metadata
language:
- en
license: apache-2.0
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:16
- loss:MatryoshkaLoss
- loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget:
- source_sentence: what is your company's mission ?
sentences:
- >+
About the Company
The company is a global digital transformation agency helping businesses
thrive in the digital world. Headquartered in Noida, India, with a
strong presence in the USA, UK, Middle East, and India, the company
delivers cutting-edge solutions to drive business growth and customer
engagement.
Specializing in cloud transformation, AI technologies, and omnichannel
experiences, the company optimizes operations, enhances brand presence,
and automates processes. It serves industries including finance,
automotive, e-commerce, retail, healthcare, technology, and oil and gas.
Mission, Vision & Values
Vision: To be a partner in enterprise transformation and
future-readiness by leveraging AI, ML, Data Science, and emerging
technologies for swift impact.
Mission: To decode data, infuse intelligence into products, and develop
systems that redefine experiences and drive growth.
Values:
Customer-Centric: Prioritizing client needs.
People-First: Empowering employees in a supportive environment.
Community Spirit: Fostering collaboration for collective progress.
Ownership & Teamwork: Ensuring accountability and shared success.
Attracting Talent: Building communities that value skill-sharing and
innovation.Our History
2017 - Digital Transformation Begins
The company entered global markets in Europe, Australia, and Africa with
an advanced car accelerator app, marking a significant turning point. It
successfully delivered 10+ technology training programs to over 500
individuals in the USA and India.
2018 - Strategic Alliances & Expansion
Building a reputation as a trusted partner, the company formed alliances
with top automotive brands and financial institutions. Expanding
globally, it partnered with digital agencies and system integrators,
gaining access to enterprise accounts while focusing on CMS, Commerce,
Microservices, and Custom Dashboards.
2019 - Growth & Development
With a new office in Pune and an upgraded Delhi headquarters, the
company expanded its reach, growing its team to over 50 professionals.
This strategic growth attracted more SME and enterprise clients,
reinforcing its position as a tech innovator.
2020 - Resilience & Innovation
Despite the pandemic’s challenges, the company retained its workforce,
explored new product ideas, and sought grants. This period strengthened
resilience and adaptability, driving continued digital transformation
efforts.
2021 - Automation & Training
Navigating rapid growth and a talent shortage, the company expanded its
workforce and embraced remote work. It launched comprehensive training
programs to manage operational demands efficiently.
2022 - Innovation & Employee Development
Amid the ‘Great Resignation,’ the company implemented strategic
retention strategies and workforce assessments. A rise in revenue growth
and employee engagement further solidified its competitive edge in the
tech industry.
2023 - Strategic Adaptation
Rebranding as TechChefz Digital, the company adapted to recession and
geopolitical turmoil by focusing on consulting, platform selection, and
client roadmaps. This shift strengthened its role in digital
transformation.
2024 - Expansion & Collaboration
Celebrating a milestone with its new Noida office, the company expanded
its expertise in Data Science, AI/ML, and LLMs. Expanding into the US,
UK, EU, and the Middle East, it leverages GenAI and RPA to enhance
efficiency and refine its market strategy.
- >
Mayank Maggon – Founder, CEO & CTO
Mayank Maggon is the visionary leader of TechChefz Digital, responsible
for driving the company's strategic direction. With over 15 years of
experience in entrepreneurship and technology, Mayank has a deep
understanding of AI, cloud technologies, and digital transformation. His
leadership is centered on building a culture of innovation, operational
excellence, and customer-first solutions.
Mayank holds a postgraduate certificate in Technology Leadership &
Innovation from MIT and a postgraduate diploma in Sales & Marketing
Communication from MICA, making him uniquely equipped to lead the
company's growth in an ever-evolving digital ecosystem.
Link: https://www.linkedin.com/in/mayankmaggon/
Other Leadership Members:
Rahul Aggarwal – Senior Director, Technology: Rahul brings a wealth of
technical expertise, overseeing the delivery of high-impact digital
solutions.
Link: https://www.linkedin.com/in/rahul-aggarwal-84288a59/
Akshit Maggon – Associate Director, Delivery: Akshit is responsible for
ensuring that projects are delivered on time, within scope, and meet the
highest quality standards.
Link: https://www.linkedin.com/in/akshit-maggon/
Kunal Bhardwaj – Director, Technology: Kunal drives the company’s
technical innovation and ensures that our solutions leverage the latest
in AI, cloud, and digital technologies.
Link: https://www.linkedin.com/in/kunal-bhardwaj-in/
- >
Web & Mobile Development
Frontend Development:
HTML5: Markup language for structuring web content.
CSS/JS: Styling and interactivity for dynamic user experiences.
React JS: JavaScript library for building user interfaces with a
component-based approach.
Angular JS: JavaScript framework for developing dynamic, single-page
applications (SPAs).
Vue JS: Progressive JavaScript framework for building user interfaces
and SPAs.
Next JS: React-based framework for server-side rendering and static
website generation.
Mobile Development:
React Native: Framework for building native mobile applications using
React.
Flutter: UI toolkit for building natively compiled applications for
mobile, web, and desktop from a single codebase.
Backend Development:
Node JS: JavaScript runtime for building scalable backend services.
Python: High-level programming language used for backend services,
machine learning, and data science.
Frappe: Full-stack web application framework based on Python and
JavaScript.
Java: Widely used programming language for enterprise-grade backend
solutions.
Spring Boot: Java-based framework for building production-grade
applications.
Go Lang: Language designed for simplicity and performance, ideal for
scalable applications.
Databases:
MongoDB: NoSQL database known for its scalability and flexibility.
PostgreSQL: Open-source relational database system.
MySQL: Popular relational database management system (RDBMS).
2. Content Management Systems (CMS)
Adobe Experience Manager (AEM): Leading enterprise CMS platform for
building personalized, scalable digital experiences.
Acquia / Drupal: Flexible CMS solution for creating customized websites
and applications.
Strapi: Open-source headless CMS to build APIs in JavaScript.
WordPress: Popular open-source CMS for creating and managing websites.
3. 3D, AR & VR
Maya: Leading 3D animation software for creating realistic 3D models and
animations.
Unity: Cross-platform game engine used for developing immersive AR/VR
experiences.
Three JS: JavaScript library for creating 3D content on the web.
WebGL: API for rendering interactive 3D and 2D graphics in a browser
without plugins.
React 360: Framework for creating virtual reality (VR) content using
React.
AR.js: Open-source library for building Augmented Reality (AR)
applications on the web.
4. Learning Management System (LMS)
Canvas: Modern, open-source learning management system used for creating
and managing educational content.
Adobe Learning Manager: Scalable and customizable platform for
delivering learning content and experiences.
5. E-Commerce Solutions
Adobe Commerce Cloud: Enterprise e-commerce platform with powerful
features for building digital storefronts and managing customer
experiences.
Magento: Open-source e-commerce platform for building custom e-commerce
websites.
Shopify: Leading cloud-based e-commerce platform for building online
stores.
Salesforce Commerce Cloud (SFCC): Cloud-based e-commerce solution for
delivering personalized shopping experiences.
6. Analytics
Google Analytics - GA4: Web analytics service for tracking website
traffic and user behavior.
Adobe Analytics: Advanced analytics solution for real-time data
collection and reporting.
Microsoft Clarity: Free, easy-to-use analytics tool that provides
insights into user behavior.
Hotjar: Behavioral analytics tool to track user activity, heatmaps, and
feedback.
7. Personalization & Marketing Cloud
Adobe Target: Personalized content and experiences using AI and machine
learning to enhance customer engagement.
Adobe Marketo Engage: Marketing automation platform to streamline
customer engagement and lead management.
Adobe Campaign Manager: Marketing campaign management tool for creating,
automating, and analyzing cross-channel marketing campaigns.
