{"id":1320,"date":"2024-10-05T10:29:16","date_gmt":"2024-10-05T10:29:16","guid":{"rendered":"http:\/\/192.168.29.200\/?page_id=1320"},"modified":"2024-10-09T16:06:10","modified_gmt":"2024-10-09T16:06:10","slug":"projects","status":"publish","type":"page","link":"http:\/\/192.168.29.200\/projects\/","title":{"rendered":"Projects"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"1320\" class=\"elementor elementor-1320\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3c8cc87 e-flex e-con-boxed e-con e-parent\" data-id=\"3c8cc87\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-002e599 e-con-full e-flex e-con e-child\" data-id=\"002e599\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7b09968 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"7b09968\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 08-12-2023 *\/\n.elementor-widget-divider{--divider-border-style:none;--divider-border-width:1px;--divider-color:#0c0d0e;--divider-icon-size:20px;--divider-element-spacing:10px;--divider-pattern-height:24px;--divider-pattern-size:20px;--divider-pattern-url:none;--divider-pattern-repeat:repeat-x}.elementor-widget-divider .elementor-divider{display:flex}.elementor-widget-divider .elementor-divider__text{font-size:15px;line-height:1;max-width:95%}.elementor-widget-divider .elementor-divider__element{margin:0 var(--divider-element-spacing);flex-shrink:0}.elementor-widget-divider .elementor-icon{font-size:var(--divider-icon-size)}.elementor-widget-divider .elementor-divider-separator{display:flex;margin:0;direction:ltr}.elementor-widget-divider--view-line_icon .elementor-divider-separator,.elementor-widget-divider--view-line_text .elementor-divider-separator{align-items:center}.elementor-widget-divider--view-line_icon .elementor-divider-separator:after,.elementor-widget-divider--view-line_icon .elementor-divider-separator:before,.elementor-widget-divider--view-line_text .elementor-divider-separator:after,.elementor-widget-divider--view-line_text .elementor-divider-separator:before{display:block;content:\"\";border-bottom:0;flex-grow:1;border-top:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--element-align-left .elementor-divider .elementor-divider-separator>.elementor-divider__svg:first-of-type{flex-grow:0;flex-shrink:100}.elementor-widget-divider--element-align-left .elementor-divider-separator:before{content:none}.elementor-widget-divider--element-align-left .elementor-divider__element{margin-left:0}.elementor-widget-divider--element-align-right .elementor-divider .elementor-divider-separator>.elementor-divider__svg:last-of-type{flex-grow:0;flex-shrink:100}.elementor-widget-divider--element-align-right .elementor-divider-separator:after{content:none}.elementor-widget-divider--element-align-right .elementor-divider__element{margin-right:0}.elementor-widget-divider:not(.elementor-widget-divider--view-line_text):not(.elementor-widget-divider--view-line_icon) .elementor-divider-separator{border-top:var(--divider-border-width) var(--divider-border-style) var(--divider-color)}.elementor-widget-divider--separator-type-pattern{--divider-border-style:none}.elementor-widget-divider--separator-type-pattern.elementor-widget-divider--view-line .elementor-divider-separator,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:after,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:before,.elementor-widget-divider--separator-type-pattern:not([class*=elementor-widget-divider--view]) .elementor-divider-separator{width:100%;min-height:var(--divider-pattern-height);-webkit-mask-size:var(--divider-pattern-size) 100%;mask-size:var(--divider-pattern-size) 100%;-webkit-mask-repeat:var(--divider-pattern-repeat);mask-repeat:var(--divider-pattern-repeat);background-color:var(--divider-color);-webkit-mask-image:var(--divider-pattern-url);mask-image:var(--divider-pattern-url)}.elementor-widget-divider--no-spacing{--divider-pattern-size:auto}.elementor-widget-divider--bg-round{--divider-pattern-repeat:round}.rtl .elementor-widget-divider .elementor-divider__text{direction:rtl}.e-con-inner>.elementor-widget-divider,.e-con>.elementor-widget-divider{width:var(--container-widget-width,100%);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3875b7 elementor-widget elementor-widget-heading\" data-id=\"c3875b7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 08-12-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h1 class=\"elementor-heading-title elementor-size-default\">Projects<\/h1>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-943ea85 e-con-full e-flex e-con e-child\" data-id=\"943ea85\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9988299 elementor-widget elementor-widget-image\" data-id=\"9988299\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 08-12-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"2560\" height=\"2560\" src=\"http:\/\/192.168.29.200\/wp-content\/uploads\/2024\/10\/altumcode-PNbDkQ2DDgM-unsplash-scaled.jpg\" class=\"attachment-full size-full wp-image-1391\" alt=\"\" srcset=\"http:\/\/192.168.29.200\/wp-content\/uploads\/2024\/10\/altumcode-PNbDkQ2DDgM-unsplash-scaled.jpg 2560w, http:\/\/192.168.29.200\/wp-content\/uploads\/2024\/10\/altumcode-PNbDkQ2DDgM-unsplash-300x300.jpg 300w, http:\/\/192.168.29.200\/wp-content\/uploads\/2024\/10\/elementor\/thumbs\/altumcode-PNbDkQ2DDgM-unsplash-scaled-qvb82dakvccu13r3kuwyey99ryilgnfdmezfkbm3uo.jpg 1024w, http:\/\/192.168.29.200\/wp-content\/uploads\/2024\/10\/altumcode-PNbDkQ2DDgM-unsplash-150x150.jpg 150w, http:\/\/192.168.29.200\/wp-content\/uploads\/2024\/10\/altumcode-PNbDkQ2DDgM-unsplash-768x768.jpg 768w, http:\/\/192.168.29.200\/wp-content\/uploads\/2024\/10\/altumcode-PNbDkQ2DDgM-unsplash-1536x1536.jpg 1536w, http:\/\/192.168.29.200\/wp-content\/uploads\/2024\/10\/altumcode-PNbDkQ2DDgM-unsplash-2048x2048.