Model: Shashwat13333/msmarco-distilbert-base-v4
Author: Shashwat13333
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, distilbert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:150, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, base_model:sentence-transformers/msmarco-distilbert-base-v4, base_model:finetune:sentence-transformers/msmarco-distilbert-base-v4, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: sentence-transformers/msmarco-distilbert-base-v4
Card metadata: language: en
license: apache-2.0
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:150, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: sentence-transformers/msmarco-distilbert-base-v4
widget: source_sentence: What services does Techchefz Digital offer for AI adoption?
sentences: How can we get started with your DevOps solutions?
Getting started is easy. Contact us through our website. We'll schedule a consultation to discuss your needs, evaluate your current infrastructure, and propose a customized DevOps solution designed to achieve your goals., 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.                                                                                                                                            
 DATA INTELLIGENCE PLATFORMS we specialize in
TensorFlow
Databricks
Tableau
Pytorch
OpenAI
Pinecone", We are a New breed of innovative digital transformation agency, redefining storytelling for an always-on world.
With roots dating back to 2017, we started as a pocket size team of enthusiasts with a goal of helping traditional businesses transform and create dynamic, digital cultures through disruptive strategies and agile deployment of innovative solutions., source_sentence: Do you provide support 24/7?
sentences: How do we do Custom Development ?
We follow below process to develop custom web or mobile Application on Agile Methodology, breaking requirements in pieces and developing and shipping them with considering utmost quality:
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.

Project 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&#39;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., This is our Portfolio
Introducing the world of Housing Finance& Banking Firm.
Corporate Website with 10 regional languages in India with analytics and user personalization and Dashboard for Regional Managers, Sales Agents, etc. to manage the Builder Requests, approve/deny Properties, manage visits and appointments, manage leads, etc.


Introducing the world of Global Automotive Brand.We have implemented a Multi Locale Multilingual Omnichannel platform for Royal Enfield. The platform supports public websites, customer portals, internal portals, business applications for over 35+ different locations all over the world.

Developed Digital Platform for Students, Guardians, Teachers, Tutors, with AI/ML in collaboration with Successive Technologies Inc, USA.  Cloud, Dev-Sec-Ops & Data Governance
Managing cloud provisioning and modernization alongside automated infrastructure, event-driven microservices, containerization, DevOps, cybersecurity, and 24x7 monitoring support ensures efficient, secure, and responsive IT operations., SERVICES WE PROVIDE
Flexible engagement models tailored to your needs
We specialize in comprehensive website audits that provide valuable insights and recommendations to enhance your online presence.
Digital Strategy & Consulting
Creating digital roadmap that transform your digital enterprise and produce a return on investment, basis our discovery framework, brainstorming sessions & current state analysis.

Platform Selection
Helping you select the optimal digital experience, commerce, cloud and marketing platform for your enterprise.

Platform Builds
Deploying next-gen scalable and agile enterprise digital platforms, along with multi-platform integrations.   
Product Builds
Help you ideate, strategize, and engineer your product with help of our enterprise frameworks
Infrastructure
Specialize in multi-cloud infrastructure helping you put forward the right cloud infrastructure and optimization strategy.

Managed Services
Operate and monitor your business-critical applications, data, and IT workloads, along with Application maintenance and operations.
Team Augmentation
Help you scale up and augment your existing team to solve your hiring challenges with our easy to deploy staff augmentation offerings.", source_sentence: What challenges did the company face in its early days?
sentences: Why do we need Microservices ?
Instead of building a monolithic application where all functionalities are tightly integrated, microservices break down the system into modular and loosely coupled services.

Scalability
Flexibility and Agility
Resilience and Fault Isolation
Technology Diversity
Continuous Delivery, 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., What makes your DevOps solutions stand out from the competition?
Our DevOps solutions stand out due to our personalized approach, extensive expertise, and commitment to innovation. We focus on delivering measurable results, such as reduced deployment times, improved system reliability, and enhanced security, ensuring you get the maximum benefit from our services., source_sentence: What kind of data do you leverage for AI solutions?
sentences: Our Solutions
Strategy & Digital Transformation
Innovate via digital transformation, modernize tech, craft product strategies, enhance customer experiences, optimize data analytics, transition to cloud for growth and efficiency

Product Engineering & Custom Development
Providing product development, enterprise web and mobile development, microservices integrations, quality engineering, and application support services to drive innovation and enhance operational efficiency., 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., Our AI/ML services pave the way for transformative change across industries, embodying a client-focused approach that integrates seamlessly with human-centric innovation. Our collaborative teams are dedicated to fostering growth, leveraging data, and harnessing the predictive power of artificial intelligence to forge the next wave of software excellence. We don't just deliver AI; we deliver the future., source_sentence: What managed services does TechChefz provide ?
sentences:   What we do

Digital Strategy
Creating digital frameworks that transform your digital enterprise and produce a return on investment.

Platform Selection
Helping you select the optimal digital experience, commerce, cloud and marketing platform for your enterprise.

Platform Builds
Deploying next-gen scalable and agile enterprise digital platforms, along with multi-platform integrations.

Product Builds
Help you ideate, strategize, and engineer your product with help of our enterprise frameworks 

Team Augmentation
Help you scale up and augment your existing team to solve your hiring challenges with our easy to deploy staff augmentation offerings .
Managed Services
Operate and monitor your business-critical applications, data, and IT workloads, along with Application maintenance and operations
, 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, In the Introducing the world of Global Insurance Firm, we crafted Effective Solutions for Complex Problems and delieverd a comprehensive Website Development, Production Support & Managed Services, we optimized customer journeys, integrate analytics, CRM, ERP, and third-party applications, and implement cutting-edge technologies for enhanced performance and efficiency
and achievied 200% Reduction in operational time & effort managing content & experience, 70% Reduction in Deployment Errors and Downtime, 2.5X Customer Engagement, Conversion & Retention
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: 0.10666666666666667
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.49333333333333335
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5333333333333333
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6266666666666667
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.10666666666666667
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.16444444444444445
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.10666666666666667
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.06266666666666666
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.10666666666666667
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.49333333333333335
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5333333333333333
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6266666666666667
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3696947495406473
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.2864550264550264
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.2993424751990436
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: 0.10666666666666667
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4666666666666667
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.5333333333333333
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6133333333333333
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.10666666666666667
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.15555555555555556
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.10666666666666667
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.06133333333333333
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.10666666666666667
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4666666666666667
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.5333333333333333
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6133333333333333
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3702942720383175
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.29092063492063486
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.3047495006876888
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: 0.14666666666666667
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4533333333333333
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.49333333333333335
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.14666666666666667
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.1511111111111111
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.09866666666666667
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.06
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.14666666666666667
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4533333333333333
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.49333333333333335
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.37318151343456746
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.3006455026455026
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.31352550381063704
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: 0.12
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.4533333333333333
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.49333333333333335
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.6
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.12
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.1511111111111111
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.09866666666666667
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.06
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.12
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.4533333333333333
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.49333333333333335
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.6
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.349467831727335
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.26956613756613756
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.2814743968696581
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: 0.16
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.38666666666666666
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.4666666666666667
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5466666666666666
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.16
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.1288888888888889
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.09333333333333335
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.05466666666666666
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.16
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.38666666666666666
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.4666666666666667
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5466666666666666
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.34485137335598726
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.28099999999999997
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.29532589563098727
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 7
Created: 2025-02-03 09:32:05