SBERT KFOLD User Portfolio To Job Descriptions
A fine-tuned sentence transformer model based on sentence-transformers/all-MiniLM-L6-v2 for calculating semantic similarity between sentences and paragraphs.
Downloads 26
Release Time : 12/23/2024
Model Overview
This model maps sentences and paragraphs to a 384-dimensional dense vector space, suitable for tasks such as semantic textual similarity, semantic search, paraphrase mining, text classification, and clustering.
Model Features
High-Precision Semantic Understanding
Accurately captures semantic relationships between sentences and paragraphs to compute similarity scores.
Efficient Vectorization
Converts text into 384-dimensional dense vectors for subsequent processing and analysis.
Multi-Task Support
Supports various natural language processing tasks such as semantic search, text classification, and clustering.
Model Capabilities
Semantic Textual Similarity Calculation
Semantic Search
Paraphrase Mining
Text Classification
Text Clustering
Use Cases
Recruitment and Job Search
Job Seeker and Position Matching
Matches job seekers' personal profiles with job descriptions and computes similarity scores.
Helps recruiters quickly screen suitable candidates.
Freelancer Project Recommendations
Recommends suitable projects based on freelancers' skill descriptions.
Improves matching efficiency between freelancers and projects.
Content Management
Similar Content Identification
Identifies similar content on websites or platforms.
Helps with content deduplication or recommending related content.
🚀 Sentence Similarity Model
This project is centered around a sentence similarity model, which can effectively measure the similarity between different sentences. It is based on the sentence-transformers
library and uses the sentence-transformers/all-MiniLM-L6-v2
as the base model.
🚀 Quick Start
Model Information
Property | Details |
---|---|
Model Type | Sentence Similarity |
Base Model | sentence-transformers/all-MiniLM-L6-v2 |
Library Name | sentence-transformers |
Pipeline Tag | sentence-similarity |
Tags | sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:16682, loss:CosineSimilarityLoss |
Widget Examples
The following are some examples of using the model through the widget:
Example 1
- Source Sentence: "Hello, I am Redoan Ahmad I'm a professional Graphic Designer who finds great joy in creating assets that not only meet the expectations of my clients, but exceed them and add to what has become a delightful portfolio of my work. I am an expert in the field, and specialize in many different aspects of design work, including but not limited to + Logos + Flyers + Brochures + Banners + Icons + Business card + Branding As you can see, I take on projects involving a plethora of different visual assets. I use the Adobe Suite Programs to create and perfect everything I make, both for my clients and on my own time, so I'm incredibly adept at"
- Sentences to Compare:
- "I'm in search of a designer who can help craft a unique and engaging digital portfolio for my company. The desired style of the portfolio is creative and artistic, so I'm looking for someone who can think outside the box and design a portfolio that truly stands out. Key components of the portfolio will include - Client testimonials These will need to be presented in an appealing way that showcases our strong relationships and positive feedback from our clients. - Project case studies I want to highlight some of our best work. This will require a designer who can help distill complex projects into easy-to-understand and visually appealing presentations. Ideal candidates for this project should be experienced in creating digital portfolios and have a strong design background. They should be able to demonstrate a flexible and creative design approach, with a portfolio that reflects a 'creative and artistic' style. Good communication skills are a must, as we will need to collaborate closely to ensure the final product meets our expectations."
- "I need a proficient developer who can replicate a Forex trading software for me. The software needs to include - Real-time data feed The software should provide up-to-the-minute information about the forex market. - Automated trading I want the software to have a feature that allows for trading without human intervention, based on pre-set parameters or algorithms. The final product needs to be compatible with Windows. Ideal candidates for this project should have substantial experience in creating or replicating trading software, particularly in the Forex sector. Knowledge of real-time data processing and automated trading systems is crucial. Please ensure your bid reflects your expertise in this field."
- "I'm seeking a talented graphic designer to assist with a short project. The tasks will include designing a logo, banners, and screenshots, as well as a favicon for our website, app stores, and social media platforms."
Example 2
- Source Sentence: "Hello I am a skilled graphic designer, my designs are creative and based on modern strategies. The ones I create express the customer's brand language and make multiple connections with the audience. I am interested in engineering and through my work I try to meet customer requirements and expectations.. I am an experienced graphic designer who loves to create modern and unique designs. I specialize in personal calling and branding projects.!!"
- Sentences to Compare:
- "I'm seeking a talented graphic designer who can create engaging and visually appealing designs for my marketing materials, specifically for flyers and business cards. Ideally, the freelancer should have a keen understanding of design principles and be able to create designs that will capture attention and convey my brand message effectively. Skills and experience needed - Proficient in graphic design software such as Adobe Illustrator, Photoshop, etc. - Creative and innovative thinker - Strong understanding of design principles - Experience in designing marketing materials - Excellent communication skills"
- "I'm looking for a skilled web application developer proficient in NodeJSTypescriptVue 3 to help me build an interactive web application. The main features of this project would include - Utilizing the Vue 3 Framework Prior experience in Vue.js is a must. Understanding of its core concepts and features is essential to deliver a high-quality application. - Payment Gateway Integration The application will require integration with a payment gateway such as Stripe or PayPal. Experience with these platforms is highly desirable. - User Authentication Clerk - Flexible Design The application should be able to accommodate future expansions or modifications, so a flexible design and coding approach is key. The main technologies that application will use are - NodeJSExpressTypescriptPrisma - Vue 3ShadCNTailwind CSS I have a detailed specification which I will share with those selected to be shortlisted. To be considered for this project 1. A brief summary of your experience in the core technologies I want to use for the App. 2. Please provide links for any projects which use Node JSExpressPrisma and Vue 3 If you have any further questions please reach out."
