ _builder_version=”4.16″ _module_preset=”default” background_color=”#7ebec5″ custom_padding=”|30px|30px|30px|false|false” border_radii=”off|||20px|20px” border_color_all=”#3BB6D5″ global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_column type=”1_3″ _builder_version=”4.16″ _module_preset=”default” border_color_all=”#3BB6D5″ global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_image src=”https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2021\/06\/reflechir.jpg” alt=”R\u00e9fl\u00e9chir en amont” title_text=”reflechir” _builder_version=”4.16″ _module_preset=”default” border_color_all=”#000000″ box_shadow_style=”preset1″ global_colors_info=”{}” theme_builder_area=”et_body_layout”][\/et_pb_image][\/et_pb_column][et_pb_column type=”1_3″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_image src=”https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2021\/10\/iconeElearning.png” alt=”elearning” title_text=”iconeElearning” align=”center” _builder_version=”4.16″ _module_preset=”default” custom_margin=”10px||||false|false” global_colors_info=”{}” theme_builder_area=”et_body_layout”][\/et_pb_image][et_pb_text _builder_version=”4.16″ _module_preset=”default” header_4_text_color=”#FFFFFF” global_colors_info=”{}” theme_builder_area=”et_body_layout”]<\/p>\n
En e-learning avec
notre offre pour les professionnels<\/h4>\n
[\/et_pb_text][et_pb_button button_url=”https:\/\/www.eni-elearning.com\/fr\/” url_new_window=”on” button_text=”En savoir plus” button_alignment=”center” _builder_version=”4.16″ _module_preset=”default” custom_button=”on” button_text_color=”#EEEEEE” global_colors_info=”{}” theme_builder_area=”et_body_layout”][\/et_pb_button][\/et_pb_column][et_pb_column type=”1_3″ _builder_version=”4.16″ _module_preset=”default” global_colors_info=”{}” theme_builder_area=”et_body_layout”][et_pb_image src=”https:\/\/www.editions-eni.fr\/blog\/wp-content\/uploads\/2021\/10\/iconeFormateur.png” alt=”formateur” title_text=”iconeFormateur” align=”center” _builder_version=”4.16″ _module_preset=”default” custom_margin=”10px||||false|false” global_colors_info=”{}” theme_builder_area=”et_body_layout”][\/et_pb_image][et_pb_text _builder_version=”4.16″ _module_preset=”default” header_4_text_color=”#FFFFFF” global_colors_info=”{}” theme_builder_area=”et_body_layout”]<\/p>\n
Avec un formateur,
en pr\u00e9sentiel ou \u00e0 distance<\/h4>\n
[\/et_pb_text][et_pb_button button_url=”https:\/\/www.eni-service.fr\/” url_new_window=”on” button_text=”En savoir plus” button_alignment=”center” _builder_version=”4.16″ _module_preset=”default” custom_button=”on” button_text_color=”#FFFFFF” global_colors_info=”{}” theme_builder_area=”et_body_layout”][\/et_pb_button][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"
Cr\u00e9ation de mod\u00e8les maison ou int\u00e9gration de LLM, mode d\u2019emploi Par Louis Authi\u00e9, d\u00e9veloppeur Full-Stack et auteur aux Editions ENI du livre \u00ab PHP et intelligence artificielle : concepts, outils et applications \u00bb. Longtemps per\u00e7u comme le langage des CMS et du web dynamique traditionnel, PHP traverse aujourd\u2019hui une transformation profonde. Port\u00e9 par l\u2019essor de […]<\/p>\n","protected":false},"author":8,"featured_media":6539,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","inline_featured_image":false,"footnotes":""},"categories":[4,18],"tags":[],"genre":[28,33],"class_list":["post-6538","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-developpement","category-paroles-d-experts","genre-developpement","genre-parole-dexpert"],"acf":[],"yoast_head":"\n
Comment l\u2019IA va transformer le quotidien des d\u00e9veloppeurs PHP - Eni Blog<\/title>\n<meta name=\"description\" content=\"PHP et Intelligence artificielle : cr\u00e9ez vos mod\u00e8les de machine learning ou exploitez les LLM via API. Quelle strat\u00e9gie choisir ?\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.editions-eni.fr\/blog\/developpeur-php-et-intelligence-artificielle\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Comment l\u2019IA va transformer le quotidien des d\u00e9veloppeurs PHP - Eni Blog\" \/>\n<meta property=\"og:description\" content=\"PHP et Intelligence artificielle : cr\u00e9ez vos mod\u00e8les de machine learning ou exploitez les LLM via API. 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