{"id":37012,"date":"2024-11-07T19:14:39","date_gmt":"2024-11-07T19:14:39","guid":{"rendered":"https:\/\/live-acl-digital.pantheonsite.io\/?p=37012"},"modified":"2025-06-13T07:15:32","modified_gmt":"2025-06-13T07:15:32","slug":"voice-based-gender-detection-on-edge","status":"publish","type":"post","link":"https:\/\/www.acldigital.com\/works\/voice-based-gender-detection-on-edge","title":{"rendered":"Voice Based Gender Detection on Edge for Leading Semiconductor Company in US"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"37012\" class=\"elementor elementor-37012\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-376222a2 e-con-full cs_banner e-flex e-con e-parent\" data-id=\"376222a2\" data-element_type=\"container\" id=\"download_cs\">\n\t\t<div class=\"elementor-element elementor-element-323e3eb9 e-con-full e-flex e-con e-child\" data-id=\"323e3eb9\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-770b03f2 e-con-full e-flex e-con e-child\" data-id=\"770b03f2\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-45a657bf e-con-full e-flex e-con e-child\" data-id=\"45a657bf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ef62b00 e-con-full e-flex e-con e-child\" data-id=\"ef62b00\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e4ea1c6 fadeinup-acl wow elementor-widget elementor-widget-heading\" data-id=\"3e4ea1c6\" data-element_type=\"widget\" data-wow-delay=\"0.2s\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Voice Based Gender Detection on Edge for Leading Semiconductor Company in US<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f6f4fba fadeinup-acl wow elementor-widget elementor-widget-image\" data-id=\"1f6f4fba\" data-element_type=\"widget\" data-wow-delay=\"0.4s\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"2048\" height=\"459\" src=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Voice-Based-Gender-Detection.jpg\" class=\"attachment-full size-full wp-image-101720\" alt=\"Voice Based Gender Detection\" srcset=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Voice-Based-Gender-Detection.jpg 2048w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Voice-Based-Gender-Detection-300x67.jpg 300w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Voice-Based-Gender-Detection-1024x230.jpg 1024w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Voice-Based-Gender-Detection-768x172.jpg 768w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Voice-Based-Gender-Detection-1536x344.jpg 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7b36ff3f e-con-full e-flex e-con e-child\" data-id=\"7b36ff3f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d281901 elementor-widget elementor-widget-heading\" data-id=\"d281901\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Overview<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17da953b elementor-widget elementor-widget-text-editor\" data-id=\"17da953b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The client is a leading US-based semiconductor manufacturer offering microcontrollers and processors to sensors, analog ICs, and connectivity solutions. They focused on introducing a new line of chipsets designed for Machine Learning at the edge, and they sought to bring innovative applications to the market. ACL Digital designed a voice-based gender detection application. This application utilized a supervised machine learning algorithm, specifically the Depth-wise Separable Convolutional Neural Network. The model was developed using the TensorFlow framework, and the training process involved leveraging extracted features to enhance the gender detection functionality.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-234d6847 e-con-full e-flex e-con e-child\" data-id=\"234d6847\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-440d8d52 e-con-full ebook_form e-flex e-con e-child\" data-id=\"440d8d52\" data-element_type=\"container\" id=\"casestudy_form\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ca7c3da fadeinup-acl wow elementor-widget elementor-widget-heading\" data-id=\"3ca7c3da\" data-element_type=\"widget\" data-wow-delay=\"0.4s\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Download Case Study<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b861958 whitepaper_detail fadeinup-acl wow elementor-widget elementor-widget-shortcode\" data-id=\"7b861958\" data-element_type=\"widget\" data-wow-delay=\"0.6s\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f29629-o1\" lang=\"en-US\" dir=\"ltr\" data-wpcf7-id=\"29629\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/wp-json\/wp\/v2\/posts\/37012#wpcf7-f29629-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" novalidate=\"novalidate\" data-status=\"init\">\n<div style=\"display: none;\">\n<input