sentence-transformers safetensors bert sentence-similarity feature-extraction generated_from_trainer dataset_size:16682 loss:CosineSimilarityLoss arxiv:1908.10084 autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:16682
- loss:CosineSimilarityLoss
widget:
- 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:
  - 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.
- 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:
  - 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.
- 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:
  - 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.
- 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:
  - 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.
- 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:
  - 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 Budget 10,000 Month Job Description We are seeking a Freelance Graphic
    Designer to create high-quality and creative visuals for our projects monthly.
    The ideal candidate will have experience designing a wide range of materials,
    including images for digital platforms, brochures, banners, PDFs, and other print-ready
    files. This remote freelance role is expected to deliver 30 designs per month.
    If you're passionate about visual design and can consistently meet deadlines with
    high-quality work, we'd love to hear from you! Key Responsibilities Create 30+
    designs per month, including - Social media graphics - Flyers, brochures, and
    pamphlets - PDF print files - Flex banners and large-scale designs Design for
    multiple formats Digital websocial media and print brochures, banners, etc.. -
    Collaborate with stakeholders to ensure designs align with the brand and project
    goals. - Make revisions and adjustments based on feedback. - Prepare print-ready
    files with accurate specifications. --- Required Skills - Proficiency in Adobe
    Creative Suite Photoshop, Illustrator, InDesign or equivalent tools. - Strong
    understanding of layout, typography, and color theory, - Experience in designing
    for both digital and print mediums. - Knowledge of print specifications and formats
    CMYK, DPI, bleed, etc.. - Ability to work independently and deliver within deadlines.
    --- Preferred Qualifications - Prior experience as a freelance designer or working
    in an agency setting. - Experience with branding projects - Strong portfolio showcasing
    past work. --- Compensation - 10,000 per month for a minimum of 30 imagesdesigns
    - Additional designs or complex projects may be compensated separately based on
    agreement. --- How to Apply Interested candidates should submit their portfolios
    and CVs this platform Please include samples of - Social media posts or marketing
    graphics - Print designs like brochures or banners - Any other relevant design
    work --- Additional Information - This is a remote freelance opportunity. - Payments
    will be made monthly upon submission and approval of deliverables. - Long-term
    collaboration opportunities available based on performance.
  - Seeking a talented content writer to create engaging and SEO-friendly articles
    across diverse markets. The candidate should possess strong expertise in producing
    content that not only resonates with readers but also performs well in search
    engine rankings. Please submit samples of your past work where you have successfully
    balanced keyword integration with compelling content.
---

# SentenceTransformer

This is a [sentence-transformers](https://www.SBERT.net) model trained. It maps sentences & paragraphs to a 384-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

## Model Details

### Model Description
- **Model Type:** Sentence Transformer
<!-- - **Base model:** [Unknown](https://huggingface.co/unknown) -->
- **Maximum Sequence Length:** 256 tokens
- **Output Dimensionality:** 384 tokens
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)

### Full Model Architecture

```
SentenceTransformer(
  (0): Transformer({'max_seq_length': 256, 'do_lower_case': False}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)
```

## Usage

### Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

```bash
pip install -U sentence-transformers
```

Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("Nashhz/SBERT_KFOLD_JobDescriptions_Skills_UserPortfolios")
# Run inference
sentences = [
    '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.',
    "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 Budget 10,000 Month Job Description We are seeking a Freelance Graphic Designer to create high-quality and creative visuals for our projects monthly. The ideal candidate will have experience designing a wide range of materials, including images for digital platforms, brochures, banners, PDFs, and other print-ready files. This remote freelance role is expected to deliver 30 designs per month. If you're passionate about visual design and can consistently meet deadlines with high-quality work, we'd love to hear from you! Key Responsibilities Create 30+ designs per month, including - Social media graphics - Flyers, brochures, and pamphlets - PDF print files - Flex banners and large-scale designs Design for multiple formats Digital websocial media and print brochures, banners, etc.. - Collaborate with stakeholders to ensure designs align with the brand and project goals. - Make revisions and adjustments based on feedback. - Prepare print-ready files with accurate specifications. --- Required Skills - Proficiency in Adobe Creative Suite Photoshop, Illustrator, InDesign or equivalent tools. - Strong understanding of layout, typography, and color theory, - Experience in designing for both digital and print mediums. - Knowledge of print specifications and formats CMYK, DPI, bleed, etc.. - Ability to work independently and deliver within deadlines. --- Preferred Qualifications - Prior experience as a freelance designer or working in an agency setting. - Experience with branding projects - Strong portfolio showcasing past work. --- Compensation - 10,000 per month for a minimum of 30 imagesdesigns - Additional designs or complex projects may be compensated separately based on agreement. --- How to Apply Interested candidates should submit their portfolios and CVs this platform Please include samples of - Social media posts or marketing graphics - Print designs like brochures or banners - Any other relevant design work --- Additional Information - This is a remote freelance opportunity. - Payments will be made monthly upon submission and approval of deliverables. - Long-term collaboration opportunities available based on performance.",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```

<!--
### Direct Usage (Transformers)

<details><summary>Click to see the direct usage in Transformers</summary>

</details>
-->

<!--
### Downstream Usage (Sentence Transformers)

You can finetune this model on your own dataset.