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c1574b4 e-flex e-con-boxed e-con e-parent\" data-id=\"c1574b4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4c03e75 e-con-full e-flex e-con e-child\" data-id=\"4c03e75\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc910ec elementor-widget elementor-widget-button\" data-id=\"cc910ec\" 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<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"#open_source\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Open Source Projects<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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-fececd7 e-con-full e-flex e-con e-child\" data-id=\"fececd7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0005c63 elementor-widget elementor-widget-button\" data-id=\"0005c63\" 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<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"#corp_end\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Corporate Endeavors<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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-f774ba0 e-con-full e-flex e-con e-child\" data-id=\"f774ba0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-625b93b elementor-align-center elementor-widget elementor-widget-button\" data-id=\"625b93b\" 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<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"#academic\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Academic Projects  <\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-oyy1wo4 e-flex e-con-boxed e-con e-parent\" data-id=\"oyy1wo4\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4e3e72b e-con-full e-flex e-con e-child\" data-id=\"4e3e72b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9d67aed e-flex e-con-boxed e-con e-parent\" data-id=\"9d67aed\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4b01d5b e-flex e-con-boxed e-con e-child\" data-id=\"4b01d5b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e9fe2f7 elementor-widget elementor-widget-menu-anchor\" data-id=\"e9fe2f7\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 08-12-2023 *\/\nbody.elementor-page .elementor-widget-menu-anchor{margin-bottom:0}<\/style>\t\t<div id=\"open_source\" class=\"elementor-menu-anchor\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2149b3b elementor-widget elementor-widget-heading\" data-id=\"2149b3b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Open Source Projects<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-72995e3 e-flex e-con-boxed e-con e-child\" data-id=\"72995e3\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-069f4ca e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"069f4ca\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeInRight&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2090e2a elementor-widget elementor-widget-heading\" data-id=\"2090e2a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Generative AI<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-743ca0a elementor-widget elementor-widget-heading\" data-id=\"743ca0a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">- Diffusion Model<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f807a5 elementor-widget elementor-widget-text-editor\" data-id=\"7f807a5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 08-12-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<ul><li>Diffusion models are a class of generative models that learn to reverse a gradual noising process to produce high-quality data, such as images, from random noise. Inspired by probabilistic principles, they are increasingly popular in AI image generation. I have coded a basic diffusion model following the <span style=\"color: #f7e4e4;\"><a style=\"color: #f7e4e4;\" href=\"https:\/\/arxiv.org\/abs\/2006.11239\" target=\"_blank\" rel=\"noopener\"><strong>Denoising Diffusion Probabilistic Model (DDPM)<\/strong><\/a><\/span> paper, which is now publicly accessible.<br \/><a href=\"https:\/\/github.com\/JDan-16\/Diffusion_model1\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #800080;\"><strong>https:\/\/github.com\/JDan-16\/Diffusion_model1<\/strong><\/span><\/a><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e98483 elementor-widget elementor-widget-heading\" data-id=\"6e98483\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">- Stable Diffusion<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ddcc6f6 elementor-widget elementor-widget-text-editor\" data-id=\"ddcc6f6\" 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<ul><li>Stable Diffusion is a generative model designed to create highly detailed images from textual input. It operates by progressively refining random noise into coherent visuals, leveraging diffusion techniques for efficient and realistic image synthesis. I have implemented the architecture of Stable Diffusion v1.5 in PyTorch.<br \/><a href=\"https:\/\/github.com\/JDan-16\/Stable_Diffusion_v1_5\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #800080;\"><strong>https:\/\/github.com\/JDan-16\/Stable_Diffusion_v1_5<\/strong><\/span><\/a><\/li><\/ul>\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-685b35e e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"685b35e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeInRight&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-beca8e5 elementor-widget elementor-widget-heading\" data-id=\"beca8e5\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">More open source projects coming soon...