{"id":987628569,"date":"2026-04-27T15:02:04","date_gmt":"2026-04-27T13:02:04","guid":{"rendered":"https:\/\/staging.omnys.com\/machine-learning\/"},"modified":"2026-09-10T13:56:30","modified_gmt":"2026-09-10T11:56:30","slug":"machine-learning","status":"publish","type":"page","link":"https:\/\/www.omnys.com\/en\/ict-cloud-services\/machine-learning\/","title":{"rendered":"Machine Learning"},"content":{"rendered":"

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AWS Machine Learning Specialty \u00b7 Applied research<\/span><\/h4>\n

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Machine Learning<\/h1>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.6″ _module_preset=”default” text_font=”google regular||||||||” text_text_color=”#FFFFFF” text_font_size=”20px” text_line_height=”1.2em” header_font=”Poppins|700|||||||” header_text_color=”#ff9900″ header_font_size=”80px” header_letter_spacing=”2.7px” header_line_height=”1.1em” width=”100%” max_width=”1200px” custom_padding=”0px|||0px|false|false” header_font_size_tablet=”60px” header_font_size_phone=”30px” header_font_size_last_edited=”on|phone” header_letter_spacing_tablet=”-2px” header_letter_spacing_phone=”0px” header_letter_spacing_last_edited=”on|phone” global_colors_info=”{}”]<\/p>\n

Predictive models, classification, anomaly detection and Computer Vision in production. A team with applied research expertise and international scientific publications, ready to turn your company data into competitive advantage. <\/span><\/p>\n

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Applied research expertise for business<\/span><\/h4>\n

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Machine Learning on scientific foundations<\/h2>\n

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Omnys has built its Machine Learning expertise through years of applied research and enterprise projects. Our team combines solid scientific foundations \u2014 documented by publications at international conferences such as IEEE WCCI, IntelliSys and ESANN \u2014 with the hands-on experience required to take models into production in complex corporate environments. <\/p>\n

Our expertise spans classic Machine Learning (classification, regression, anomaly detection) and Information Retrieval, Natural Language Processing and Computer Vision, with growing specialization in Large Language Model optimization techniques.<\/p>\n

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AWS Machine Learning Specialty certification<\/p>\n

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Publications at IEEE WCCI 2022, IntelliSys 2020\/2025, ESANN 2020<\/p>\n

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\u201cBest Paper\u201d at IntelliSys 2025 for research on synthetic data generation for RAG<\/p>\n

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Expertise in classification, regression and anomaly detection<\/p>\n

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Advanced Information Retrieval, the foundation of our RAG solutions<\/p>\n

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Computer Vision and Visual Question Answering<\/p>\n

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Our Solutions<\/span><\/h4>\n

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Machine Learning for the enterprise<\/h2>\n

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From exploratory data analysis to the production rollout of optimized models, with continuous monitoring and automated retraining.<\/span><\/p>\n

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Predictive models for demand forecasting, predictive maintenance, churn prediction and process optimization. Reliable forecasts over time horizons of up to 18 months, integrated with ERP and SAP systems.<\/p>\n

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Specialization in closed-domain and open-domain search and information retrieval systems, with graph-based approaches and dense and\/or sparse systems. The foundation of our enterprise RAG solutions.<\/p>\n

” dnxt_image=”https:\/\/www.omnys.com\/wp-content\/uploads\/2026\/08\/information-retieval.svg” image_placement=”left-center” dnxt_img_padding=”|30px|||false|false” module_class=”db-card” _builder_version=”4.27.8″ _module_preset=”default” global_colors_info=”{}”][\/dnxte_blurb][\/et_pb_column][et_pb_column type=”1_3″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][dnxte_blurb blurb_heading=”Computer Vision” blurb_description=”<\/p>\n

Image classification, object detection, advanced OCR, quality inspection and Visual Question Answering. Automated analysis of images and documents for industrial automation and business processes.<\/p>\n