Salesforce Marketing Cloud (SFMC): Cloud-based platform for managing and
optimizing customer journeys and marketing campaigns.
Webengage: Marketing automation platform for personalizing messages and
increasing engagement.
Moengage: Customer engagement platform offering push notifications,
in-app messaging, and email marketing.
Clevertap: Platform for customer retention and engagement through
personalized messaging and automation.
8. Cloud & DevSecOps
Cloud Platforms:
AWS: Cloud computing services from Amazon for infrastructure,
applications, and scalability.
MS-Azure: Cloud platform from Microsoft offering a range of cloud
services.
Google Cloud: Cloud computing services from Google for scalable
infrastructure and machine learning.
Infrastructure as Code & Automation:
Terraform: Open-source infrastructure as code tool for provisioning and
managing cloud infrastructure.
Kubernetes: Open-source system for automating containerized
applications' deployment and scaling.
Docker: Platform for developing, shipping, and running applications in
containers.
Monitoring & Security:
ELK Stack (Elasticsearch, Logstash, Kibana): Set of tools for logging,
data analysis, and visualizing logs.
Grafana: Open-source platform for monitoring and analyzing time-series
data.
New Relic: Application performance management tool for monitoring and
optimizing applications.
Prometheus: Open-source monitoring system and time-series database.
Jenkins: Open-source automation server for continuous integration and
continuous delivery (CI/CD).
Apache Kafka: Distributed event streaming platform for real-time data
processing.
Elastic Search: Search and analytics engine for exploring large
datasets.
Redis: In-memory data structure store used for caching and real-time
analytics.
Web Servers & Proxy Servers:
NGINX: Web server and reverse proxy server for high-performance web
applications.
Apache HTTP Server: Popular open-source web server software.
Security & Performance Monitoring:
Splunk: Platform for searching, monitoring, and analyzing machine data.
Datadog: Cloud-based platform for monitoring applications and
infrastructure.
Beats: Lightweight data shippers for sending log data to centralized
systems like ELK.
Git: Version control system for managing source code
- source_sentence: What e-commerce platforms do you develop on?
sentences:
- >
Business Process Automation: LLM Powered Agents
Overview:
Our AI-powered agents are designed to automate complex, time-consuming
business processes. By leveraging the latest technologies such as
Langchain and MongoDB, these agents can handle a variety of tasks,
including data collection and web navigation, all tailored to your
specific business needs.
How it works:
AI Agents can be customized to automate business workflows.
Use of Langchain ensures advanced capabilities for handling and
processing web content and data.
Integration with MongoDB enables efficient data storage and management.
Impact:
Significant time savings by automating repetitive tasks.
Enhanced productivity, allowing employees to focus on higher-value work.
Increased accuracy and reduction of human errors in critical processes.
Customer Service: Sentiment Classification Using BERT
Overview:
This accelerator leverages Advanced AI and Hugging Face transformers to
categorize customer reviews into positive, negative, or neutral
sentiments. It helps businesses gain actionable insights into customer
feedback by analyzing reviews, enabling companies to respond proactively
to customer concerns and improve their offerings.
How it works:
BERT (Bidirectional Encoder Representations from Transformers) is
fine-tuned to understand sentiment in customer feedback.
The tool processes customer reviews, assigning sentiment categories that
can help prioritize responses or improvements.
The solution helps automate feedback analysis, improving the speed and
accuracy of customer service interactions.
Impact:
Actionable insights for customer service teams to improve engagement and
responses.
Proactive improvements based on real-time feedback analysis.
Enhanced customer experience by responding quickly and appropriately to
customer sentiments.
Artificial Intelligence: Fine-Tuning Large Language Models
Overview:
Large Language Models (LLMs), such as Mistral 7B, are at the forefront
of AI innovation. In this accelerator, TechChefz Digital showcases its
technical prowess by fine-tuning the Mistral 7B model on the VIGO
dataset, which is an open-source dataset for training large-scale
language models.
How it works:
We fine-tune Mistral 7B to improve its accuracy and relevancy based on
specific datasets like VIGO.
This allows the AI to be more context-aware and aligned with your
particular business needs.
Impact:
Enhanced AI accuracy, enabling more effective AI-driven applications.
Open-source innovation that leads to cost-effective AI solutions.
Potential to integrate fine-tuned models into a range of industries like
customer service, marketing, and automation.
E-Commerce: Image Similarity Search
Overview:
In the e-commerce world, product discovery can be a challenge. Our
AI-powered Image Similarity Search Accelerator revolutionizes product
search by allowing customers to upload an image and instantly find
matching or similar items. This tool enhances the shopping experience
and drives higher engagement by enabling users to find products more
efficiently.
How it works:
Customers upload an image of the product they are looking for.
The AI model uses image recognition to search for visually similar
products from the e-commerce site’s catalog.
Product recommendations are delivered instantly based on visual matches.
Impact:
Improved user experience, reducing time spent searching for products.
Higher conversion rates as customers can quickly find what they are
looking for.
Differentiation from competitors with advanced AI-powered product
discovery features.
Customer Service: RAG Chatbots
Overview:
RAG (Retrieval-Augmented Generation) chatbots are designed to provide
timely and relevant responses to customer queries. By combining
retrieval-based models with generative capabilities, these chatbots
offer precise and contextually accurate answers. Our RAG-powered
chatbots provide a more intelligent and tailored experience, making
customer interactions smoother and more efficient.
How it works:
The chatbot first retrieves relevant data from a knowledge base or
external sources.
It then generates responses based on this data, ensuring that each
answer is aligned with the user’s query.
RAG technology ensures that chatbots provide relevant and up-to-date
information.
Impact:
Enhanced customer satisfaction with more precise and relevant answers.
24/7 support capabilities, improving overall customer service
availability.
Increased operational efficiency by automating customer interactions at
scale.
Request a Demo and Browse Accelerators:
In our company, we offer you the opportunity to experience the power and
potential of these accelerators first-hand. Whether you're looking to
streamline business processes, enhance customer service, or accelerate
your e-commerce strategies, our solution accelerators are built to drive
fast, impactful results.
Get started today by requesting a demo or browsing through our
accelerator offerings to discover the right tools that will transform
your tech projects and accelerate your success.
- >+
Global Presence
TechChefz Digital has established a global footprint with operations in
the following regions:
India: Noida, New Delhi, Pune
United States: Delaware
United Kingdom & Europe
Middle East: Dubai
Company Location
Location: HQ India Noida
4th Floor, Insignia Tower, Subarea, Sector 126, Noida, Uttar Pradesh - 201313 +91 7428835009 India New Delhi
N-161, Saira Tower, G.F, Gautam Nagar Near Green Park Metro Station Gate
No. 2 Delhi - 110049
United States Delaware Delaware, USA (989) 474-4346
Our team of over 250+ dedicated professionals works together to
innovate, strategize, and implement transformative digital solutions for
businesses across the world. Email: [email protected] /
[email protected] or fill out our contact form
-https://www.techchefz.digital/contact-us
Phone no: +91 7428835009
Social Media:
Linkedin: www.linkedin.com/company/techchefzdigital/
Instagram: https://www.instagram.com/techchefz_digital/
Facebook: https://www.facebook.com/profile.php?id=61562947256189
Twitter: https://x.com/tcz_digital
Youtube: https://youtube.com/@techchefzdigital?feature=shared
Clutch.co: https://clutch.co/profile/tcz-digital-private
Medium.com: https://medium.com/@TechchefzDigital
Glassdoor:
https://www.glassdoor.co.in/Reviews/TechChefz-Digital-Reviews-E3262688.htm
Goodifrms:
https://www.goodfirms.co/company/techchefz-digital
We provide a free consultation to understand your business needs and
suggest solutions.