<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6d4aff elementor-widget elementor-widget-menu-anchor\" data-id=\"d6d4aff\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"corp_end\" class=\"elementor-menu-anchor\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b74c7f6 elementor-widget elementor-widget-heading\" data-id=\"b74c7f6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Corporate Endeavors<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-011dbd1 e-flex e-con-boxed e-con e-child\" data-id=\"011dbd1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2af6b72 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"2af6b72\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeInRight&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-67e5109 elementor-widget elementor-widget-heading\" data-id=\"67e5109\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Hexagon Tensor Processor<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14b930b elementor-widget elementor-widget-text-editor\" data-id=\"14b930b\" 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<p><span style=\"color: #333333;\">Company: Qualcomm<\/span><\/p><p>I contribute to the Hexagon Tensor Processor (HTP) team, focusing on deep learning operation kernels and model graph optimization. HTP is the neural processing unit (NPU) designed from the ground up for generative AI, integrated into all Snapdragon chipsets, including the Snapdragon X Series. This role requires me to stay current with state-of-the-art deep learning and generative AI models. To know more about HTP, see <a href=\"https:\/\/docs.qualcomm.com\/bundle\/publicresource\/topics\/80-63442-50\/htp_backend.html#htp\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #800080;\"><strong>link<\/strong><\/span><\/a>.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dc6a3c9 e-flex e-con-boxed e-con e-child\" data-id=\"dc6a3c9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-528db30 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"528db30\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeInRight&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-39b53b9 elementor-widget elementor-widget-heading\" data-id=\"39b53b9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Life Sciences Project<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b174dc elementor-widget elementor-widget-text-editor\" data-id=\"3b174dc\" 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<p><span style=\"color: #333333;\">Company: Ceremorphic, Inc.<\/span><\/p><p>I led a software team dedicated to constructing an AI-powered software framework tailored for in-house custom hardware within the life sciences domain. I developed proficiency in integrating diverse deep learning models, including Vision models, Language models (transformer, BERT), other Generative models (GAN, VAE), Graph based models (GCN), and more.\u00a0<\/p><p>Furthermore, I have been responsible for architecting and designing a compiler from inception, tailored for analog compute circuits in the realm of life sciences applications.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ab2049a e-flex e-con-boxed e-con e-child\" data-id=\"ab2049a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f755993 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"f755993\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeInRight&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bb9cf5c elementor-widget elementor-widget-heading\" data-id=\"bb9cf5c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Deep Learning Accelerator<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a65dba elementor-widget elementor-widget-text-editor\" data-id=\"9a65dba\" 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<p><span style=\"color: #333333;\">Company: Ceremorphic, Inc.<\/span><\/p><p>Inventing a power-efficient method, I optimized convolution and max-pool operations in a combined way, achieving 3-4x power efficiency without modifications during backpropagation\u2014resulting in a filed patent. My role extended to designing algorithms for quantization-aware training of neural networks, minimizing machine cycles. Additionally, I contributed to deploying posit mathematics for neural network operations in hardware.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2e6698b e-flex e-con-boxed e-con e-child\" data-id=\"2e6698b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-cbd25b1 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"cbd25b1\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeInRight&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7e2db93 elementor-widget elementor-widget-heading\" data-id=\"7e2db93\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">AI powered Security and other Projects<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46ff73e elementor-widget elementor-widget-text-editor\" data-id=\"46ff73e\" 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<p><span style=\"color: #333333;\">Company: Ceremorphic, Inc.<\/span><\/p><p>Under the mentorship of Prof. Boris Murmann, I explored microarchitectural side-channel attacks (SCA) like Flush+Reload, Flush+Flush, Prime+Probe, etc., developing AI-inspired algorithms to mitigate such threats. My comprehensive efforts encompassed building and filing numerous intellectual properties (IPs) and patents.\u00a0<span style=\"font-style: inherit; font-weight: inherit; color: var( --e-global-color-astglobalcolor5 ); background-color: var( --e-global-color-astglobalcolor0 ); text-align: var(--text-align);\">Other projects include exploration of fundamental quantum machine learning concepts and circuits.