type=\"hidden\" name=\"_wpcf7\" value=\"29629\" \/>\n<input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.0.5\" \/>\n<input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/>\n<input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f29629-o1\" \/>\n<input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/>\n<input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/div>\n<style>\np.hide {\n display: none;\n}\n<\/style>\n<div class=\"cf7-form-grid\">\n\t<div class=\"cf7-full-column\">\n\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"first-name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"First Name*\" value=\"\" type=\"text\" name=\"first-name\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n\t<div class=\"cf7-full-column\">\n\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"last-name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text\" aria-invalid=\"false\" placeholder=\"Last Name\" value=\"\" type=\"text\" name=\"last-name\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n\t<div class=\"cf7-full-column\">\n\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"your-phone\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-tel wpcf7-text wpcf7-validates-as-tel\" aria-invalid=\"false\" placeholder=\"Phone Number\" value=\"\" type=\"tel\" name=\"your-phone\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n\t<div class=\"cf7-full-column\">\n\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"your-company\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Company Name*\" value=\"\" type=\"text\" name=\"your-company\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n\t<div class=\"cf7-full-column\">\n\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Work Email*\" value=\"\" type=\"email\" name=\"email\" \/><\/span>\n\t\t<\/p>\n\t<\/div>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"Casestudy Download Form\" type=\"hidden\" name=\"formtype\" \/>\n\t<div class=\"cf7-full-column acceppt\">\n\t\t<p><span class=\"wpcf7-form-control-wrap\" data-name=\"acceptance-245\"><span class=\"wpcf7-form-control wpcf7-acceptance\"><span class=\"wpcf7-list-item\"><label><input type=\"checkbox\" name=\"acceptance-245\" value=\"1\" aria-invalid=\"false\" \/><span class=\"wpcf7-list-item-label\">I confirm, I have read and agreed to Privacy Policy and consent to sharing my information. For more information, please review our <a href=\"\/cookies-policy\/\">Cookies Policy<\/a> and <a href=\"\/privacy-policy\/\">Privacy Statement.<\/a><\/span><\/label><\/span><\/span><\/span>\n\t\t<\/p>\n\t<\/div>\n\t<div class=\"bothbut\">\n\t\t<div class=\"cf7-column\">\n\t\t\t<p><button type=\"reset\" class=\"cf7-reset-button\">Reset <img decoding=\"async\" src=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/08\/Frameww.svg\" alt=\"arrow icon\" class=\"submit-icon\" \/> <\/button>\n\t\t\t<\/p>\n\t\t<\/div>\n\t\t<div class=\"cf7-column casestudy-form-submit\">\n\t\t\t<p><button type=\"submit\" class=\"cf7-submit-button\">Submit <img decoding=\"async\" src=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/08\/arrow_outward.svg\" alt=\"arrow icon\" class=\"submit-icon\" \/><br \/>\n<\/button>\n\t\t\t<\/p>\n\t\t\t<div id=\"cf7-loader\" style=\"display: none;\">\n\t\t\t\t<p><img decoding=\"async\" src=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2025\/01\/Fading-lines.gif\" alt=\"Loading...\" \/>\n\t\t\t\t<\/p>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n<p class=\"hide\"><br \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"https:\/\/www.acldigital.com\/casestudy\/ACL_EXT_230.pdf\" type=\"hidden\" name=\"acf_custom_url\" \/><br \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"page_title\" \/><br \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" id=\"page-name\" value=\"\" type=\"hidden\" name=\"page_name\" \/><br \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"site_name\" \/><br \/>\n<input type=\"hidden\" name=\"page_url\" id=\"page_url_field\" \/><br \/>\n<input type=\"hidden\" id=\"_cf7_nonce\" name=\"_cf7_nonce\" value=\"0c332b13d6\" \/><input type=\"hidden\" name=\"_wp_http_referer\" value=\"\/wp-json\/wp\/v2\/posts\/37012\" \/><br \/>\n<span 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31.4604H38.4218V29.6318H40.8013V29.6098ZM37.3202 37.3209H26.6789V26.6795H37.3202V37.3209Z\" fill=\"#FF671F\"><\/path><path d=\"M29.0586 29.6092H34.9411C35.2496 29.6092 35.4919 29.3668 35.4919 29.0584C35.4919 28.7499 35.2496 28.5076 34.9411 28.5076H29.0586C28.7502 28.5076 28.5078 28.7499 28.5078 29.0584C28.5078 29.3668 28.7502 29.6092 29.0586 29.6092Z\" fill=\"#FF671F\"><\/path><path d=\"M29.0586 32.5401H34.9411C35.2496 32.5401 35.4919 32.2978 35.4919 31.9893C35.4919 31.6809 35.2496 31.4385 34.9411 31.4385H29.0586C28.7502 31.4385 28.5078 31.6809 28.5078 31.9893C28.5078 32.2978 28.7502 32.5401 29.0586 32.5401Z\" fill=\"#FF671F\"><\/path><path d=\"M29.0586 35.4703H34.9411C35.2496 35.4703 35.4919 35.2279 35.4919 34.9195C35.4919 34.611 35.2496 34.3687 34.9411 34.3687H29.0586C28.7502 34.3687 28.5078 34.611 28.5078 34.9195C28.5078 35.2279 28.7502 35.4703 29.0586 