- "I'm in need of a talented graphic designer to create website graphics for my project. This includes designing banner images, icons, and infographics. Ideal Skills - Proficiency in graphic design software Adobe Illustrator, Photoshop, etc. - Strong portfolio of website graphics - Experience with designing for social media and ad campaigns Please note, the banner images will be used on the homepage, social media, and ad campaigns. A deep understanding of how to create engaging and impactful designs for these platforms is crucial."
Example 3
- Source Sentence: "PHP Codeigniter Laravel Google Ads API - PHPPython Google AppsAds Script Bing Ads API Twitter API TikTok API FB API Google APIs GitHub login to view URL LinkedIn Profile login to view URL"
- Sentences to Compare:
- "I need a structural engineer to provide detailed engineering plans for a residential building. Specific Requirements - Foundation plans - Framing plans - Roof structure details Additionally, I need - Copies of the structural engineering details, including piers and footings. - A reference site classification report with a copy of the report provided. Ideal candidates should have - Extensive experience in structural engineering for residential buildings. - Ability to interpret and work from existing architectural plans. - Strong communication skills to provide necessary documentation clearly."
- "I'm looking for a talented web developer with a strong background in Shopify to create a robust e-commerce website for selling electronics and gadgets. Key Requirements - Expertise in Shopify You should have a deep understanding of the platform to build an effective, secure and user-friendly online store. - E-commerce Development Experience in creating e-commerce websites is essential. You will need to implement features that facilitate seamless shopping experiences. - Understanding of Electronics A knowledge of the electronics industry will be a plus, as it will help in designing the website Please note, this project does not include the add-on features such as product reviews, discount codes or customer account creation, but these may be discussed further down the line."
- "I'm looking for a professional with experience in WebSocket and Laravel to integrate Twilio and login to view URL into my Laravel Blade website. The primary function of Twilio will be enabling voice calls on the website. Key Tasks - Implement Twilio for voice call functionality on the website. - Integrate login to view URL's Natural Language Processing NLP capabilities into the site. Ideal Candidate - Proficient in Laravel and Blade. - Extensive experience with Twilio and Vapi.ai. - Strong knowledge of WebSocket. - Ability to implement NLP features effectively."
Example 4
- Source Sentence: "I have 6-year experience as a Web Designer and WordPress Designer. 100+ completed projects. My Top Skills - HTML, CSS, Bootstrap 3 4 5 - Admin Dashboard - Email Template within 2 to 3 hours - Web Design - HTML5, CSS3 Canvas, SVG - PSD, FIGMA, ZEPLIN, XD, image, pdf to HTML, CSS Conversion - PSD, FIGMA, ZEPLIN, XD, image, pdf to Bootstrap Conversion - Animation, Slider - Fix Tailwind CSS - Photoshop intermediate - Adobe XD Mobile App any changes intermediate"
- Sentences to Compare:
- "I'm seeking a talented web developer with a keen eye for 3D design to revamp our current website. The job involves a complete overhaul of the website's layout, user interface, and 3D images. Key Requirements - Proficiency in 3D design You should be adept at enhancing textures, improving lighting, and updating models for a more engaging and visually striking website. - WordPress Expertise The new design should be compatible with WordPress, so prior experience with this platform is a must. Responsibilities - Redesign the website layout and user interface to improve overall user experience. - Update all existing 3D images, enhancing them with improved textures and lighting. - Ensure the website is fully functional on the WordPress platform. Ideal Candidate - A creative thinker with a strong background in both web development and 3D design. - Prior experience with WordPress and a portfolio that showcases your skills in revamping websites. - Excellent communication skills to ensure smooth collaboration and understanding of my vision for the project. I'd love to hear from you if you're confident in your ability to take on this project. Please include relevant samples of your past work in your application. Experience with Fancy Product Designer for customisations must be on time samples of what I want login to view URL login to view URL login to view URL"
- "I'm looking for a skilled web developer experienced in web scraping to create a web scraper for me. Key Requirements - The scraper should be able to extract product prices from Amazon. Ideal Skills and Experience - Proficiency in Python and libraries like BeautifulSoup and Scrapy. - Previous experience scraping data from Amazon is a plus. - Strong understanding of web scraping ethics and legal considerations. Please include in your proposal examples of similar projects you've completed."
- "I'm looking for an expert mobile app developer who can create a comprehensive e-commerce app for both iOS and Android platforms. Key Features - User-friendly interface - Secure payment gateway - Real-time inventory updates - Customer review and rating system - Push notifications for sales and offers Ideal Skills - Proficiency in cross-platform mobile app development - Experience in e-commerce app development - Knowledge of UIUX design principles - Understanding of secure payment integration - Familiarity with inventory management systems Your expertise will help me reach my goal of launching a top-tier e-commerce app. Please provide your portfolio showcasing similar projects you've completed in the past."
Example 5
- Source Sentence: "I have 15+ years experiences with web development, machine learning engineering and product development. I also have 5+ years experiences with team management for developing new product and maintaining old products."
- Sentences to Compare:
- "I'm starting a web development company and need a senior WordPress developer who is proficient in PHP, JavaScript, HTML, and CSS. This role will require working closely with my designer to customize websites. Key Responsibilities - Custom theme development - Communicating with the Designer - Optimising websites for performance - Ongoing website maintenance The ideal candidate should - Have expert-level experience with custom theme development - Be eager to learn and adapt - Have a solid track record with WordPress - Know the pain points of WordPress and how to solve them - Benefit Experience with SEO Collaboration - We will be using TrelloWhatsappTeams for project management and collaboration tasks. Your ability to work as part of a team and communicate effectively will be crucial for our success. A passion for web development and a desire to be part of a growing company will make this a rewarding opportunity."
- "Job Title Freelance Graphic Designer Monthly Deliverables Minimum 30 Creative Designs Budg"
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