We welcome collaborations, white-label partnerships, and outsourcing
opportunities. Contact us to discuss potential synergies.We provide
continuous monitoring, security updates, and optimization services for
long-term business success.
We build custom e-commerce solutions, including Shopify, Magento,
WooCommerce, and headless commerce platforms with AI-driven
recommendations.
We provide website revamps focused on performance, UI/UX, SEO
optimization, and modern frameworks like React, Next.js, and Angular.
Sales process-
Our sales process follows these five simple steps:
1️⃣ Discovery Call – Understanding your business needs
2️⃣ Proposal & Scope Definition – Defining objectives & deliverables
3️⃣ Agreement & Onboarding – Finalizing contract & project plan
4️⃣ Development & Execution – Delivering high-quality solutions
5️⃣ Ongoing Support & Scaling – Continuous improvements & updates
[email protected] / [email protected] or fill out our contact form
-https://www.techchefz.digital/contact-us
Pricing structure: Contact us link:
https://www.techchefz.digital/contact-us
- >
Web & Mobile Development
Frontend Development:
HTML5: Markup language for structuring web content.
CSS/JS: Styling and interactivity for dynamic user experiences.
React JS: JavaScript library for building user interfaces with a
component-based approach.
Angular JS: JavaScript framework for developing dynamic, single-page
applications (SPAs).
Vue JS: Progressive JavaScript framework for building user interfaces
and SPAs.
Next JS: React-based framework for server-side rendering and static
website generation.
Mobile Development:
React Native: Framework for building native mobile applications using
React.
Flutter: UI toolkit for building natively compiled applications for
mobile, web, and desktop from a single codebase.
Backend Development:
Node JS: JavaScript runtime for building scalable backend services.
Python: High-level programming language used for backend services,
machine learning, and data science.
Frappe: Full-stack web application framework based on Python and
JavaScript.
Java: Widely used programming language for enterprise-grade backend
solutions.
Spring Boot: Java-based framework for building production-grade
applications.
Go Lang: Language designed for simplicity and performance, ideal for
scalable applications.
Databases:
MongoDB: NoSQL database known for its scalability and flexibility.
PostgreSQL: Open-source relational database system.
MySQL: Popular relational database management system (RDBMS).
2. Content Management Systems (CMS)
Adobe Experience Manager (AEM): Leading enterprise CMS platform for
building personalized, scalable digital experiences.
Acquia / Drupal: Flexible CMS solution for creating customized websites
and applications.
Strapi: Open-source headless CMS to build APIs in JavaScript.
WordPress: Popular open-source CMS for creating and managing websites.
3. 3D, AR & VR
Maya: Leading 3D animation software for creating realistic 3D models and
animations.
Unity: Cross-platform game engine used for developing immersive AR/VR
experiences.
Three JS: JavaScript library for creating 3D content on the web.
WebGL: API for rendering interactive 3D and 2D graphics in a browser
without plugins.
React 360: Framework for creating virtual reality (VR) content using
React.
AR.js: Open-source library for building Augmented Reality (AR)
applications on the web.
4. Learning Management System (LMS)
Canvas: Modern, open-source learning management system used for creating
and managing educational content.
Adobe Learning Manager: Scalable and customizable platform for
delivering learning content and experiences.
5. E-Commerce Solutions
Adobe Commerce Cloud: Enterprise e-commerce platform with powerful
features for building digital storefronts and managing customer
experiences.
Magento: Open-source e-commerce platform for building custom e-commerce
websites.
Shopify: Leading cloud-based e-commerce platform for building online
stores.
Salesforce Commerce Cloud (SFCC): Cloud-based e-commerce solution for
delivering personalized shopping experiences.
6. Analytics
Google Analytics - GA4: Web analytics service for tracking website
traffic and user behavior.
Adobe Analytics: Advanced analytics solution for real-time data
collection and reporting.
Microsoft Clarity: Free, easy-to-use analytics tool that provides
insights into user behavior.
Hotjar: Behavioral analytics tool to track user activity, heatmaps, and
feedback.
7. Personalization & Marketing Cloud
Adobe Target: Personalized content and experiences using AI and machine
learning to enhance customer engagement.
Adobe Marketo Engage: Marketing automation platform to streamline
customer engagement and lead management.
Adobe Campaign Manager: Marketing campaign management tool for creating,
automating, and analyzing cross-channel marketing campaigns.
Salesforce Marketing Cloud (SFMC): Cloud-based platform for managing and
optimizing customer journeys and marketing campaigns.
Webengage: Marketing automation platform for personalizing messages and
increasing engagement.
Moengage: Customer engagement platform offering push notifications,
in-app messaging, and email marketing.
Clevertap: Platform for customer retention and engagement through
personalized messaging and automation.
8. Cloud & DevSecOps
Cloud Platforms:
AWS: Cloud computing services from Amazon for infrastructure,
applications, and scalability.
MS-Azure: Cloud platform from Microsoft offering a range of cloud
services.
Google Cloud: Cloud computing services from Google for scalable
infrastructure and machine learning.
Infrastructure as Code & Automation:
Terraform: Open-source infrastructure as code tool for provisioning and
managing cloud infrastructure.
Kubernetes: Open-source system for automating containerized
applications' deployment and scaling.
Docker: Platform for developing, shipping, and running applications in
containers.
Monitoring & Security:
ELK Stack (Elasticsearch, Logstash, Kibana): Set of tools for logging,
data analysis, and visualizing logs.
Grafana: Open-source platform for monitoring and analyzing time-series
data.
New Relic: Application performance management tool for monitoring and
optimizing applications.
Prometheus: Open-source monitoring system and time-series database.
Jenkins: Open-source automation server for continuous integration and
continuous delivery (CI/CD).
Apache Kafka: Distributed event streaming platform for real-time data
processing.
Elastic Search: Search and analytics engine for exploring large
datasets.
Redis: In-memory data structure store used for caching and real-time
analytics.
Web Servers & Proxy Servers:
NGINX: Web server and reverse proxy server for high-performance web
applications.
Apache HTTP Server: Popular open-source web server software.
Security & Performance Monitoring:
Splunk: Platform for searching, monitoring, and analyzing machine data.
Datadog: Cloud-based platform for monitoring applications and
infrastructure.
Beats: Lightweight data shippers for sending log data to centralized
systems like ELK.
Git: Version control system for managing source code
- source_sentence: Do you have anything for education firms or universities?
sentences:
- >
Global Universities: Multi-Brand, Multi-Locale, and Multilingual Digital
Platform
Industry: Higher Education
Platform: Web, Responsive
Technologies Used: AEM (Adobe Experience Manager), React JS
Services Provided: Web Design, Content Management System (CMS)
Overview:
TechChefz Digital developed a robust, scalable, and efficient digital
platform for Graphic Era University that caters to multiple campuses,
languages, and regions. The project involved creating a multi-brand,
multi-locale, and multilingual digital platform that ensured brand
consistency and user satisfaction across all campuses.
Goals & Objectives:
Maximize Brand Consistency: Build a platform that maintains consistent
branding across all locations and provides seamless navigation for
users.
Implement a Robust CMS: Leverage AEM as the Content Management System
(CMS) to create reusable templates and components, enabling scalable
content management for each campus.
Content Automation: Introduce automation through React-based Global
Variables dashboards to streamline content management, ensuring
up-to-date and accurate information.
System Integration: Integrate with Admission Automation, CRM, and ERP
systems for smooth data flow and to enhance user experiences, boosting
conversion rates.
Challenges:
Ensuring consistent branding across multiple campuses and locations.
Creating a structured, easy-to-navigate website that works well for
various types of users.
Managing website content across multiple locations and ensuring
localization without compromising the user experience.
Ensuring accessibility compliance with ADA (Americans with Disabilities
Act).
Solutions:
Built a digital platform on AEM with reusable components and templates.
