{"id":2231,"date":"2023-08-12T12:37:31","date_gmt":"2023-08-12T12:37:31","guid":{"rendered":"https:\/\/quantumopenai.com\/?p=2231"},"modified":"2023-08-12T19:00:36","modified_gmt":"2023-08-12T19:00:36","slug":"quantum-nlp-proj-00141","status":"publish","type":"post","link":"https:\/\/quantumopenai.com\/quantum-nlp-proj-00141\/","title":{"rendered":"Quantum NLP: PROJ- 00141"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2231\" class=\"elementor elementor-2231\">\n\t\t\t\t\t\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-9df8892 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9df8892\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6050082\" data-id=\"6050082\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cf50c55 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"cf50c55\" 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 - v3.11.3 - 07-03-2023 *\/\n.elementor-widget-divider{--divider-border-style:none;--divider-border-width:1px;--divider-color:#2c2c2c;--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-0eb7a49 elementor-widget elementor-widget-heading\" data-id=\"0eb7a49\" 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 - v3.11.3 - 07-03-2023 *\/\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><h2 class=\"elementor-heading-title elementor-size-default\">Quantum NLP : PROJ-00141<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7284994 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"7284994\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\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-ff7763d elementor-widget elementor-widget-spacer\" data-id=\"ff7763d\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.11.3 - 07-03-2023 *\/\n.elementor-column .elementor-spacer-inner{height:var(--spacer-size)}.e-con{--container-widget-width:100%}.e-con-inner>.elementor-widget-spacer,.e-con>.elementor-widget-spacer{width:var(--container-widget-width,var(--spacer-size));--align-self:var(--container-widget-align-self,initial);--flex-shrink:0}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container,.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer,.e-con>.elementor-widget-spacer>.elementor-widget-container,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer{height:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner{height:var(--container-widget-height,var(--spacer-size))}<\/style>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\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<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-38bb662 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"38bb662\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e84a904\" data-id=\"e84a904\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9a86bbc elementor-widget elementor-widget-image\" data-id=\"9a86bbc\" 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 - v3.11.3 - 07-03-2023 *\/\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 loading=\"lazy\" decoding=\"async\" width=\"392\" height=\"220\" src=\"https:\/\/quantumopenai.com\/wp-content\/uploads\/2023\/08\/64af8f2e9dd11af6f8372005_What-is-Quantum-Natural-Language-Processing_.png\" class=\"attachment-full size-full wp-image-2204\" alt=\"\" srcset=\"https:\/\/quantumopenai.com\/wp-content\/uploads\/2023\/08\/64af8f2e9dd11af6f8372005_What-is-Quantum-Natural-Language-Processing_.png 392w, https:\/\/quantumopenai.com\/wp-content\/uploads\/2023\/08\/64af8f2e9dd11af6f8372005_What-is-Quantum-Natural-Language-Processing_-300x168.png 300w\" sizes=\"(max-width: 392px) 100vw, 392px\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-ec8d79a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ec8d79a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d2b2572\" data-id=\"d2b2572\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e509857 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"e509857\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-a122f1c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a122f1c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-dd61975\" data-id=\"dd61975\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3f5fb1a elementor-widget elementor-widget-text-editor\" data-id=\"3f5fb1a\" 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 - v3.11.3 - 07-03-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#818a91;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#818a91;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<p><strong>Quantum NLP for High-Level Sentence Classification<\/strong><\/p><p><strong>Introduction:<\/strong> Quantum Natural Language Processing (Quantum NLP) has emerged as a pioneering field at the intersection of quantum computing and natural language processing. It harnesses the unique properties of quantum systems to enhance the capabilities of traditional NLP techniques. This project aims to explore the potential of Quantum NLP in high-level sentence classification, employing both Classical and Quantum Pipelines, and to contribute novel features to the NLP landscape.<\/p><p><strong>Objective:<\/strong> The primary goal of this project is to demonstrate the power of Quantum NLP in high-level sentence classification tasks and compare its performance with classical methods. Leveraging the inherent parallelism and information processing capabilities of quantum systems, this project aims to achieve improved accuracy and efficiency in classifying sentences based on their semantic meaning.<\/p><p><strong>Methodology:<\/strong><\/p><ol><li><p><strong>Data Collection and Preprocessing:<\/strong> A diverse dataset of sentences from various domains will be collected and preprocessed to ensure uniformity and relevance. This dataset will serve as the foundation for training and evaluation.<\/p><\/li><li><p><strong>Classical Pipeline:<\/strong> A classical NLP pipeline will be established as a baseline for comparison. This pipeline will involve common NLP techniques such as tokenization, feature extraction, and traditional machine learning models for sentence classification.