{"id":1636,"date":"2025-04-08T14:48:59","date_gmt":"2025-04-08T12:48:59","guid":{"rendered":"https:\/\/deepware.principiadv.online\/real-time-ai-e-machine-learning-on-the-edge\/"},"modified":"2026-04-02T14:56:31","modified_gmt":"2026-04-02T12:56:31","slug":"real-time-ai-and-machine-learning-on-the-edge","status":"publish","type":"page","link":"https:\/\/www.deepware.it\/en\/services-and-solutions-for-technological-innovation\/real-time-ai-and-machine-learning-on-the-edge\/","title":{"rendered":"Real-Time AI and Machine Learning on the Edge"},"content":{"rendered":"[vc_row type=”in_container” full_screen_row_position=”middle” column_margin=”default” column_direction=”default” column_direction_tablet=”default” column_direction_phone=”default” scene_position=”center” text_color=”dark” text_align=”left” row_border_radius=”none” row_border_radius_applies=”bg” overflow=”visible” overlay_strength=”0.3″ gradient_direction=”left_to_right” shape_divider_position=”bottom” bg_image_animation=”none”][vc_column column_padding=”no-extra-padding” column_padding_tablet=”inherit” column_padding_phone=”inherit” column_padding_position=”all” column_element_direction_desktop=”default” column_element_spacing=”default” desktop_text_alignment=”default” tablet_text_alignment=”default” phone_text_alignment=”default” background_color_opacity=”1″ background_hover_color_opacity=”1″ column_backdrop_filter=”none” column_shadow=”none” column_border_radius=”none” column_link_target=”_self” column_position=”default” gradient_direction=”left_to_right” overlay_strength=”0.3″ width=”1\/1″ tablet_width_inherit=”default” animation_type=”default” bg_image_animation=”none” border_type=”simple” column_border_width=”none” column_border_style=”solid”][image_with_animation image_url=”348″ image_size=”full” animation_type=”entrance” animation=”None” animation_movement_type=”transform_y” hover_animation=”none” alignment=”” border_radius=”none” box_shadow=”none” image_loading=”default” max_width=”100%” max_width_mobile=”default” position_desktop=”absolute” top_position_desktop=”-700″ left_position_desktop=”-60%” zindex=”-1″][image_with_animation image_url=”339″ image_size=”full” animation_type=”entrance” animation=”None” animation_movement_type=”transform_y” hover_animation=”none” alignment=”” border_radius=”none” box_shadow=”none” image_loading=”default” max_width=”100%” max_width_mobile=”default” position_desktop=”absolute” top_position_desktop=”-100″ right_position_desktop=”-30%” zindex=”-40″][\/vc_column][\/vc_row][vc_row type=”in_container” full_screen_row_position=”middle” column_margin=”default” column_direction=”default” column_direction_tablet=”default” column_direction_phone=”default” scene_position=”center” top_padding=”10%” top_padding_phone=”15%” text_color=”dark” text_align=”left” row_border_radius=”none” row_border_radius_applies=”bg” zindex=”15″ overflow=”visible” overlay_strength=”0.3″ gradient_direction=”left_to_right” shape_divider_position=”bottom” bg_image_animation=”none” gradient_type=”default” shape_type=””][vc_column column_padding=”no-extra-padding” column_padding_tablet=”inherit” column_padding_phone=”inherit” column_padding_position=”all” column_element_direction_desktop=”default” column_element_spacing=”default” desktop_text_alignment=”center” tablet_text_alignment=”default” phone_text_alignment=”default” background_color_opacity=”1″ background_hover_color_opacity=”1″ column_backdrop_filter=”none” column_shadow=”none” column_border_radius=”none” column_link_target=”_self” column_position=”default” gradient_direction=”left_to_right” overlay_strength=”0.3″ width=”1\/1″ tablet_width_inherit=”default” animation_type=”default” enable_animation=”true” animation=”fade-in-from-bottom” animation_easing=”default” bg_image_animation=”none” border_type=”simple” column_border_width=”none” column_border_style=”solid” column_padding_type=”default” gradient_type=”default”][image_with_animation image_url=”78″ image_size=”full” animation_type=”entrance” animation=”None” animation_movement_type=”transform_y” hover_animation=”none” alignment=”” border_radius=”none” box_shadow=”none” image_loading=”default” max_width=”100%” max_width_mobile=”default” margin_bottom=”6″][vc_custom_heading text=”AI on the edge <\/b>” font_container=”tag:h1|text_align:left” use_theme_fonts=”yes” css=”.vc_custom_1747089830101{margin-top: 0px !important;margin-bottom: 8px !important;}”][vc_column_text css=”” text_direction=”default”]\n