Introduced Content Ops Automation using React-based dashboards to
simplify content management.
Integrated with key systems (Admission, CRM, ERP) for a unified user
experience.
Business Impact:
Customization of content and marketing strategies based on locales,
languages, and markets.
Increased website traffic and user engagement by 2x.
Reduced website maintenance costs by 80% and optimized hosting.
Housing Finance & Banking Firm: Revolutionizing Digital Experiences
Industry: Banking & Finance
Platform: Web, Responsive
Services Provided: Web Design, Content Management, Retail CMS
Overview:
TechChefz Digital worked with a leading Indian Mortgage Finance and
Realty firm to create a seamless digital ecosystem for customer,
partner, and internal stakeholder touchpoints. The focus was on making
home loans paperless, enhancing customer engagement, and introducing
AI-based recommendations to optimize user interactions.
Goals & Objectives:
Become the top housing finance company in India by offering seamless
online services.
Digitize Home Loans and paperless processes for enhanced customer
convenience.
Introduce AI to deliver personalized market data analysis and
recommendations.
Implement an omnichannel experience to provide a seamless journey for
users across all touchpoints.
Challenges:
The company lacked a digital presence and had only a static website.
Needed to build a digital ecosystem that integrates with existing
banking systems.
Required a solution to enhance customer engagement without requiring
physical branch visits.
Solutions:
Developed multi-regional corporate websites with language localization
and analytics for enhanced user personalization.
Introduced AI-driven recommendations and paperless loan applications to
streamline processes.
Built internal portals and dashboards for efficient management of data
and customer interactions.
Business Impact:
Unified technology and improved collaboration across teams (Sales,
Marketing, and Branches).
Enhanced customer retention by 4x.
Streamlined data governance and compliance, ensuring 100% adherence to
regulations.
Global Automotive Brand: Transforming the Digital Ecosystem
Industry: Automotive/Manufacturing
Platform: Web, Responsive
Technologies Used: AEM, Magento Commerce, React JS, Node JS, Python,
MS-Azure, Kubernetes, Docker
Services Provided: Web Design, Content Management, E-commerce Solutions,
Microservices
Overview:
TechChefz Digital helped a global automotive brand develop a
comprehensive digital ecosystem that spans multiple countries and
business units. The platform provides services like motorcycle sales
(new and pre-owned), accessories, apparel, service & repair, events,
tours, and rentals.
Goals & Objectives:
Enhance Omni-Channel Growth and customer experience by unifying online
and offline data for seamless interactions.
Implement personalized content strategies and user-centric design to
improve conversion rates and user engagement.
Streamline technology across markets and ensure consistent brand
messaging.
Challenges:
Decentralized digital interfaces prevented unified brand growth.
Disconnected data between offline dealers and the online platform.
Dealers were isolated from the brand’s marketing strategy, leading to
missed opportunities.
Solutions:
Created a multi-locale, multilingual platform that integrates Dealer
Management Systems (DMS), CRM, and other business applications.
Implemented a scalable Adobe Experience Manager (AEM) platform with
Magento Commerce for e-commerce.
Integrated online and offline data, including dealer and customer
interactions, to drive personalized experiences.
Business Impact:
Increased customer retention by 1.7x.
Enhanced brand awareness by 192%.
Supported operations in 35+ countries, enabling a consistent omnichannel
experience across dealers, service centers, and distributors.
We cater to various industries, including finance, automotive,
e-commerce, retail, healthcare, technology, Oil and gas industry, etc.
- >
Strategy & Digital Transformation
Digital Transformation Roadmap: Modernizing tech stacks, guiding
businesses through their digital journey.
Product Strategy: Crafting effective product strategies aligned with
business goals.
Customer Experience (CX) Optimization: Enhancing customer engagement
with personalized experiences.
Data Analytics: Leveraging data for business insights and better
decision-making.
Cloud Transformation: Transitioning to scalable and cost-efficient cloud
solutions.
Product Engineering & Custom Development
Enterprise Web & Mobile Development: Tailored web and mobile apps for
enterprises.
Microservices & API Integration: Building scalable systems with
microservices architecture and seamless API integrations.
Quality Engineering: Ensuring optimal product performance through
automated testing and quality assurance.
Custom Software Development: Designing custom software solutions to meet
unique business needs.
Customer Experience & Marketing Technology
Journey Mapping & Analytics: Understanding customer journeys to create
targeted experiences.
Content Architecture: Structuring content efficiently across multiple
platforms.
Personalization: Dynamic content and personalized engagement based on
user behavior.
Campaign Management: AI-driven automation for smarter, more effective
campaigns.
Conversion Rate Optimization (CRO): A/B testing, analytics, and
optimization techniques to improve conversion rates.
Enterprise Platforms & Systems Integration
CMS Platform Selection & Integration: Implementing best-fit CMS
solutions (including AEM).
E-commerce Platforms: Implementing and optimizing e-commerce platforms
like Magento, Shopify, and WooCommerce.
Learning Management Systems (LMS): Integrating learning platforms that
align with business goals.
CRM & ERP System Integration: Seamless integration between enterprise
systems like CRM (Salesforce, HubSpot) and ERP.
Analytics, Data Science & Business Intelligence
Predictive Analytics: Utilizing machine learning and predictive models
to forecast trends and customer behavior.
Business Intelligence (BI): Dashboards and tools to provide real-time
business insights.
Recommendation Engines: AI-based engines for product recommendations and
content personalization.
Intelligent Search & NLP: Enhancing search experiences using Natural
Language Processing and machine learning algorithms.
AI & Automation Solutions
Generative AI: Creating content such as images, text, and videos using
AI-driven models.
AI-Powered Chatbots & Voice Assistants: Enhancing customer support and
engagement through AI-driven conversational agents.
Robotic Process Automation (RPA): Automating repetitive tasks and
improving workflow efficiency.
AI for Fraud Detection: Using AI to detect and prevent fraudulent
activities within systems and transactions.
Adobe Experience Manager (AEM) Solutions
AEM Implementation & Customization: Full-service implementation,
including setup, configuration, and custom development.
Content Management: Streamlining content creation and management through
AEM’s user-friendly interface.
AEM Personalization: Delivering personalized digital experiences using
AEM’s targeting and audience segmentation features.
Multi-Site Management: Managing and scaling multiple websites and
regions with AEM’s multi-site capabilities.
AEM Integration: Integrating AEM with third-party platforms such as CRM,
ERP, and e-commerce systems.
AEM Migration: Helping businesses migrate from legacy CMS platforms to
AEM seamlessly.
AEM Support & Maintenance: Providing ongoing support and optimization
for AEM environments.
Cloud Services
Cloud Strategy & Consulting: Helping businesses define and execute cloud
adoption strategies.
Cloud Migration: Smooth migration of business operations and
applications to the cloud (AWS, Azure, GCP).
Cloud Infrastructure Management: Managing and optimizing cloud
infrastructure for efficiency and scalability.
Cloud Security: Implementing security measures to protect cloud-hosted
data and applications.
E-Commerce Solutions
Marketplace Development: Building scalable, multi-vendor marketplace
platforms using technologies like Magento, Shopify Plus, and
WooCommerce.
Omnichannel Commerce: Integrating e-commerce platforms with physical and
digital sales channels for seamless shopping experiences.
AI-Powered Commerce: Leveraging AI for product recommendations,
inventory management, and customer insights.
UX/UI Design & User-Centered Development
UI/UX Design: Creating intuitive, engaging interfaces that improve user
experience across websites and apps.
User Research & Testing: Understanding user behavior through research
and testing to create optimal digital solutions.
Prototyping & Wireframing: Designing interactive prototypes and
wireframes to visualize digital products.