35.4703Z\" fill=\"#FF671F\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-491f3ff elementor-widget elementor-widget-text-editor\" data-id=\"491f3ff\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Lack of applications for newly developed Machine Learning chipsets<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-569441b7 e-con-full fadeinup-acl wow e-flex e-con e-child\" data-id=\"569441b7\" data-element_type=\"container\" data-wow-delay=\"1.0s\">\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-52801c78 e-con-full cs_benefits e-flex e-con e-parent\" data-id=\"52801c78\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4d344298 e-con-full e-flex e-con e-child\" data-id=\"4d344298\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4c6eb43a e-grid e-con-full e-con e-child\" data-id=\"4c6eb43a\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-30e7738e e-con-full e-flex e-con e-child\" data-id=\"30e7738e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-53c3c54f fadeinup-acl wow elementor-widget elementor-widget-heading\" data-id=\"53c3c54f\" data-element_type=\"widget\" data-wow-delay=\"0.2s\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Solution<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1a1bb2c9 e-con-full e-flex e-con e-child\" data-id=\"1a1bb2c9\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-37d5ca92 e-grid e-con-full e-con e-child\" data-id=\"37d5ca92\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3d45e967 e-con-full e-flex e-con e-child\" data-id=\"3d45e967\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-25d5dc45 elementor-widget elementor-widget-text-editor\" data-id=\"25d5dc45\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li>Designed the voice-based gender detection application using supervised machine learning algorithm\u2013 Depth-wise separable convolution neural network<\/li><li>DS-CNN is based on MobileNet architecture that is best suited for memory constrained devices<\/li><li>Extracted audio features using Mel Frequency Cepstral Coefficients technique<\/li><li>Developed model using TensorFlow framework and trained model with extracted features from 9000 audio files<\/li><li>Developed application on NXP i.MXRT600, performed data pre-processing and audio feature extraction (MFCC) of the real-time audio samples on Hi-Fi 4 DSP and the inference of the Deep Learning model was deployed on ARM Cortex-M33<\/li><li>Performance evaluation using real human voice input through microphone\u00a0<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-717094ca e-con-full e-flex e-con e-child\" data-id=\"717094ca\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-50ddcaf5 image1 fadeinup-acl wow elementor-widget elementor-widget-image\" data-id=\"50ddcaf5\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"875\" height=\"652\" src=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Voice-solution-diagram.png\" class=\"attachment-large size-large wp-image-102341\" alt=\"Voice solution diagram\" srcset=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Voice-solution-diagram.png 875w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Voice-solution-diagram-300x224.png 300w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Voice-solution-diagram-768x572.png 768w\" sizes=\"(max-width: 875px) 100vw, 875px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5bb90659 e-con-full cs_benefits e-flex e-con e-parent\" data-id=\"5bb90659\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-33df621d e-con-full e-flex e-con e-child\" data-id=\"33df621d\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5c0a77e5 e-grid e-con-full e-con e-child\" data-id=\"5c0a77e5\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3938cf4c e-con-full e-flex e-con e-child\" data-id=\"3938cf4c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6f754efd fadeinup-acl wow elementor-widget elementor-widget-heading\" data-id=\"6f754efd\" data-element_type=\"widget\" data-wow-delay=\"0.2s\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Outcomes<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-71dfca74 e-con-full e-flex e-con e-child\" data-id=\"71dfca74\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-30a24e11 e-grid e-con-full e-con e-child\" data-id=\"30a24e11\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-612dd901 e-con-full e-flex e-con e-child\" data-id=\"612dd901\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59eb5a5d elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"59eb5a5d\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" viewBox=\"0 0 40 40\" fill=\"none\"><path d=\"M40 20C40 31.0457 31.0457 40 20 40C8.9543 40 0 31.0457 0 20C0 8.9543 8.9543 0 20 0C31.0457 0 40 8.9543 40 20Z\" fill=\"#FF671F\"><\/path><path d=\"M40 20C40 31.0457 31.0457 40 20 40C8.9543 40 0 31.0457 0 20C0 8.9543 8.9543 0 20 0C31.0457 0 40 8.9543 40 20Z\" stroke=\"#FF671F\"><\/path><circle cx=\"20\" cy=\"20\" r=\"18\" fill=\"#02091E\"><\/circle><circle