” dnxt_image=”https:\/\/www.omnys.com\/wp-content\/uploads\/2026\/08\/computer-vision.svg” image_placement=”left-center” dnxt_img_padding=”|30px|||false|false” module_class=”db-card” _builder_version=”4.27.8″ _module_preset=”default” global_colors_info=”{}”][\/dnxte_blurb][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”1_3,1_3,1_3″ _builder_version=”4.27.6″ _module_preset=”default” custom_margin=”||||false|false” custom_padding=”||||false|false” custom_css_free_form=”selector {|| display: grid;|| grid-template-columns: repeat(3, 1fr);|| gap: 20px;|| align-items: stretch;||}||||selector::after {|| display: none !important;||}||||selector .et_pb_column {|| width: 100% !important;|| margin: 30px 0 0 0 !important;|| float: none !important;|| display: flex;||}||||selector .et_pb_module {|| width: 100%;|| margin-bottom: 0 !important;||}||||\/* BOX *\/||selector .db-card {|| background: #ffffff;|| border-radius: 14px;|| padding: 34px 22px 30px 22px;|| min-height: 205px;|| height: 100%;|||| display: flex;|| align-items: center;|| justify-content: center;|| text-align: center;|||| border-top: 4px solid #ff9900;|| box-shadow: 0 18px 45px rgba(35, 47, 62, 0.06);|| transition: transform 0.25s ease, box-shadow 0.25s ease;||}||||selector .db-card:hover {|| transform: translateY(-5px);|| box-shadow: 0 26px 60px rgba(35, 47, 62, 0.11);||}||||\/* DNXT WRAPPER *\/||selector .db-card .dnxt-blurb-wrapper-outer,||selector .db-card .dnxt-blurb-wrapper {|| width: 100% !important;||}||||selector .db-card .dnxt-blurb-wrapper {|| display: block !important;|| text-align: center !important;||}||||\/* ICONA \/ IMMAGINE *\/||selector .db-card .dnxt-blurb-image {|| margin: 0 auto 18px auto !important;|| width: 100px !important;|| height: 100px !important;|| max-width: 150px !important;||}||||selector .db-card .dnxt-blurb-image img,||selector .db-card .dnxt-blurb-image svg {|| width: 90px !important;|| height: 90px !important;|| max-width: 150px !important;|| max-height: 150px !important;|| object-fit: contain !important;||}||||\/* TITOLO *\/||selector .db-card .dnxt-blurb-heading,||selector .db-card .dnxt-blurb-heading h1,||selector .db-card .dnxt-blurb-heading h2,||selector .db-card .dnxt-blurb-heading h3,||selector .db-card .dnxt-blurb-heading h4,||selector .db-card .dnxt-blurb-heading h5,||selector .db-card .dnxt-blurb-heading h6,||selector .db-card .dnxt-blurb-heading a,||selector .db-card .dnxt-blurb-heading * {|| color: #17325f !important;|| -webkit-text-fill-color: #2b2b2b !important;|||| background: none !important;|| background-image: none !important;|| -webkit-background-clip: initial !important;|||| font-size: 18px !important;|| font-weight: 800 !important;|| line-height: 1.25 !important;|| letter-spacing: 0 !important;|||| margin: 0 0 10px 0 !important;|| padding: 0 !important;|| opacity: 1 !important;||}||||\/* DESCRIZIONE *\/||selector .db-card .dnxt-blurb-description,||selector .db-card .dnxt-blurb-description p,||selector .db-card .dnxt-blurb-description span,||selector .db-card .dnxt-blurb-description * {|| font-size: 18px !important;|| line-height: 1.9 !important;|| font-weight: 400 !important;|| color: #4f5f78 !important;|| -webkit-text-fill-color: #2b2b2b !important;|| letter-spacing: 0 !important;|||| margin: 0 !important;|| padding: 0 !important;|| opacity: 1 !important;||}||||\/* TABLET *\/||@media (max-width: 1100px) {|| selector {|| grid-template-columns: repeat(2, 1fr);|| }||}||||\/* MOBILE *\/||@media (max-width: 767px) {|| selector {|| grid-template-columns: 1fr;|| gap: 16px;|| }|||| selector .db-card {|| min-height: auto;|| padding: 30px 22px;|| }|||| selector .db-card .dnxt-blurb-heading,|| selector .db-card .dnxt-blurb-heading * {|| font-size: 18px !important;|| }|||| selector .db-card .dnxt-blurb-description,|| selector .db-card .dnxt-blurb-description * {|| font-size: 18px !important;|| line-height: 1.9 !important;|| }||}” global_colors_info=”{}”][et_pb_column type=”1_3″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][dnxte_blurb blurb_heading=”LLM Fine-Tuning” blurb_description=”<\/p>\n