- >+
Global Presence
TechChefz Digital has established a global footprint with operations in
the following regions:
India: Noida, New Delhi, Pune
United States: Delaware
United Kingdom & Europe
Middle East: Dubai
Company Location
Location: HQ India Noida
4th Floor, Insignia Tower, Subarea, Sector 126, Noida, Uttar Pradesh - 201313 +91 7428835009 India New Delhi
N-161, Saira Tower, G.F, Gautam Nagar Near Green Park Metro Station Gate
No. 2 Delhi - 110049
United States Delaware Delaware, USA (989) 474-4346
Our team of over 250+ dedicated professionals works together to
innovate, strategize, and implement transformative digital solutions for
businesses across the world. Email: [email protected] /
[email protected] or fill out our contact form
-https://www.techchefz.digital/contact-us
Phone no: +91 7428835009
Social Media:
Linkedin: www.linkedin.com/company/techchefzdigital/
Instagram: https://www.instagram.com/techchefz_digital/
Facebook: https://www.facebook.com/profile.php?id=61562947256189
Twitter: https://x.com/tcz_digital
Youtube: https://youtube.com/@techchefzdigital?feature=shared
Clutch.co: https://clutch.co/profile/tcz-digital-private
Medium.com: https://medium.com/@TechchefzDigital
Glassdoor:
https://www.glassdoor.co.in/Reviews/TechChefz-Digital-Reviews-E3262688.htm
Goodifrms:
https://www.goodfirms.co/company/techchefz-digital
We provide a free consultation to understand your business needs and
suggest solutions.
We welcome collaborations, white-label partnerships, and outsourcing
opportunities. Contact us to discuss potential synergies.We provide
continuous monitoring, security updates, and optimization services for
long-term business success.
We build custom e-commerce solutions, including Shopify, Magento,
WooCommerce, and headless commerce platforms with AI-driven
recommendations.
We provide website revamps focused on performance, UI/UX, SEO
optimization, and modern frameworks like React, Next.js, and Angular.
Sales process-
Our sales process follows these five simple steps:
1️⃣ Discovery Call – Understanding your business needs
2️⃣ Proposal & Scope Definition – Defining objectives & deliverables
3️⃣ Agreement & Onboarding – Finalizing contract & project plan
4️⃣ Development & Execution – Delivering high-quality solutions
5️⃣ Ongoing Support & Scaling – Continuous improvements & updates
[email protected] / [email protected] or fill out our contact form
-https://www.techchefz.digital/contact-us
Pricing structure: Contact us link:
https://www.techchefz.digital/contact-us
- source_sentence: What generative AI solutions do you offer?
sentences:
- >
Strategy & Digital Transformation
Digital Transformation Roadmap: Modernizing tech stacks, guiding
businesses through their digital journey.
Product Strategy: Crafting effective product strategies aligned with
business goals.
Customer Experience (CX) Optimization: Enhancing customer engagement
with personalized experiences.
Data Analytics: Leveraging data for business insights and better
decision-making.
Cloud Transformation: Transitioning to scalable and cost-efficient cloud
solutions.
Product Engineering & Custom Development
Enterprise Web & Mobile Development: Tailored web and mobile apps for
enterprises.
Microservices & API Integration: Building scalable systems with
microservices architecture and seamless API integrations.
Quality Engineering: Ensuring optimal product performance through
automated testing and quality assurance.
Custom Software Development: Designing custom software solutions to meet
unique business needs.
Customer Experience & Marketing Technology
Journey Mapping & Analytics: Understanding customer journeys to create
targeted experiences.
Content Architecture: Structuring content efficiently across multiple
platforms.
Personalization: Dynamic content and personalized engagement based on
user behavior.
Campaign Management: AI-driven automation for smarter, more effective
campaigns.
Conversion Rate Optimization (CRO): A/B testing, analytics, and
optimization techniques to improve conversion rates.
Enterprise Platforms & Systems Integration
CMS Platform Selection & Integration: Implementing best-fit CMS
solutions (including AEM).
E-commerce Platforms: Implementing and optimizing e-commerce platforms
like Magento, Shopify, and WooCommerce.
Learning Management Systems (LMS): Integrating learning platforms that
align with business goals.
CRM & ERP System Integration: Seamless integration between enterprise
systems like CRM (Salesforce, HubSpot) and ERP.
Analytics, Data Science & Business Intelligence
Predictive Analytics: Utilizing machine learning and predictive models
to forecast trends and customer behavior.
Business Intelligence (BI): Dashboards and tools to provide real-time
business insights.
Recommendation Engines: AI-based engines for product recommendations and
content personalization.
Intelligent Search & NLP: Enhancing search experiences using Natural
Language Processing and machine learning algorithms.
AI & Automation Solutions
Generative AI: Creating content such as images, text, and videos using
AI-driven models.
AI-Powered Chatbots & Voice Assistants: Enhancing customer support and
engagement through AI-driven conversational agents.
Robotic Process Automation (RPA): Automating repetitive tasks and
improving workflow efficiency.
AI for Fraud Detection: Using AI to detect and prevent fraudulent
activities within systems and transactions.
Adobe Experience Manager (AEM) Solutions
AEM Implementation & Customization: Full-service implementation,
including setup, configuration, and custom development.
Content Management: Streamlining content creation and management through
AEM’s user-friendly interface.
AEM Personalization: Delivering personalized digital experiences using
AEM’s targeting and audience segmentation features.
Multi-Site Management: Managing and scaling multiple websites and
regions with AEM’s multi-site capabilities.
AEM Integration: Integrating AEM with third-party platforms such as CRM,
ERP, and e-commerce systems.
AEM Migration: Helping businesses migrate from legacy CMS platforms to
AEM seamlessly.
AEM Support & Maintenance: Providing ongoing support and optimization
for AEM environments.
Cloud Services
Cloud Strategy & Consulting: Helping businesses define and execute cloud
adoption strategies.
Cloud Migration: Smooth migration of business operations and
applications to the cloud (AWS, Azure, GCP).
Cloud Infrastructure Management: Managing and optimizing cloud
infrastructure for efficiency and scalability.
Cloud Security: Implementing security measures to protect cloud-hosted
data and applications.
E-Commerce Solutions
Marketplace Development: Building scalable, multi-vendor marketplace
platforms using technologies like Magento, Shopify Plus, and
WooCommerce.
Omnichannel Commerce: Integrating e-commerce platforms with physical and
digital sales channels for seamless shopping experiences.
AI-Powered Commerce: Leveraging AI for product recommendations,
inventory management, and customer insights.
UX/UI Design & User-Centered Development
UI/UX Design: Creating intuitive, engaging interfaces that improve user
experience across websites and apps.
User Research & Testing: Understanding user behavior through research
and testing to create optimal digital solutions.
Prototyping & Wireframing: Designing interactive prototypes and
wireframes to visualize digital products.
- >-
Yes! We are constantly looking for talented individuals. Check our
Careers Page for openings.
You can submit your resume on our website or via our LinkedIn page.
We foster a people-centric, collaborative, and innovation-driven
culture.
Glassdoor: 4.3 + rating
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
Being a member of TechChefz's HR team is truly uplifting. The genuine positivity, motivation, and mentorship we share make each day uniquely rewarding. Fun is woven into the work culture, fostering authentic connections. I'm grateful for the authenticity and dynamism that make every day at TechChefz truly special.
profileImg
Shreya Shukla
Human Resource Associate
Advancing from an initial team member to leading a new division, the
opportunity to innovate and take risks drives my motivation. It's rare
to find an organization that both nurtures passion and aligns with your
mindset.
profileImg
Mohit Kumar
Lead - DevSecOps
Working at TechChefz has been an exceptional journey. The commitment to
continuous learning and professional development is unparalleled,
ensuring employees stay at the forefront of the tech industry. The
leadership is forward-thinking, promoting transparency and a harmonious
work-life balance.
profileImg
Harprit Singh Kohli
Sr. Manager - Delivery
- >
Global Universities: Multi-Brand, Multi-Locale, and Multilingual Digital
Platform
Industry: Higher Education
Platform: Web, Responsive
Technologies Used: AEM (Adobe Experience Manager), React JS
Services Provided: Web Design, Content Management System (CMS)
Overview:
TechChefz Digital developed a robust, scalable, and efficient digital
platform for Graphic Era University that caters to multiple campuses,
languages, and regions. The project involved creating a multi-brand,
multi-locale, and multilingual digital platform that ensured brand
consistency and user satisfaction across all campuses.