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b1d6c3e e-flex e-con-boxed e-con e-child\" data-id=\"b1d6c3e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ee5dc25 e-flex e-con-boxed e-con e-child\" data-id=\"ee5dc25\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8005b1a elementor-widget elementor-widget-menu-anchor\" data-id=\"8005b1a\" data-element_type=\"widget\" data-widget_type=\"menu-anchor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"academic\" class=\"elementor-menu-anchor\"><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-444a3bf elementor-widget elementor-widget-heading\" data-id=\"444a3bf\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Academic Projects<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f1fdeab e-flex e-con-boxed e-con e-child\" data-id=\"f1fdeab\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-981fae5 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"981fae5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeInRight&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1f06a8e elementor-widget elementor-widget-heading\" data-id=\"1f06a8e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">IIT Gandhinagar<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9d6daa0 elementor-widget elementor-widget-heading\" data-id=\"9d6daa0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">M.Tech Thesis: An Approach towards Building Energy-Efficient Architectures for Neural Networks<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ba60627 elementor-widget elementor-widget-text-editor\" data-id=\"ba60627\" 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<p>Under the guidance of Dr. Joycee Mekie, I derived a formula for the minimum exponent size in floating-point representation for neural network weights, ensuring accuracy, <span dir=\"ltr\" role=\"presentation\">and gave mathematical explanation for the relationship existing <\/span><span dir=\"ltr\" role=\"presentation\">between mantissa and depth of a model. <\/span>Additionally, proposed methods for bit error resilience in SRAM-based floating-point representation.\u00a0<br \/>Other minor projects include implementation of an elementary pipelined processor and a multilayer perceptron\u00a0neural network on\u00a0an FPGA platform.<\/p>\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-a68ab2f e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"a68ab2f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;fadeInRight&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5cb4684 elementor-widget elementor-widget-heading\" data-id=\"5cb4684\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Assam Engineering College<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a057eb3 elementor-widget elementor-widget-heading\" data-id=\"a057eb3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">B.E. Final Year Project: Prediction of Water Usage Based on Weather Data Pattern Using Neural Network<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a18d9c elementor-widget elementor-widget-text-editor\" data-id=\"1a18d9c\" 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<p>Collaborating with Dr. Rashi Borgohain and Mr. Tanmoy Goswami, I designed a Raspberry Pi-based device with interfaced sensors to collect soil type and daily water usage data. Based on the collected data and weather data from other sources, I designed and trained a neural network. Leveraging this neural network, I wrote RESTful APIs, enabling accurate water usage predictions via a user-friendly web interface.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-637b71b e-flex e-con-boxed e-con e-parent\" data-id=\"637b71b\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-11c4819 e-con-full e-flex e-con e-child\" data-id=\"11c4819\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a2096ba elementor-widget__width-auto elementor-widget elementor-widget-heading\" data-id=\"a2096ba\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Portfolio<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-61a467a elementor-widget__width-auto elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"61a467a\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<a class=\"elementor-icon elementor-animation-float\" href=\"\/portfolio\/\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 2048 2048\"><path d=\"M6.125 1088h1797.89l-402.976 403 89.994 90L2048 1024l-556.966-557-89.994 90 402.976 403H6.125v128z\"><\/path><\/svg>\t\t\t<\/a>\n\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Projects Open Source Projects Corporate Endeavors Academic Projects Open Source Projects Generative AI &#8211; Diffusion Model Diffusion models are a class of generative models that learn to reverse a gradual noising process to produce high-quality data, such as images, from random noise. Inspired by probabilistic principles, they are increasingly popular in AI image generation. I &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"http:\/\/192.168.29.200\/projects\/\"> <span class=\"screen-reader-text\">Projects<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-site-content-layout":"full-width-container","site-content-style":"unboxed","site-sidebar-style":"unboxed","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"disabled","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"enabled","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"aioseo_notices":[],"_links":{"self":[{"href":"http:\/\/192.168.29.200\/wp-json\/wp\/v2\/pages\/1320"}],"collection":[{"href":"http:\/\/192.168.29.200\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/192.168.29.200\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/192.168.29.200\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/192.168.29.200\/wp-json\/wp\/v2\/comments?post=1320"}],"version-history":[{"count":37,"href":"http:\/\/192.168.29.200\/wp-json\/wp\/v2\/pages\/1320\/revisions"}],"predecessor-version":[{"id":1398,"href":"http:\/\/192.168.29.200\/wp-json\/wp\/v2\/pages\/1320\/revisions\/1398"}],"wp:attachment":[{"href":"http:\/\/192.168.29.200\/wp-json\/wp\/v2\/media?parent=1320"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}