Proprietary pipelines for Large Language Model optimization. Frontier model tuning techniques that reach accuracy levels above the market standard, validated by our scientific research.<\/p>\n

” dnxt_image=”https:\/\/www.omnys.com\/wp-content\/uploads\/2026\/08\/llm-fine-tuning.svg” image_placement=”left-center” dnxt_img_padding=”|30px|||false|false” module_class=”db-card” _builder_version=”4.27.8″ _module_preset=”default” global_colors_info=”{}”][\/dnxte_blurb][\/et_pb_column][et_pb_column type=”1_3″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][dnxte_blurb blurb_heading=”NLP & Text Analytics” blurb_description=”<\/p>\n

Automated document classification, entity extraction, sentiment analysis, Question Answering and content generation. Multilingual solutions for international business contexts.<\/p>\n

” dnxt_image=”https:\/\/www.omnys.com\/wp-content\/uploads\/2026\/08\/nlp-text-analytics.svg” image_placement=”left-center” dnxt_img_padding=”|30px|||false|false” module_class=”db-card” _builder_version=”4.27.8″ _module_preset=”default” global_colors_info=”{}”][\/dnxte_blurb][\/et_pb_column][et_pb_column type=”1_3″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][dnxte_blurb blurb_heading=”MLOps & Production” blurb_description=”<\/p>\n

A complete infrastructure for the model lifecycle: versioning, CI\/CD for ML, drift monitoring, automated retraining and governance. Deployment on AWS SageMaker and Amazon Bedrock.<\/p>\n

” dnxt_image=”https:\/\/www.omnys.com\/wp-content\/uploads\/2026\/08\/Mlops-production.svg” image_placement=”left-center” dnxt_img_padding=”|30px|||false|false” module_class=”db-card” _builder_version=”4.27.8″ _module_preset=”default” global_colors_info=”{}”][\/dnxte_blurb][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.27.6″ background_enable_color=”off” custom_padding=”20px||20px||true|false” locked=”off” global_colors_info=”{}”][et_pb_row use_custom_gutter=”on” _builder_version=”4.27.6″ global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.27.6″ custom_padding=”|||” global_colors_info=”{}” custom_padding__hover=”|||”][et_pb_text _builder_version=”4.27.6″ _module_preset=”default” text_font=”||||||||” text_text_color=”#ff9900″ text_font_size=”22px” header_font=”Poppins|700|||||||” header_text_color=”#ff9900″ header_font_size=”80px” header_letter_spacing=”2.7px” header_line_height=”1.1em” header_4_font=”|||on|||||” width=”100%” max_width=”1200px” custom_margin=”||16px|||” custom_padding=”0px|||0px|false|false” header_font_size_tablet=”60px” header_font_size_phone=”30px” header_font_size_last_edited=”on|phone” header_letter_spacing_tablet=”-2px” header_letter_spacing_phone=”0px” header_letter_spacing_last_edited=”on|phone” global_colors_info=”{}”]<\/p>\n

Why Omnys<\/span><\/h4>\n

[\/et_pb_text][et_pb_text _builder_version=”4.27.6″ _module_preset=”default” text_font=”google bold||||||||” text_text_color=”#ff9900″ text_font_size=”22px” header_font=”google bold|700|||||||” header_text_color=”#ff9900″ header_font_size=”80px” header_letter_spacing=”2.7px” header_line_height=”1.1em” header_2_font=”google bold||||||||” width=”100%” max_width=”1200px” custom_padding=”0px|||0px|false|false” header_font_size_tablet=”60px” header_font_size_phone=”30px” header_font_size_last_edited=”on|phone” header_letter_spacing_tablet=”-2px” header_letter_spacing_phone=”0px” header_letter_spacing_last_edited=”on|phone” global_colors_info=”{}”]<\/p>\n