Goals & Objectives:
Maximize Brand Consistency: Build a platform that maintains consistent
branding across all locations and provides seamless navigation for
users.
Implement a Robust CMS: Leverage AEM as the Content Management System
(CMS) to create reusable templates and components, enabling scalable
content management for each campus.
Content Automation: Introduce automation through React-based Global
Variables dashboards to streamline content management, ensuring
up-to-date and accurate information.
System Integration: Integrate with Admission Automation, CRM, and ERP
systems for smooth data flow and to enhance user experiences, boosting
conversion rates.
Challenges:
Ensuring consistent branding across multiple campuses and locations.
Creating a structured, easy-to-navigate website that works well for
various types of users.
Managing website content across multiple locations and ensuring
localization without compromising the user experience.
Ensuring accessibility compliance with ADA (Americans with Disabilities
Act).
Solutions:
Built a digital platform on AEM with reusable components and templates.
Introduced Content Ops Automation using React-based dashboards to
simplify content management.
Integrated with key systems (Admission, CRM, ERP) for a unified user
experience.
Business Impact:
Customization of content and marketing strategies based on locales,
languages, and markets.
Increased website traffic and user engagement by 2x.
Reduced website maintenance costs by 80% and optimized hosting.
Housing Finance & Banking Firm: Revolutionizing Digital Experiences
Industry: Banking & Finance
Platform: Web, Responsive
Services Provided: Web Design, Content Management, Retail CMS
Overview:
TechChefz Digital worked with a leading Indian Mortgage Finance and
Realty firm to create a seamless digital ecosystem for customer,
partner, and internal stakeholder touchpoints. The focus was on making
home loans paperless, enhancing customer engagement, and introducing
AI-based recommendations to optimize user interactions.
Goals & Objectives:
Become the top housing finance company in India by offering seamless
online services.
Digitize Home Loans and paperless processes for enhanced customer
convenience.
Introduce AI to deliver personalized market data analysis and
recommendations.
Implement an omnichannel experience to provide a seamless journey for
users across all touchpoints.
Challenges:
The company lacked a digital presence and had only a static website.
Needed to build a digital ecosystem that integrates with existing
banking systems.
Required a solution to enhance customer engagement without requiring
physical branch visits.
Solutions:
Developed multi-regional corporate websites with language localization
and analytics for enhanced user personalization.
Introduced AI-driven recommendations and paperless loan applications to
streamline processes.
Built internal portals and dashboards for efficient management of data
and customer interactions.
Business Impact:
Unified technology and improved collaboration across teams (Sales,
Marketing, and Branches).
Enhanced customer retention by 4x.
Streamlined data governance and compliance, ensuring 100% adherence to
regulations.
Global Automotive Brand: Transforming the Digital Ecosystem
Industry: Automotive/Manufacturing
Platform: Web, Responsive
Technologies Used: AEM, Magento Commerce, React JS, Node JS, Python,
MS-Azure, Kubernetes, Docker
Services Provided: Web Design, Content Management, E-commerce Solutions,
Microservices
Overview:
TechChefz Digital helped a global automotive brand develop a
comprehensive digital ecosystem that spans multiple countries and
business units. The platform provides services like motorcycle sales
(new and pre-owned), accessories, apparel, service & repair, events,
tours, and rentals.
Goals & Objectives:
Enhance Omni-Channel Growth and customer experience by unifying online
and offline data for seamless interactions.
Implement personalized content strategies and user-centric design to
improve conversion rates and user engagement.
Streamline technology across markets and ensure consistent brand
messaging.
Challenges:
Decentralized digital interfaces prevented unified brand growth.
Disconnected data between offline dealers and the online platform.
Dealers were isolated from the brand’s marketing strategy, leading to
missed opportunities.
Solutions:
Created a multi-locale, multilingual platform that integrates Dealer
Management Systems (DMS), CRM, and other business applications.
Implemented a scalable Adobe Experience Manager (AEM) platform with
Magento Commerce for e-commerce.
Integrated online and offline data, including dealer and customer
interactions, to drive personalized experiences.
Business Impact:
Increased customer retention by 1.7x.
Enhanced brand awareness by 192%.
Supported operations in 35+ countries, enabling a consistent omnichannel
experience across dealers, service centers, and distributors.
We cater to various industries, including finance, automotive,
e-commerce, retail, healthcare, technology, Oil and gas industry, etc.
- source_sentence: What's it like working here?
sentences:
- >
Business Process Automation: LLM Powered Agents
Overview:
Our AI-powered agents are designed to automate complex, time-consuming
business processes. By leveraging the latest technologies such as
Langchain and MongoDB, these agents can handle a variety of tasks,
including data collection and web navigation, all tailored to your
specific business needs.
How it works:
AI Agents can be customized to automate business workflows.
Use of Langchain ensures advanced capabilities for handling and
processing web content and data.
Integration with MongoDB enables efficient data storage and management.
Impact:
Significant time savings by automating repetitive tasks.
Enhanced productivity, allowing employees to focus on higher-value work.
Increased accuracy and reduction of human errors in critical processes.
Customer Service: Sentiment Classification Using BERT
Overview:
This accelerator leverages Advanced AI and Hugging Face transformers to
categorize customer reviews into positive, negative, or neutral
sentiments. It helps businesses gain actionable insights into customer
feedback by analyzing reviews, enabling companies to respond proactively
to customer concerns and improve their offerings.
How it works:
BERT (Bidirectional Encoder Representations from Transformers) is
fine-tuned to understand sentiment in customer feedback.
The tool processes customer reviews, assigning sentiment categories that
can help prioritize responses or improvements.
The solution helps automate feedback analysis, improving the speed and
accuracy of customer service interactions.
Impact:
Actionable insights for customer service teams to improve engagement and
responses.
Proactive improvements based on real-time feedback analysis.
Enhanced customer experience by responding quickly and appropriately to
customer sentiments.
Artificial Intelligence: Fine-Tuning Large Language Models
Overview:
Large Language Models (LLMs), such as Mistral 7B, are at the forefront
of AI innovation. In this accelerator, TechChefz Digital showcases its
technical prowess by fine-tuning the Mistral 7B model on the VIGO
dataset, which is an open-source dataset for training large-scale
language models.
How it works:
We fine-tune Mistral 7B to improve its accuracy and relevancy based on
specific datasets like VIGO.
This allows the AI to be more context-aware and aligned with your
particular business needs.
Impact:
Enhanced AI accuracy, enabling more effective AI-driven applications.
Open-source innovation that leads to cost-effective AI solutions.
Potential to integrate fine-tuned models into a range of industries like
customer service, marketing, and automation.
E-Commerce: Image Similarity Search
Overview:
In the e-commerce world, product discovery can be a challenge. Our
AI-powered Image Similarity Search Accelerator revolutionizes product
search by allowing customers to upload an image and instantly find
matching or similar items. This tool enhances the shopping experience
and drives higher engagement by enabling users to find products more
efficiently.
How it works:
Customers upload an image of the product they are looking for.
The AI model uses image recognition to search for visually similar
products from the e-commerce site’s catalog.
Product recommendations are delivered instantly based on visual matches.
Impact:
Improved user experience, reducing time spent searching for products.