cx=\"20\" cy=\"20\" r=\"10\" fill=\"#FF671F\"><\/circle><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Accelerated client\u2019s product launch timeline by 20% with years of expertise in machine learning domain<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46dae306 elementor-widget elementor-widget-button\" data-id=\"46dae306\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#casestudy_form\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"13\" height=\"14\" viewBox=\"0 0 13 14\" fill=\"none\"><path d=\"M1.25891 13.3634L0.09375 12.1893L10.0807 2.04156H2.92327V0.364258H12.9104V10.4281H11.2459V3.21568L1.25891 13.3634Z\" fill=\"white\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Download Case Study<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6aaef3b5 e-con-full e-flex e-con e-child\" data-id=\"6aaef3b5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-486c8b6e image1 fadeinup-acl wow elementor-widget elementor-widget-image\" data-id=\"486c8b6e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"875\" height=\"652\" src=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Benefits-Voice-based-Gender-Detection-on-Edge.png\" class=\"attachment-large size-large wp-image-40596\" alt=\"Benefits Voice based Gender Detection on Edge\" srcset=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Benefits-Voice-based-Gender-Detection-on-Edge.png 875w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Benefits-Voice-based-Gender-Detection-on-Edge-300x224.png 300w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2024\/11\/Benefits-Voice-based-Gender-Detection-on-Edge-768x572.png 768w\" sizes=\"(max-width: 875px) 100vw, 875px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1a8dd181 e-con-full e-flex e-con e-parent\" data-id=\"1a8dd181\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-41098fc2 e-con-full e-flex e-con e-child\" data-id=\"41098fc2\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-210019d8 fadeinup-acl wow elementor-widget elementor-widget-heading\" data-id=\"210019d8\" data-element_type=\"widget\" data-wow-delay=\"0.2s\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Other Case Studies<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-350665a8 unique-related elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"350665a8\" data-element_type=\"widget\" data-settings=\"{&quot;cards_columns&quot;:&quot;3&quot;,&quot;cards_columns_tablet&quot;:&quot;2&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-116000 post type-post status-publish format-standard has-post-thumbnail hentry category-blogs offering-gcc-as-a-service industry-semiconductor\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.acldigital.com\/blogs\/us-chip-companies-chip-to-cloud-gcc-india\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"809\" src=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/07\/How-US-Chip-Companies-Are-Scaling-Chip-to-Cloud-Blog-website-banner-1.jpg\" class=\"attachment-2048x2048 size-2048x2048 wp-image-116003\" alt=\"How US Chip Companies Are Scaling Chip to Cloud Blog website banner ()\" srcset=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/07\/How-US-Chip-Companies-Are-Scaling-Chip-to-Cloud-Blog-website-banner-1.jpg 1920w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/07\/How-US-Chip-Companies-Are-Scaling-Chip-to-Cloud-Blog-website-banner-1-300x126.jpg 300w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/07\/How-US-Chip-Companies-Are-Scaling-Chip-to-Cloud-Blog-website-banner-1-1024x431.jpg 1024w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/07\/How-US-Chip-Companies-Are-Scaling-Chip-to-Cloud-Blog-website-banner-1-768x324.jpg 768w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/07\/How-US-Chip-Companies-Are-Scaling-Chip-to-Cloud-Blog-website-banner-1-1536x647.jpg 1536w\" sizes=\"(max-width: 1920px) 100vw, 1920px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.acldigital.com\/blogs\/us-chip-companies-chip-to-cloud-gcc-india\" >\n\t\t\t\tHow US Chip Companies Are Scaling Chip-to-Cloud Global Capability Centers in India for 2026-2027\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-111279 post type-post status-publish format-standard has-post-thumbnail hentry category-blogs industry-semiconductor\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.acldigital.com\/blogs\/how-ai-chips-are-different-from-regular-processors\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"459\" src=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/04\/How-AI-Chips-Are-Transforming-Modern-Banner.jpg\" class=\"attachment-2048x2048 size-2048x2048 wp-image-111281\" alt=\"How AI Chips Are Transforming Modern Banner\" srcset=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/04\/How-AI-Chips-Are-Transforming-Modern-Banner.jpg 2048w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/04\/How-AI-Chips-Are-Transforming-Modern-Banner-300x67.jpg 