Applied research, not just consulting<\/h2>\n

[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”1_2,1_2″ _builder_version=”4.27.6″ _module_preset=”default” custom_padding=”6px|||||” global_colors_info=”{}”][et_pb_column type=”1_2″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][et_pb_image src=”https:\/\/www.omnys.com\/wp-content\/uploads\/2026\/06\/IMG_7317-scaled.jpeg” title_text=”aws summit 2026″ _builder_version=”4.27.6″ _module_preset=”default” custom_padding=”20px||||false|false” global_colors_info=”{}”][\/et_pb_image][\/et_pb_column][et_pb_column type=”1_2″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][et_pb_text module_class=”custom-page-text” _builder_version=”4.27.6″ _module_preset=”default” text_font=”|300|||||||” text_text_color=”#000000″ custom_padding=”||0px|||” global_colors_info=”{}”]<\/p>\n

Our competitive advantage is the ability to apply research methodologies to the real problems companies face. We do not simply use existing frameworks: we develop proprietary techniques, validate them scientifically and take them into production on enterprise-grade AWS infrastructure. <\/span><\/p>\n

    \n
  • A team with applied research expertise and scientific publications<\/li>\n
  • AWS Machine Learning Specialty certification<\/li>\n
  • Experience on enterprise ML projects across multiple industrial sectors<\/li>\n
  • Integration with corporate systems: SAP, ERP, DWH, IoT Data Platform<\/li>\n
  • AWS Advanced Tier Services Partner with production-grade infrastructures<\/li>\n
  • ISO 9001 and 27001 for quality and security<\/li>\n<\/ul>\n

    [\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ _builder_version=”4.27.6″ _module_preset=”default” background_color=”gcid-5cac2ea9-a780-4804-8aa6-faf5aa00e218″ custom_padding=”40px||40px||false|false” global_colors_info=”{%22gcid-5cac2ea9-a780-4804-8aa6-faf5aa00e218%22:%91%22background_color%22%93}”][et_pb_row column_structure=”1_2,1_2″ _builder_version=”4.27.6″ _module_preset=”default” custom_margin=”1px|auto|40px|auto|false|false” global_colors_info=”{}”][et_pb_column type=”1_2″ _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.6″ _module_preset=”default” text_font=”||||||||” text_text_color=”#ff9900″ text_font_size=”22px” header_font=”Poppins|700|||||||” header_text_color=”#ff9900″ header_font_size=”80px” header_letter_spacing=”2.7px” header_line_height=”1.1em” header_4_font=”|||on|||||” width=”100%” max_width=”1200px” custom_margin=”||16px|||” custom_padding=”0px|||0px|false|false” header_font_size_tablet=”60px” header_font_size_phone=”30px” header_font_size_last_edited=”on|phone” header_letter_spacing_tablet=”-2px” header_letter_spacing_phone=”0px” header_letter_spacing_last_edited=”on|phone” global_colors_info=”{}”]<\/p>\n

    Research and Publications<\/span><\/h4>\n

    [\/et_pb_text][et_pb_text _builder_version=”4.27.6″ _module_preset=”default” text_font=”google bold||||||||” text_text_color=”#ff9900″ text_font_size=”22px” header_font=”google bold|700|||||||” header_text_color=”#ff9900″ header_font_size=”80px” header_letter_spacing=”2.7px” header_line_height=”1.1em” header_2_font=”google bold||||||||” width=”100%” max_width=”1200px” custom_padding=”0px|||0px|false|false” header_font_size_tablet=”60px” header_font_size_phone=”30px” header_font_size_last_edited=”on|phone” header_letter_spacing_tablet=”-2px” header_letter_spacing_phone=”0px” header_letter_spacing_last_edited=”on|phone” global_colors_info=”{}”]<\/p>\n

    Our contribution to the scientific community<\/h2>\n

    [\/et_pb_text][et_pb_text module_class=”custom-page-text” _builder_version=”4.27.6″ _module_preset=”default” text_font=”|300|||||||” text_text_color=”#000000″ custom_padding=”||0px|||” global_colors_info=”{}”]<\/p>\n

    Applied research is not a side activity: it is the foundation of our solutions. The Omnys ML team takes an active part in the international scientific community with publications at top-tier peer-reviewed conferences. <\/p>\n

    This approach allows us to develop proprietary methodologies that deliver significantly better results than standard implementations, especially in the areas of Information Retrieval, model tuning and synthetic data generation for training.<\/p>\n