Higher conversion rates as customers can quickly find what they are
looking for.
Differentiation from competitors with advanced AI-powered product
discovery features.
Customer Service: RAG Chatbots
Overview:
RAG (Retrieval-Augmented Generation) chatbots are designed to provide
timely and relevant responses to customer queries. By combining
retrieval-based models with generative capabilities, these chatbots
offer precise and contextually accurate answers. Our RAG-powered
chatbots provide a more intelligent and tailored experience, making
customer interactions smoother and more efficient.
How it works:
The chatbot first retrieves relevant data from a knowledge base or
external sources.
It then generates responses based on this data, ensuring that each
answer is aligned with the user’s query.
RAG technology ensures that chatbots provide relevant and up-to-date
information.
Impact:
Enhanced customer satisfaction with more precise and relevant answers.
24/7 support capabilities, improving overall customer service
availability.
Increased operational efficiency by automating customer interactions at
scale.
Request a Demo and Browse Accelerators:
In our company, we offer you the opportunity to experience the power and
potential of these accelerators first-hand. Whether you're looking to
streamline business processes, enhance customer service, or accelerate
your e-commerce strategies, our solution accelerators are built to drive
fast, impactful results.
Get started today by requesting a demo or browsing through our
accelerator offerings to discover the right tools that will transform
your tech projects and accelerate your success.
- >
Mayank Maggon – Founder, CEO & CTO
Mayank Maggon is the visionary leader of TechChefz Digital, responsible
for driving the company's strategic direction. With over 15 years of
experience in entrepreneurship and technology, Mayank has a deep
understanding of AI, cloud technologies, and digital transformation. His
leadership is centered on building a culture of innovation, operational
excellence, and customer-first solutions.
Mayank holds a postgraduate certificate in Technology Leadership &
Innovation from MIT and a postgraduate diploma in Sales & Marketing
Communication from MICA, making him uniquely equipped to lead the
company's growth in an ever-evolving digital ecosystem.
Link: https://www.linkedin.com/in/mayankmaggon/
Other Leadership Members:
Rahul Aggarwal – Senior Director, Technology: Rahul brings a wealth of
technical expertise, overseeing the delivery of high-impact digital
solutions.
Link: https://www.linkedin.com/in/rahul-aggarwal-84288a59/
Akshit Maggon – Associate Director, Delivery: Akshit is responsible for
ensuring that projects are delivered on time, within scope, and meet the
highest quality standards.
Link: https://www.linkedin.com/in/akshit-maggon/
Kunal Bhardwaj – Director, Technology: Kunal drives the company’s
technical innovation and ensures that our solutions leverage the latest
in AI, cloud, and digital technologies.
Link: https://www.linkedin.com/in/kunal-bhardwaj-in/
- >-
Yes! We are constantly looking for talented individuals. Check our
Careers Page for openings.
You can submit your resume on our website or via our LinkedIn page.
We foster a people-centric, collaborative, and innovation-driven
culture.
Glassdoor: 4.3 + rating
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
Being a member of TechChefz's HR team is truly uplifting. The genuine positivity, motivation, and mentorship we share make each day uniquely rewarding. Fun is woven into the work culture, fostering authentic connections. I'm grateful for the authenticity and dynamism that make every day at TechChefz truly special.
profileImg
Shreya Shukla
Human Resource Associate
Advancing from an initial team member to leading a new division, the
opportunity to innovate and take risks drives my motivation. It's rare
to find an organization that both nurtures passion and aligns with your
mindset.
profileImg
Mohit Kumar
Lead - DevSecOps
Working at TechChefz has been an exceptional journey. The commitment to
continuous learning and professional development is unparalleled,
ensuring employees stay at the forefront of the tech industry. The
leadership is forward-thinking, promoting transparency and a harmonious
work-life balance.
profileImg
Harprit Singh Kohli
Sr. Manager - Delivery
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
- type: cosine_accuracy@3
value: 0.375
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.5
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.875
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.125
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.1
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.08750000000000001
name: Cosine Precision@10
- type: cosine_recall@1
value: 0
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.375
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.5
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.875
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.36914698568341187
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.21646825396825395
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.2234126984126984
name: Cosine Map@100
- 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
- type: cosine_accuracy@3
value: 0.375
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.5
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.875
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.125
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.1
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.08750000000000001
name: Cosine Precision@10
- type: cosine_recall@1
value: 0
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.375
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.5
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.875
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.37312930837000663
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.22132936507936507
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.2296626984126984
name: Cosine Map@100
- 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
- type: cosine_accuracy@3
value: 0.375
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.375
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.875
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.125
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.07500000000000001
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.08750000000000001
name: Cosine Precision@10
- type: cosine_recall@1
value: 0
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.375
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.375
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.875
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.37583197830566967
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.22738095238095235
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.23779761904761904
name: Cosine Map@100
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: dim 128
type: dim_128
metrics:
- type: cosine_accuracy@1
value: 0.125
name: Cosine Accuracy@1
- type: cosine_accuracy@3
value: 0.375
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.375
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.875
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0.125
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.125
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.07500000000000001
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.08750000000000001
name: Cosine Precision@10
- type: cosine_recall@1
value: 0.125
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.375
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.375
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.875
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.4249570514457608
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.2926587301587301
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.30227411477411475
name: Cosine Map@100
- 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
- type: cosine_accuracy@3
value: 0.375
name: Cosine Accuracy@3
- type: cosine_accuracy@5
value: 0.5
name: Cosine Accuracy@5
- type: cosine_accuracy@10
value: 0.625
name: Cosine Accuracy@10
- type: cosine_precision@1
value: 0
name: Cosine Precision@1
- type: cosine_precision@3
value: 0.125
name: Cosine Precision@3
- type: cosine_precision@5
value: 0.1
name: Cosine Precision@5
- type: cosine_precision@10
value: 0.0625
name: Cosine Precision@10
- type: cosine_recall@1
value: 0
name: Cosine Recall@1
- type: cosine_recall@3
value: 0.375
name: Cosine Recall@3
- type: cosine_recall@5
value: 0.5
name: Cosine Recall@5
- type: cosine_recall@10
value: 0.625
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.3157336748187052
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.2157738095238095
name: Cosine Mrr@10
- type: cosine_map@100
value: 0.24797077922077923
name: Cosine Map@100
BGE base Financial Matryoshka
This is a sentence-transformers model finetuned from BAAI/bge-base-en-v1.5. It maps sentences & paragraphs to a 768-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: BAAI/bge-base-en-v1.5
- Maximum Sequence Length: 512 tokens
- Output Dimensionality: 768 dimensions
- Similarity Function: Cosine Similarity
- Language: en
- License: apache-2.0
Model Sources
- Documentation: Sentence Transformers Documentation
- Repository: Sentence Transformers on GitHub
- Hugging Face: Sentence Transformers on Hugging Face
Full Model Architecture
SentenceTransformer(
(0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, '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:
pip install -U sentence-transformers
Then you can load this model and run inference.