<details><summary>Click to expand</summary>

</details>
-->

<!--
### Out-of-Scope Use

*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->

<!--
## Bias, Risks and Limitations

*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->

<!--
### Recommendations

*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->

## Training Details

### Training Dataset

#### Unnamed Dataset


* Size: 16,682 training samples
* Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>label</code>
* Approximate statistics based on the first 1000 samples:
  |         | sentence_0                                                                          | sentence_1                                                                          | label                                                           |
  |:--------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:----------------------------------------------------------------|
  | type    | string                                                                              | string                                                                              | float                                                           |
  | details | <ul><li>min: 4 tokens</li><li>mean: 160.64 tokens</li><li>max: 256 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 163.14 tokens</li><li>max: 256 tokens</li></ul> | <ul><li>min: 0.27</li><li>mean: 0.72</li><li>max: 1.0</li></ul> |
* Samples:
  | sentence_0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | label                           |
  |:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------|
  | <code>Amazon eBay Tiktok Shop Amazon Services Amazon Seller Central Management A to Z Store Management A to Z Inventory Management Winning Product Sourcing Product Listing with SEO Listing With Variations Listing Optimization Title, Bullet Points & Description Optimization Images Optimization Product Launching FBA Shipment Creation more Amazon eBay Tiktok Shop Amazon Services Amazon Seller Central Management A to Z Store Management A to Z Inventory Management Winning Product Sourcing Product Listing with SEO Listing With Variations Listing Optimization Title, Bullet Points & Description Optimization Images Optimization Product Launching FBA Shipment Creation Sales Generation Dropshipping Store Design A+ Content Creation Amazon PPC Campaigns Brand Registry Trademark Registration Customer Services Management eBay Services eBay Store Management A to Z A to Z eBay Dropshipping Services Winning Products Sourcing Products listing with SEO Products listing With Variations Listings Optimization Title , Bullet Point & Description Optimization Images Optimization Keywords Optimization Sales Boost Products Ranking Hot selling product with 30 to 50 profit Competitor Analysis Orders Fulfillment Customer Services Management eBay Account Defect Removal Tax Exemption Management Setting Up Promotions Listing Templates Creation Tiktok Shop Services TikTok Shop Account Setup Product Listing Listing Optimization Keyword Research Product Hunting Competitor Analysis Campaign Management Influencer Collaboration TikTok Live Shopping Order Management Promotion Management TikTok Ads for Shop Content Creation for Shop Sales Analytics & Reporting Problem Solving & Issue Resolution Ongoing Shop Optimization</code> | <code>I'm seeking a skilled professional to assist with a variety of tasks including selling products from Amazon UAE to eBay UK via dropshipping, product sourcing, and full virtual assistance. Key Responsibilities - Product Searching & Listing Identify profitable products, create and optimize listings, and conduct market trend analysis. - SEO Management Oversee the search engine optimization for our listed products. - Selling & Listing Management List products on Amazon, eBay, and our website, while managing sales. Ideal Candidate - Previous dropshipping experience, particularly between Amazon and eBay, is a plus. - Strong skills in SEO, product sourcing, and virtual assistance. - Excellent understanding of market trends and product profitability. - Able to create and optimize product listings for maximum visibility and sales. This is a full-time position which requires dedication and a proactive approach. Please only apply if you have the necessary skills and experience.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | <code>0.7151671051979065</code> |
  | <code>We are a group of young, energetic, creative & professional website developer, graphic designer and IT-Administrator who are devoted to implement your requirement with modern technology. Website Design - Development-Modification - Wordpress - Ecommerce - DynamicCustomized site Development Graphic Design - logo design - Brochure - Flyer - Leaflet - PDF Profile - Catalog - Greetings Card - PackageLabel Design - Business Card - Image RetouchEnhancementEditingManipulation IT-Admin Virtual Assistant - Product Listing - Site Content Management - Product Image Enhance - Data Processing - PDF conversion to WordExcel - Web Research - Data Scraping Why Choose Us o Quality Support for everyday 365 days even after project completion o We understand your requirements precisely to deliver Creative designs o 100 client satisfaction guaranteed</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | <code>We are looking for a skilled and dedicated full-time web developer to join our team. The ideal candidate should have extensive experience working with WordPress, Divi, and Elementor, as well as the ability to create custom WordPress themes. Key Responsibilities Develop, maintain, and optimize WordPress websites. Customize and configure Divi and Elementor page builders to meet client needs. Create custom WordPress themes from scratch, ensuring they are optimized for performance and usability. Troubleshoot and resolve any website issues as they arise. Ensure websites are responsive and work seamlessly across all devices. Collaborate with our design and content teams to bring creative ideas to life. Stay up to date with the latest web development trends and best practices. Requirements Proven experience with WordPress, including custom theme development. Proficiency in Divi and Elementor page builders. Strong understanding of HTML, CSS, JavaScript, and PHP. Experience in responsive design and cross-browser compatibility. Ability to work independently and meet deadlines. Strong problem-solving skills and attention to detail. Excellent communication skills in English. Preferred Qualifications Experience with WooCommerce or other WordPress plugins. Familiarity with SEO best practices. Knowledge of version control systems like Git. If you are passionate about web development and want to be part of a growing team, we'd love to hear from you! Please submit your portfolio and CV for consideration.</code> | <code>0.7487468719482422</code> |
  | <code>Hi there, I'm Priyanshu Agarwal I'm a Python expert with a diverse skillset that includes web scraping, Zoho and Tally Prime accounting, automation, and Python application building. With my strong foundation in Python, I can build and automate applications that meet your business needs, saving you time and resources. As a web scraping expert, I specialize in using Python, Selenium, BeautifulSoup4, and Python Requests to extract data from websites and web applications. I have experience in projects of varying scales, from small-scale data collection to large-scale data mining for enterprise-level clients. In addition to my technical expertise in web scraping, I have a strong background in accounting software such as Zoho and Tally Prime. I have experience in managing financial data, generating reports, and automating financial processes using these tools. I understand the importance of accurate and timely financial data in business decision-making, and I strive to ensure that my clients' financial data is organized, up-to-date, and easily accessible. With my experience in automation and Python application building, I can create custom solutions to</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | <code>I'm in need of a data scraping expert to assist in gathering market research data from various retail websites. The ideal freelancer for this project should have a robust experience with Python and Java, as well as proficiency in Odoo and Airtable. Experience in building microservices would be a significant advantage. Key Responsibilities - Scraping data from designated retail websites for market research purposes - Organizing and managing the gathered data in Airtable - Potential development of microservices for data handling, 8n8 Skills and Experience Required - Extensive experience in data scraping, particularly from retail websites - Proficiency in Python and Java - Experience with Odoo and Airtable - Prior experience in building microservices - Understanding of market research techniques and requirements</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     | <code>0.747043251991272</code>  |
* Loss: [<code>CosineSimilarityLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosinesimilarityloss) with these parameters:
  ```json
  {
      "loss_fct": "torch.nn.modules.loss.MSELoss"
  }
  ```

