Model: akashmaggon/bge-base-financial-matryoshka-finetuning-tcz-1
Author: akashmaggon
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:408, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:BAAI/bge-base-en-v1.5, base_model:finetune:BAAI/bge-base-en-v1.5, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en-v1.5
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:408, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: What sets TechChefz apart?
sentences: Sharing Stories from Our Team

Discover firsthand experiences, growth journeys, and the vibrant culture that fuels our success.

I have been a part of Techchefz for 3 years, and I can confidently say it's been a remarkable journey. From day one, I was welcomed into a vibrant community that values collaboration, creativity, and personal growth. The company culture here isn't just a buzzword, it's tangible in every interaction and initiative.
profileImg

Aashish Massand

Sr. Manager Delivery

TechChefz has been a transformative journey, equipping me with invaluable skills and fostering a supportive community. From coding fundamentals to advanced techniques, I've gained confidence and expertise. Grateful for this experience and opportunity.
profileImg

Pankaj Datt

Associate Technology, After a transformative scuba dive in the Maldives, Mayank Maggon made a pivotal decision to depart from the corporate ladder in December 2016. Fueled by a clear vision to revolutionize the digital landscape, Mayank set out to leverage the best technology ingredients, crafting custom applications and digital ecosystems tailored to clients' specific needs, limitations, and budgets.

However, this solo journey was not without its challenges. Mayank had to initiate the revenue engine by offering corporate trainings and conducting online batches for tech training across the USA. He also undertook small projects and subcontracted modules of larger projects for clients in the US, UK, and India. It was only after this initial groundwork that Mayank was able to hire a group of interns, whom he meticulously trained and groomed to prepare them for handling Enterprise Level Applications. This journey reflects Mayank's resilience, determination, and entrepreneurial spirit in building TechChefz Digital from the ground up.

With a passion for innovation and a relentless drive for excellence, Mayank has steered TechChefz Digital through strategic partnerships, groundbreaking projects, and exponential growth. His leadership has been instrumental in shaping TechChefz Digital into a leading force in the digital transformation arena, inspiring a culture of innovation and excellence that continues to propel the company forward., TechChefz Digital has established its presence in two countries, showcasing its global reach and influence. The company’s headquarters is strategically located in Noida, India, serving as the central hub for its operations and leadership. In addition to the headquarters, TechChefz Digital has expanded its footprint with offices in Delaware, United States, allowing the company to cater to the North American market with ease and efficiency., source_sentence: How does this solution comply with data regulations?
sentences: Introducing the world of General Insurance Firm
In this project, we implemented Digital Solution and Implementation with Headless Drupal as the CMS, and lightweight React JS (Next JS SSR on Node JS) with the following features:
PWA & AMP based Web Pages
Page Speed Optimization
Reusable and scalable React JS / Next JS Templates and Components
Headless Drupal CMS with Content & Experience management, approval workflows, etc for seamless collaboration between the business and marketing teams
Minimalistic Buy and Renewal Journeys for various products, with API integrations and adherence to data compliances

We achieved 250% Reduction in Operational Time and Effort in managing the Content & Experience for Buy & renew Journeys,220% Reduction in Customer Drops during buy and renewal journeys, 300% Reduction in bounce rate on policy landing and campaign pages, We assist businesses by transforming their goals, teams, and cultures with digital technology to make them colinear with the digital age. Through digitalization, organizations can facilitate advanced decision-making and management.
, Microservices Transformation Process
Requirements Analysis
We begin by understanding the client&#39;s needs and objectives for the website. Identify key features, functionality, and any specific design preferences.

Planning
Then create a detailed project plan outlining the scope, timeline, and milestones. Define the technology stack and development tools suitable for the project.

User Experience Design
Then comes the stage of Developing wireframes or prototypes to visualize the website's structure and layout. We create a custom design that aligns with the brand identity and user experience goals.

Development
After getting Sign-off on Design from Client, we break the requirements into Sprints on Agile Methodology, and start developing them.

Testing
After each sprint we conduct thorough testing of the website to identify and fix any bugs or issues. Perform usability testing to ensure a positive user experience.
Deployment
After testing we deploy the website sprint by sprint, to a hosting environment, ensuring proper configuration for security and performance. Our expert DevOps team sets up any necessary domain and server configurations and ensure smooth running of website., source_sentence: What tasks can we automate using machine learning?
sentences: Check out our latest news, announcements, and featured insights.