300w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/04\/How-AI-Chips-Are-Transforming-Modern-Banner-1024x230.jpg 1024w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/04\/How-AI-Chips-Are-Transforming-Modern-Banner-768x172.jpg 768w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/04\/How-AI-Chips-Are-Transforming-Modern-Banner-1536x344.jpg 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.acldigital.com\/blogs\/how-ai-chips-are-different-from-regular-processors\" >\n\t\t\t\tHow AI Chips Are Transforming Modern Computing Beyond Traditional Processors\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-109197 post type-post status-publish format-standard has-post-thumbnail hentry category-blogs offering-embedded-engineering offering-semiconductor-solutions industry-semiconductor\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.acldigital.com\/blogs\/ai-acceleration-sensor-fusion-embedded-semiconductor-solutions\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"459\" src=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/Why-AI-Acceleration-and-Sensor-Fusion-Are-Defining-banner.jpg\" class=\"attachment-2048x2048 size-2048x2048 wp-image-109199\" alt=\"Why AI Acceleration and Sensor Fusion Are Defining banner\" srcset=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/Why-AI-Acceleration-and-Sensor-Fusion-Are-Defining-banner.jpg 2048w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/Why-AI-Acceleration-and-Sensor-Fusion-Are-Defining-banner-300x67.jpg 300w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/Why-AI-Acceleration-and-Sensor-Fusion-Are-Defining-banner-1024x230.jpg 1024w, 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class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.acldigital.com\/blogs\/automotive-semiconductor-platforms-safety-connectivity\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"459\" src=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/Advanced-Semiconductor-Platforms-Driving-the-Future-of-Automotive-Safety-and-Connectivity-banner.jpg\" class=\"attachment-2048x2048 size-2048x2048 wp-image-109026\" alt=\"Advanced Semiconductor Platforms Driving the Future of Automotive Safety and Connectivity banner\" srcset=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/Advanced-Semiconductor-Platforms-Driving-the-Future-of-Automotive-Safety-and-Connectivity-banner.jpg 2048w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/Advanced-Semiconductor-Platforms-Driving-the-Future-of-Automotive-Safety-and-Connectivity-banner-300x67.jpg 300w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/Advanced-Semiconductor-Platforms-Driving-the-Future-of-Automotive-Safety-and-Connectivity-banner-1024x230.jpg 1024w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/Advanced-Semiconductor-Platforms-Driving-the-Future-of-Automotive-Safety-and-Connectivity-banner-768x172.jpg 768w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/Advanced-Semiconductor-Platforms-Driving-the-Future-of-Automotive-Safety-and-Connectivity-banner-1536x344.jpg 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.acldigital.com\/blogs\/automotive-semiconductor-platforms-safety-connectivity\" >\n\t\t\t\tAdvanced Semiconductor Platforms Driving the Future of Automotive Safety and Connectivity\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-108779 post type-post status-publish format-standard has-post-thumbnail hentry category-blogs offering-automotive-solutions offering-industrial-controls offering-silicon-engineering industry-semiconductor\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/www.acldigital.com\/blogs\/modern-semiconductor-design-ppa-automotive-industrial\" tabindex=\"-1\" ><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"459\" src=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/How-Modern-Semiconductor-Design-Improves-Power-banner.jpg\" class=\"attachment-2048x2048 size-2048x2048 wp-image-108782\" alt=\"How Modern Semiconductor Design Improves Power banner\" srcset=\"https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/How-Modern-Semiconductor-Design-Improves-Power-banner.jpg 2048w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/How-Modern-Semiconductor-Design-Improves-Power-banner-300x67.jpg 300w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/How-Modern-Semiconductor-Design-Improves-Power-banner-1024x230.jpg 1024w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/How-Modern-Semiconductor-Design-Improves-Power-banner-768x172.jpg 768w, https:\/\/www.acldigital.com\/wp-content\/uploads\/2026\/01\/How-Modern-Semiconductor-Design-Improves-Power-banner-1536x344.jpg 1536w\" sizes=\"(max-width: 2048px) 100vw, 2048px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/www.acldigital.com\/blogs\/modern-semiconductor-design-ppa-automotive-industrial\" >\n\t\t\t\tHow Modern Semiconductor Design Improves Power, Performance, and Area (PPA) in Industrial and Automotive 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