<\/p><\/li><li><p><strong>Quantum Pipeline:<\/strong> Leveraging quantum computing frameworks, a Quantum NLP pipeline will be developed. Quantum-enhanced techniques like Quantum Embedding and Quantum Amplitude Encoding will be employed to encode sentence semantics into quantum states. Quantum circuits will be designed for classification tasks using quantum algorithms like Variational Quantum Eigensolver (VQE) or Quantum Support Vector Machines (QSVM).<\/p><\/li><li><p><strong>Hybrid Approach:<\/strong> A hybrid approach combining classical and quantum elements will be explored to capitalize on the strengths of both paradigms. This involves using classical pre-processing and post-processing steps alongside quantum computations for enhanced classification.<\/p><\/li><li><p><strong>Performance Comparison:<\/strong> The performance of the Classical and Quantum Pipelines will be thoroughly evaluated using metrics like accuracy, precision, recall, and F1-score. A detailed analysis will be conducted to understand the scenarios where Quantum NLP excels.<\/p><\/li><\/ol><p><strong>Contribution to NLP:<\/strong> Aside from the comparative analysis, this project aims to contribute to the NLP field by introducing new features and techniques inspired by Quantum NLP. These could include novel ways of representing sentence semantics, improved feature extraction methods, and innovative strategies for solving high-level classification challenges.<\/p><p><strong>Expected Outcomes:<\/strong><\/p><ol><li>A comprehensive understanding of Quantum NLP&#8217;s potential for high-level sentence classification.<\/li><li>Performance comparison between Classical and Quantum Pipelines.<\/li><li>Insights into the effectiveness of hybrid classical-quantum approaches.<\/li><li>Novel features and techniques that could extend the capabilities of classical NLP methods.<\/li><\/ol><p><strong>Conclusion:<\/strong> Through the exploration of Quantum NLP for high-level sentence classification and the comparison of Classical and Quantum Pipelines, this project aims to demonstrate the advancements that quantum computing can bring to the field of natural language processing. By contributing new features to the NLP landscape, this project aspires to push the boundaries of what&#8217;s achievable in semantic analysis and sentence classification.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-a40d257 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a40d257\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f8e72af\" data-id=\"f8e72af\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-27b8868 elementor-widget elementor-widget-text-editor\" data-id=\"27b8868\" 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><a href=\"http:\/\/qisk.it\/qmp\" target=\"_blank\" rel=\"noopener\">Qiskit Music: http:\/\/qisk.it\/qmp<\/a><\/p><p><a href=\"https:\/\/github.com\/iccmr-quantum\/quantumaudio\/blob\/main\/tutorial_quantum_audio_module.ipynb\" target=\"_blank\" rel=\"noopener\">Quantum Audio: https:\/\/github.com\/iccmr-quantum\/quantumaudio\/blob\/main\/tutorial_quantum_audio_module.ipynb<\/a><\/p><p><a href=\"https:\/\/www.udemy.com\/share\/105zUg3@ODQGh97BUaHgswJ6bbeJpuzli63F5kYSQO0BovVM7XDchIEurdhwYc6JptWbsbBM6g==\/\" target=\"_blank\" rel=\"noopener\">QNLP Quick Course: https:\/\/www.udemy.com\/share\/105zUg3@ODQGh97BUaHgswJ6bbeJpuzli63F5kYSQO0BovVM7XDchIEurdhwYc6JptWbsbBM6g==\/<\/a><\/p><p><a href=\"https:\/\/github.com\/CQCL\/lambeq\" target=\"_blank\" rel=\"noopener\">Lambeq: https:\/\/github.com\/CQCL\/lambeq<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section data-particle_enable=\"false\" data-particle-mobile-disabled=\"false\" class=\"elementor-section elementor-top-section elementor-element elementor-element-9224179 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9224179\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f392f2d\" data-id=\"f392f2d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dc9509b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"dc9509b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\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-90430e5 elementor-widget elementor-widget-text-editor\" data-id=\"90430e5\" 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><b>Project Detail:<\/b><br \/>We are seeking 6-7 highly motivated individuals for a 40-day project. The goal of the project is to explore the practical application of quantum principles to solve real-world problems, through the development and implementation of various code modifications. The results of the project will be evaluated upon completion. We are looking for individuals who are passionate about this field and eager to contribute to the growing body of research on QEC. This project presents a unique opportunity to enhance your skills and knowledge, and work collaboratively with a team towards a common goal.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76f8c2a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"76f8c2a\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\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-2450034 elementor-widget elementor-widget-text-editor\" data-id=\"2450034\" 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><b>Participation Rules:<\/b><br \/>To be eligible for certification in this project, it is crucial to commit to working on the project until it&#8217;s\u00a0due date. It is expected that you will contribute to the project to the best of your ability, follow the instructions provided by the mentors, and collaborate in a friendly manner with other team members. Sharing your work and resources with others is encouraged, and open communication among the team is essential for the success of the project. This is an opportunity to learn from each other and work towards a common goal, so make the most of it by engaging actively and constructively.