### Training Hyperparameters
#### Non-Default Hyperparameters

- `per_device_train_batch_size`: 16
- `per_device_eval_batch_size`: 16
- `num_train_epochs`: 4
- `multi_dataset_batch_sampler`: round_robin

#### All Hyperparameters
<details><summary>Click to expand</summary>

- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: no
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 16
- `per_device_eval_batch_size`: 16
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 5e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1
- `num_train_epochs`: 4
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.0
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: False
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`: 
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `use_liger_kernel`: False
- `eval_use_gather_object`: False
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: round_robin

</details>

### Training Logs
| Epoch  | Step | Training Loss |
|:------:|:----:|:-------------:|
| 0.4794 | 500  | 0.0003        |
| 0.9588 | 1000 | 0.0003        |
| 1.4382 | 1500 | 0.0003        |
| 1.9175 | 2000 | 0.0003        |
| 2.3969 | 2500 | 0.0002        |
| 2.8763 | 3000 | 0.0002        |
| 3.3557 | 3500 | 0.0002        |
| 3.8351 | 4000 | 0.0002        |
| 0.4794 | 500  | 0.0003        |
| 0.9588 | 1000 | 0.0003        |
| 1.4382 | 1500 | 0.0003        |
| 1.9175 | 2000 | 0.0003        |
| 2.3969 | 2500 | 0.0002        |
| 2.8763 | 3000 | 0.0002        |
| 3.3557 | 3500 | 0.0002        |
| 3.8351 | 4000 | 0.0001        |
| 0.4794 | 500  | 0.0002        |
| 0.9588 | 1000 | 0.0002        |
| 1.4382 | 1500 | 0.0002        |
| 1.9175 | 2000 | 0.0002        |
| 2.3969 | 2500 | 0.0002        |
| 2.8763 | 3000 | 0.0002        |
| 3.3557 | 3500 | 0.0001        |
| 3.8351 | 4000 | 0.0001        |
| 0.4794 | 500  | 0.0002        |
| 0.9588 | 1000 | 0.0002        |
| 1.4382 | 1500 | 0.0002        |
| 1.9175 | 2000 | 0.0002        |
| 2.3969 | 2500 | 0.0002        |
| 2.8763 | 3000 | 0.0001        |
| 3.3557 | 3500 | 0.0001        |
| 3.8351 | 4000 | 0.0001        |
| 0.4794 | 500  | 0.0002        |
| 0.9588 | 1000 | 0.0002        |
| 1.4382 | 1500 | 0.0002        |
| 1.9175 | 2000 | 0.0002        |
| 2.3969 | 2500 | 0.0001        |
| 2.8763 | 3000 | 0.0001        |
| 3.3557 | 3500 | 0.0001        |
| 3.8351 | 4000 | 0.0001        |


### Framework Versions
- Python: 3.12.6
- Sentence Transformers: 3.2.0
- Transformers: 4.45.2
- PyTorch: 2.4.1+cpu
- Accelerate: 1.0.1
- Datasets: 3.0.1
- Tokenizers: 0.20.1

## Citation

### BibTeX

#### Sentence Transformers
```bibtex
@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}
```

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