Real-time intelligence for embedded systems<\/strong><\/h4>\n[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=”in_container” full_screen_row_position=”middle” column_margin=”50px” equal_height=”yes” content_placement=”middle” column_direction=”default” column_direction_tablet=”default” column_direction_phone=”column_reverse” scene_position=”center” top_padding=”3%” constrain_group_1=”yes” bottom_padding=”3%” text_color=”dark” text_align=”left” row_border_radius=”none” row_border_radius_applies=”bg” zindex=”16″ overflow=”visible” overlay_strength=”0.3″ gradient_direction=”left_to_right” shape_divider_position=”bottom” bg_image_animation=”none” gradient_type=”default” shape_type=””][vc_column column_padding=”no-extra-padding” column_padding_tablet=”inherit” column_padding_phone=”inherit” column_padding_position=”all” column_element_direction_desktop=”default” column_element_spacing=”default” desktop_text_alignment=”default” tablet_text_alignment=”default” 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box_shadow=”none” image_loading=”default” max_width=”100%” max_width_mobile=”default”][vc_custom_heading text=”Advanced algorithms<\/strong> optimized for smart devices” use_theme_fonts=”yes” css=”.vc_custom_1749060670549{margin-bottom: 0px !important;}”][\/vc_column_inner][\/vc_row_inner][vc_column_text css=”” text_direction=”default”]Deepware develops AI models capable of running in real-time directly on embedded devices\u2014without requiring cloud-based processing.[\/vc_column_text][\/vc_column][vc_column column_padding=”no-extra-padding” column_padding_tablet=”inherit” column_padding_phone=”inherit” column_padding_position=”all” column_element_direction_desktop=”default” column_element_spacing=”default” desktop_text_alignment=”default” tablet_text_alignment=”default” phone_text_alignment=”default” background_color_opacity=”1″ background_hover_color_opacity=”1″ column_backdrop_filter=”none” column_shadow=”none” column_border_radius=”none” column_link_target=”_self” 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column_padding=”no-extra-padding” column_padding_tablet=”inherit” column_padding_phone=”inherit” column_padding_position=”all” column_element_direction_desktop=”default” column_element_spacing=”default” centered_text=”true” desktop_text_alignment=”center” tablet_text_alignment=”default” phone_text_alignment=”default” background_color_opacity=”1″ background_hover_color_opacity=”1″ column_backdrop_filter=”none” font_color=”#3cccb1″ column_shadow=”none” column_border_radius=”none” column_link_target=”_self” overflow=”visible” gradient_direction=”left_to_right” overlay_strength=”0.3″ width=”1\/1″ tablet_width_inherit=”default” animation_type=”default” bg_image_animation=”none” border_type=”simple” column_border_width=”none” column_border_style=”solid” column_padding_type=”default” gradient_type=”default”][vc_custom_heading text=”Benefits of our solutions:<\/strong>” use_theme_fonts=”yes” css=”.vc_custom_1749060697000{margin-bottom: 0px !important;}” el_class=”heading-logo-green”][\/vc_column_inner][\/vc_row_inner][vc_row_inner equal_height=”yes” content_placement=”middle” column_margin=”50px” column_direction=”default” column_direction_tablet=”default” column_direction_phone=”default” top_padding=”3%” constrain_group_1=”yes” bottom_padding=”3%” text_align=”left” row_position=”default” row_position_tablet=”inherit” row_position_phone=”inherit” overflow=”visible” pointer_events=”all” css=”.vc_custom_1747084647216{margin-top: 0px !important;}”][vc_column_inner top_padding_desktop=”15%” constrain_group_100=”yes” bottom_padding_desktop=”15%” left_padding_desktop=”2%” constrain_group_101=”yes” right_padding_desktop=”2%” bottom_margin=”0″ column_element_direction_desktop=”default” column_element_spacing=”default” centered_text=”true” desktop_text_alignment=”center” tablet_text_alignment=”default” phone_text_alignment=”default” background_color_opacity=”1″ background_hover_color_opacity=”1″ column_backdrop_filter=”none” font_color=”#ffffff” column_shadow=”none” column_border_radius=”none” column_link_target=”_self” overflow=”visible” el_class=”fancy-box-square” gradient_direction=”left_to_right” overlay_strength=”0.3″ width=”1\/4″ tablet_width_inherit=”default” animation_type=”default” enable_animation=”true” animation=”fade-in-from-bottom” animation_easing=”default” bg_image_animation=”none” border_type=”simple” column_border_width=”none” column_border_style=”solid” column_padding_type=”advanced” gradient_type=”default” offset=”vc_col-lg-3 vc_col-md-12 vc_col-xs-12″][image_with_animation image_url=”1269″ image_size=”full” animation_type=”entrance” animation=”None” animation_movement_type=”transform_y” hover_animation=”none” alignment=”” border_radius=”none” box_shadow=”none” image_loading=”default” max_width=”100%” max_width_mobile=”default”][vc_column_text css=”” text_direction=”default” max_width=”270″]Local processing for faster response and better data security[\/vc_column_text][\/vc_column_inner][vc_column_inner top_padding_desktop=”15%” constrain_group_100=”yes” bottom_padding_desktop=”15%” left_padding_desktop=”4%” constrain_group_101=”yes” right_padding_desktop=”4%” column_element_direction_desktop=”default” column_element_spacing=”default” centered_text=”true” desktop_text_alignment=”center” tablet_text_alignment=”default” phone_text_alignment=”default” background_color_opacity=”1″ background_hover_color_opacity=”1″ column_backdrop_filter=”none” column_shadow=”none” column_border_radius=”none” column_link_target=”_self” overflow=”visible” el_class=”fancy-box-square” gradient_direction=”left_to_right” overlay_strength=”0.3″ width=”1\/4″ tablet_width_inherit=”default” animation_type=”default” enable_animation=”true” animation=”fade-in-from-bottom” animation_easing=”default” bg_image_animation=”none” border_type=”simple” column_border_width=”none” column_border_style=”solid” column_padding_type=”advanced” gradient_type=”default” offset=”vc_col-lg-3 vc_col-md-12 vc_col-xs-12″ delay=”200″][image_with_animation image_url=”1266″ image_size=”full” animation_type=”entrance” animation=”None” animation_movement_type=”transform_y” hover_animation=”none” alignment=”” border_radius=”none” box_shadow=”none” image_loading=”default” max_width=”100%” max_width_mobile=”default”][vc_column_text css=”” text_direction=”default” max_width=”270″]Algorithms optimized for low-power microcontrollers and processors[\/vc_column_text][\/vc_column_inner][vc_column_inner top_padding_desktop=”15%” constrain_group_100=”yes” bottom_padding_desktop=”15%” left_padding_desktop=”2%” constrain_group_101=”yes” right_padding_desktop=”2%” column_element_direction_desktop=”default” column_element_spacing=”default” centered_text=”true” desktop_text_alignment=”center” tablet_text_alignment=”default” phone_text_alignment=”default” background_color_opacity=”1″ background_hover_color_opacity=”1″ column_backdrop_filter=”none” font_color=”#ffffff” column_shadow=”none” column_border_radius=”none” column_link_target=”_self” overflow=”visible” el_class=”fancy-box-square” gradient_direction=”left_to_right” overlay_strength=”0.3″ width=”1\/4″ tablet_width_inherit=”default” animation_type=”default” enable_animation=”true” animation=”fade-in-from-bottom” animation_easing=”default” bg_image_animation=”none” border_type=”simple” column_border_width=”none” column_border_style=”solid” column_padding_type=”advanced” gradient_type=”default” offset=”vc_col-lg-3 vc_col-md-12 vc_col-xs-12″ delay=”400″][image_with_animation image_url=”1268″ image_size=”full” animation_type=”entrance” animation=”None” animation_movement_type=”transform_y” hover_animation=”none” alignment=”” border_radius=”none” box_shadow=”none” image_loading=”default” max_width=”100%” max_width_mobile=”default”][vc_column_text css=”” text_direction=”default” max_width=”270″]Integration with advanced sensors and IoT devices[\/vc_column_text][\/vc_column_inner][vc_column_inner 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