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b636ac8 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"b636ac8\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\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-b454901 elementor-widget elementor-widget-text-editor\" data-id=\"b454901\" 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>The application process for this project starts on <b>SEP 10th, 2023<\/b>. To be considered, you must apply before this date. Participants will be selected shortly after the deadline.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cce8e51 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"cce8e51\" 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 href=\"https:\/\/forms.gle\/GKEd5pv2CMfMmJhX8\" target=\"_blank\" class=\"elementor-button-link elementor-button elementor-size-sm\" role=\"button\">\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\">Apply<\/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 class=\"elementor-element elementor-element-446428f elementor-widget elementor-widget-text-editor\" data-id=\"446428f\" 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><strong>Due to the High Computational Power demanding nature of the project, <a href=\"https:\/\/hypy.quantumopenai.com\/\">HyPy Cloud<\/a> generously granted us complimentary access to a premium tier machine, boasting 16 vCPUs and 120 GB RAM. To avail of this opportunity, please proceed by completing the machine access request form provided below.<\/strong><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-35e2988 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"35e2988\" 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 href=\"https:\/\/forms.gle\/S5FjLSFNyYGDm88s5\" target=\"_blank\" class=\"elementor-button-link elementor-button elementor-size-sm\" role=\"button\">\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\">Apply Now<\/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 class=\"elementor-element elementor-element-c331b93 elementor-widget elementor-widget-heading\" data-id=\"c331b93\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/hypy.quantumopenai.com\/\" target=\"_blank\"><b>Know More About HyPy Cloud: HERE<\/b><\/a><\/h6>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-889e505 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"889e505\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\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-9f218a7 elementor-widget elementor-widget-text-editor\" data-id=\"9f218a7\" 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<div class=\"w-full border-b border-black\/10 dark:border-gray-900\/50 text-gray-800 dark:text-gray-100 group bg-gray-50 dark:bg-[#444654]\">\n<div class=\"text-base gap-4 md:gap-6 m-auto md:max-w-2xl lg:max-w-2xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0\">\n<div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\">\n<div class=\"flex flex-grow flex-col gap-3\">\n<div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n\nIf you are interested in becoming a mentor for this project, please fill out the <b><a style=\"color: blue; text-decoration: none;\" href=\"https:\/\/forms.gle\/mwRzMPVcH1LxJBSM9\" target=\"_blank\" rel=\"noopener\">&#8220;Be a Mentor&#8221;<\/a><\/b> form. We are seeking experienced individuals who are passionate about the project&#8217;s objectives and are willing to guide and support the team of participants throughout the project. As a mentor, you will have the opportunity to share your knowledge and expertise, and help to shape the direction of the project. Your support and guidance will be invaluable to the success of the team, and we appreciate your willingness to get involved.\n\n<\/div>\n<\/div>\n<\/div>\n<div class=\"flex justify-between\">\n<div class=\"text-gray-400 flex self-end lg:self-center justify-center mt-2 gap-3 md:gap-4 lg:gap-1 lg:absolute lg:top-0 lg:translate-x-full lg:right-0 lg:mt-0 lg:pl-2 visible\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Quantum NLP : PROJ-00141 Quantum NLP for High-Level Sentence Classification Introduction: Quantum Natural Language Processing (Quantum NLP) has emerged as a pioneering field at the intersection of quantum computing and natural language processing. It harnesses the unique properties of quantum systems to enhance the capabilities of traditional NLP techniques. This project aims to explore the &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/quantumopenai.com\/quantum-nlp-proj-00141\/\"> <span class=\"screen-reader-text\">Quantum NLP: PROJ- 00141<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":1199,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","site-sidebar-layout":"default","site-content-layout":"default","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":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"categories":[1],"tags":[],"_links":{"self":[{"href":"https:\/\/quantumopenai.com\/wp-json\/wp\/v2\/posts\/2231"}],"collection":[{"href":"https:\/\/quantumopenai.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/quantumopenai.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/quantumopenai.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/quantumopenai.com\/wp-json\/wp\/v2\/comments?post=2231"}],"version-history":[{"count":13,"href":"https:\/\/quantumopenai.com\/wp-json\/wp\/v2\/posts\/2231\/revisions"}],"predecessor-version":[{"id":2289,"href":"https:\/\/quantumopenai.com\/wp-json\/wp\/v2\/posts\/2231\/revisions\/2289"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/quantumopenai.com\/wp-json\/wp\/v2\/media\/1199"}],"wp:attachment":[{"href":"https:\/\/quantumopenai.com\/wp-json\/wp\/v2\/media?parent=2231"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/quantumopenai.com\/wp-json\/wp\/v2\/categories?post=2231"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/quantumopenai.com\/wp-json\/wp\/v2\/tags?post=2231"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}