    [\/et_pb_text][\/et_pb_column][et_pb_column type=”1_2″ _builder_version=”4.27.6″ _module_preset=”default” custom_css_free_form=”selector .research-card {|| background: #ffffff;|| border-radius: 22px;|| padding: 34px 38px;|| margin-bottom: 22px !important;|||| border-top: 5px solid #1f2a44;|||| box-shadow: 0 22px 55px rgba(31, 42, 68, 0.10);|| transition: transform 0.25s ease, box-shadow 0.25s ease;||}||||selector .research-card:hover {|| transform: translateY(-5px);|| box-shadow: 0 30px 70px rgba(31, 42, 68, 0.15);||}||||\/* TESTO CARD *\/||selector .research-card .et_pb_text_inner,||selector .research-card .et_pb_text_inner p,||selector .research-card .et_pb_text_inner span,||selector .research-card p,||selector .research-card span {|| font-size: 16px !important;|| line-height: 1.9 !important;|| font-weight: 400 !important;|| color: #4f5f78 !important;|| letter-spacing: 0 !important;||}||||\/* TITOLETTI DELLE CARD *\/||selector .research-card .et_pb_text_inner strong,||selector .research-card .et_pb_text_inner b,||selector .research-card strong,||selector .research-card b {|| color: #2b2f36 !important;|| font-size: 18px !important;|| font-weight: 800 !important;|| line-height: 1.35 !important;||}||||\/* Prima card: stesso bordo delle altre *\/||selector .research-card-highlight {|| border-top-color: #1f2a44;||}||||\/* Ultima card senza margine sotto *\/||selector .research-card:last-child {|| margin-bottom: 0 !important;||}||||\/* Responsive tablet *\/||@media (max-width: 980px) {|| selector .research-card {|| padding: 28px 30px;|| }||}||||\/* Responsive mobile *\/||@media (max-width: 767px) {|| selector .research-card {|| padding: 24px 22px;|| border-radius: 18px;|| margin-bottom: 18px !important;|| }|||| selector .research-card .et_pb_text_inner,|| selector .research-card .et_pb_text_inner p,|| selector .research-card .et_pb_text_inner span,|| selector .research-card p,|| selector .research-card span {|| font-size: 16px !important;|| line-height: 1.9 !important;|| }|||| selector .research-card .et_pb_text_inner strong,|| selector .research-card .et_pb_text_inner b,|| selector .research-card strong,|| selector .research-card b {|| font-size: 17px !important;|| }||}” global_colors_info=”{}”][et_pb_code _builder_version=”4.27.6″ _module_preset=”default” global_colors_info=”{}”]<\/p>\n

    \u25bc<\/span> peer-reviewed research \u00b7 2020 \u2192 2025<\/pee> <\/p>\n
    <\/div>\n

    <\/p>\n

    <\/span> <\/p>\n
    <\/circle><\/path><\/svg> <\/div>\n

    <\/p>\n

    <\/p>\n

    IntelliSys 2025 \u00b7 Amsterdam <\/span>best paper<\/span><\/h3>\n

    “Domain-Specific and Cross-Lingual Synthetic Data Generation for Information Retrieval Training in RAG Applications”<\/pee> <\/div>\n

    <\/div>\n

    <\/p>\n

    <\/span> 01<\/span> <\/p>\n
    <\/p>\n

    IEEE WCCI 2022 \u00b7 Padua<\/h3>\n

    Publication on Machine Learning and optimization techniques for industrial applications<\/pee> <\/div>\n

    ml \/ optimization<\/span> <\/div>\n

    <\/p>\n

    <\/span> 02<\/span> <\/p>\n
    <\/p>\n

    IntelliSys 2020<\/h3>\n

    Publication on Information Retrieval for enterprise applications<\/pee> <\/div>\n

    retrieval<\/span> <\/div>\n

    <\/p>\n

    <\/span> 03<\/span> <\/p>\n
    <\/p>\n

    ESANN 2020<\/h3>\n

    Publication on neural networks and optimization for the industrial sector<\/pee> <\/div>\n

    neural nets<\/span> <\/div>\n

    <\/div>\n

    <\/p>\n