Explore our latest insights and stay informed with our thought-provoking content. Dive in now for valuable perspectives.
Our Featured Insights

How UX and UI Work Together in Web Design

Navigating the Post-Cookie Era: Strategies for Effective Targeting and Personalization

Data-Driven Decision Making in Digital Advertising: Leveraging Analytics for Success

SEO Unleashed: Navigating the Digital Landscape with Advanced Search Engine Optimization Tools

Is manual testing replaced by automation Testing?, In what ways can machine learning optimize our operations?
Machine learning algorithms can analyze operational data to identify inefficiencies, predict maintenance needs, optimize supply chains, and automate repetitive tasks, significantly improving operational efficiency and reducing costs., Mayank Maggon is CEO of Techchefz Digital, source_sentence: How can you help us grow our partnerships?
sentences: Partner Experience (PX)
 From optimized collaboration tools to data-driven insights, our solutions are designed to drive efficiency, transparency, and growth in partner relationships. With a keen understanding of complexities of partner ecosystems, we help enterprise brands unlock new opportunities, strengthen alliances, and achieve shared success in today’s dynamic business environment., At Techchefz Digital, we specialize in guiding companies through the complexities of adopting and integrating Artificial Intelligence and Machine Learning technologies. Our consultancy services are designed to enhance your operational efficiency and decision-making capabilities across all sectors. With a global network of AI/ML experts and a commitment to excellence, we are your partners in transforming innovative possibilities into real-world achievements., COMMERCE PLATFORMS
Discover the strength of our partnership.
Adobe Commerce Cloud
A comprehensive e-commerce platform that allows businesses to create, manage, and optimize their online stores. Formerly known as Magento Commerce, Adobe Commerce Cloud provides a range of features and capabilities to help businesses create engaging online shopping experiences, manage their products and catalogs, process orders, and drive online sales.
Magento
An open-source e-commerce platform that allows businesses to create online stores and manage their digital operations. It was first released in 2008 and has since become one of the most popular e-commerce platforms in the world.
Shopify
Salesforce Commerce Cloud (SFCC), source_sentence: How is an Enterprise CMS different from a headless CMS?
sentences: How do I figure out how much your services will cost?
Determining the cost of our services is best achieved through a 15-30 minute discovery call, where we can understand your unique requirements. Following that, we will provide a transparent and detailed price within 24-48 hours tailored specifically to you, Discover the right CMS for your Business Requirements
Headless CMS
They separate the backend content repository from the frontend presentation layer, allowing content to be delivered to any device or platform via APIs offering flexibility and scalability.


Enterprise CMS
ECMSs are more comprehensive systems designed to manage all types of content within an organization, including documents, images, videos, and other digital assets., We offer custom software development, digital marketing strategies, and tailored solutions to drive tangible results for your business. Our expert team combines technical prowess with industry insights to propel your business forward in the digital landscape.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
model-index: name: BGE base Financial Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.0784313725490196
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4019607843137255
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5196078431372549
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.0261437908496732
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.08039215686274509
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.05196078431372548
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.0784313725490196
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.4019607843137255
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5196078431372549
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.20681828171013134
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.11193977591036408
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.12704742492729623
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@1
value: 0
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.0784313725490196
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4019607843137255
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5196078431372549
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.0261437908496732
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.08039215686274509
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.05196078431372548
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.0784313725490196
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.4019607843137255
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5196078431372549
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.20587690425273067
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.11086601307189538
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.12502250584870636
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.06862745098039216
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.39215686274509803
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5098039215686274
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.02287581699346405
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.0784313725490196
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.05098039215686274
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.06862745098039216
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.39215686274509803
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5098039215686274
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.20200410483390918
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.10891690009337061
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.12124652633795324
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.058823529411764705
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3137254901960784
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.49019607843137253
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.0196078431372549
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.06274509803921569
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.04901960784313725
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.058823529411764705
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3137254901960784
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.49019607843137253
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.18661585783989612
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.09673202614379077
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.11007694082793783
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 64
type: dim_64
metrics: type: cosine_accuracy@1
value: 0
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.029411764705882353
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.28431372549019607
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.4117647058823529
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.00980392156862745
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.05686274509803922
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.04117647058823529
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.029411764705882353
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.28431372549019607
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.4117647058823529
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.15696823886592676
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.08097572362278241
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.09297982754610348
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 5
Created: 2025-01-22 00:29:29