from sentence_transformers import SentenceTransformer
# Download from the 🤗 Hub
model = SentenceTransformer("Shashwat13333/bge-base-en-v1.5_v4")
# Run inference
sentences = [
"What's it like working here?",
"Yes! We are constantly looking for talented individuals. Check our Careers Page for openings.\nYou can submit your resume on our website or via our LinkedIn page.\nWe foster a people-centric, collaborative, and innovation-driven culture.\nGlassdoor: 4.3 + rating\n\nSharing Stories from Our Team\n\nDiscover firsthand experiences, growth journeys, and the vibrant culture that fuels our success.\n\nI 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.\nprofileImg\n\nAashish Massand\n\nSr. Manager Delivery\n\nTechChefz 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.\nprofileImg\n\nPankaj Datt\n\nAssociate Technology \n Being a member of TechChefz's HR team is truly uplifting. The genuine positivity, motivation, and mentorship we share make each day uniquely rewarding. Fun is woven into the work culture, fostering authentic connections. I'm grateful for the authenticity and dynamism that make every day at TechChefz truly special.\nprofileImg\n\nShreya Shukla\n\nHuman Resource Associate\n\nAdvancing from an initial team member to leading a new division, the opportunity to innovate and take risks drives my motivation. It's rare to find an organization that both nurtures passion and aligns with your mindset.\nprofileImg\n\nMohit Kumar\n\nLead - DevSecOps\n\nWorking at TechChefz has been an exceptional journey. The commitment to continuous learning and professional development is unparalleled, ensuring employees stay at the forefront of the tech industry. The leadership is forward-thinking, promoting transparency and a harmonious work-life balance.\nprofileImg\n\nHarprit Singh Kohli\n\nSr. Manager - Delivery",
"Business Process Automation: LLM Powered Agents\nOverview:\nOur AI-powered agents are designed to automate complex, time-consuming business processes. By leveraging the latest technologies such as Langchain and MongoDB, these agents can handle a variety of tasks, including data collection and web navigation, all tailored to your specific business needs.\nHow it works:\nAI Agents can be customized to automate business workflows.\nUse of Langchain ensures advanced capabilities for handling and processing web content and data.\nIntegration with MongoDB enables efficient data storage and management.\nImpact:\nSignificant time savings by automating repetitive tasks.\nEnhanced productivity, allowing employees to focus on higher-value work.\nIncreased accuracy and reduction of human errors in critical processes.\n\nCustomer Service: Sentiment Classification Using BERT\nOverview:\nThis accelerator leverages Advanced AI and Hugging Face transformers to categorize customer reviews into positive, negative, or neutral sentiments. It helps businesses gain actionable insights into customer feedback by analyzing reviews, enabling companies to respond proactively to customer concerns and improve their offerings.\nHow it works:\nBERT (Bidirectional Encoder Representations from Transformers) is fine-tuned to understand sentiment in customer feedback.\nThe tool processes customer reviews, assigning sentiment categories that can help prioritize responses or improvements.\nThe solution helps automate feedback analysis, improving the speed and accuracy of customer service interactions.\nImpact:\nActionable insights for customer service teams to improve engagement and responses.\nProactive improvements based on real-time feedback analysis.\nEnhanced customer experience by responding quickly and appropriately to customer sentiments.\n\nArtificial Intelligence: Fine-Tuning Large Language Models\nOverview:\nLarge Language Models (LLMs), such as Mistral 7B, are at the forefront of AI innovation. In this accelerator, TechChefz Digital showcases its technical prowess by fine-tuning the Mistral 7B model on the VIGO dataset, which is an open-source dataset for training large-scale language models.\nHow it works:\nWe fine-tune Mistral 7B to improve its accuracy and relevancy based on specific datasets like VIGO.\nThis allows the AI to be more context-aware and aligned with your particular business needs.\nImpact:\nEnhanced AI accuracy, enabling more effective AI-driven applications.\nOpen-source innovation that leads to cost-effective AI solutions.\nPotential to integrate fine-tuned models into a range of industries like customer service, marketing, and automation.\n\nE-Commerce: Image Similarity Search\nOverview:\nIn the e-commerce world, product discovery can be a challenge. Our AI-powered Image Similarity Search Accelerator revolutionizes product search by allowing customers to upload an image and instantly find matching or similar items. This tool enhances the shopping experience and drives higher engagement by enabling users to find products more efficiently.\nHow it works:\nCustomers upload an image of the product they are looking for.\nThe AI model uses image recognition to search for visually similar products from the e-commerce site’s catalog.\nProduct recommendations are delivered instantly based on visual matches.\nImpact:\nImproved user experience, reducing time spent searching for products.\nHigher conversion rates as customers can quickly find what they are looking for.\nDifferentiation from competitors with advanced AI-powered product discovery features.\n\nCustomer Service: RAG Chatbots\nOverview:\nRAG (Retrieval-Augmented Generation) chatbots are designed to provide timely and relevant responses to customer queries. By combining retrieval-based models with generative capabilities, these chatbots offer precise and contextually accurate answers. Our RAG-powered chatbots provide a more intelligent and tailored experience, making customer interactions smoother and more efficient.\nHow it works:\nThe chatbot first retrieves relevant data from a knowledge base or external sources.\nIt then generates responses based on this data, ensuring that each answer is aligned with the user’s query.\nRAG technology ensures that chatbots provide relevant and up-to-date information.\nImpact:\nEnhanced customer satisfaction with more precise and relevant answers.\n24/7 support capabilities, improving overall customer service availability.\nIncreased operational efficiency by automating customer interactions at scale.\n\nRequest a Demo and Browse Accelerators:\nIn our company, we offer you the opportunity to experience the power and potential of these accelerators first-hand. Whether you're looking to streamline business processes, enhance customer service, or accelerate your e-commerce strategies, our solution accelerators are built to drive fast, impactful results.\nGet started today by requesting a demo or browsing through our accelerator offerings to discover the right tools that will transform your tech projects and accelerate your success.\n",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
Evaluation
Metrics
Information Retrieval
- Datasets:
dim_768,dim_512,dim_256,dim_128anddim_64 - Evaluated with
InformationRetrievalEvaluator
| Metric | dim_768 | dim_512 | dim_256 | dim_128 | dim_64 |
|---|---|---|---|---|---|
| cosine_accuracy@1 | 0.0 | 0.0 | 0.0 | 0.125 | 0.0 |
| cosine_accuracy@3 | 0.375 | 0.375 | 0.375 | 0.375 | 0.375 |
| cosine_accuracy@5 | 0.5 | 0.5 | 0.375 | 0.375 | 0.5 |
| cosine_accuracy@10 | 0.875 | 0.875 | 0.875 | 0.875 | 0.625 |
| cosine_precision@1 | 0.0 | 0.0 | 0.0 | 0.125 | 0.0 |
| cosine_precision@3 | 0.125 | 0.125 | 0.125 | 0.125 | 0.125 |
| cosine_precision@5 | 0.1 | 0.1 | 0.075 | 0.075 | 0.1 |
| cosine_precision@10 | 0.0875 | 0.0875 | 0.0875 | 0.0875 | 0.0625 |
| cosine_recall@1 | 0.0 | 0.0 | 0.0 | 0.125 | 0.0 |
| cosine_recall@3 | 0.375 | 0.375 | 0.375 | 0.375 | 0.375 |
| cosine_recall@5 | 0.5 | 0.5 | 0.375 | 0.375 | 0.5 |
| cosine_recall@10 | 0.875 | 0.875 | 0.875 | 0.875 | 0.625 |
| cosine_ndcg@10 | 0.3691 | 0.3731 | 0.3758 | 0.425 | 0.3157 |
| cosine_mrr@10 | 0.2165 | 0.2213 | 0.2274 | 0.2927 | 0.2158 |
| cosine_map@100 | 0.2234 | 0.2297 | 0.2378 | 0.3023 | 0.248 |
Training Details
Training Dataset
Unnamed Dataset
- Size: 16 training samples
- Columns:
anchorandpositive - Approximate statistics based on the first 16 samples:
anchor positive type string string details - min: 8 tokens
- mean: 11.12 tokens
- max: 14 tokens
- min: 332 tokens
- mean: 479.62 tokens
- max: 512 tokens
- Samples:
anchor positive What e-commerce platforms do you develop on?Web & Mobile Development
Frontend Development:
HTML5: Markup language for structuring web content.
CSS/JS: Styling and interactivity for dynamic user experiences.
React JS: JavaScript library for building user interfaces with a component-based approach.
Angular JS: JavaScript framework for developing dynamic, single-page applications (SPAs).
Vue JS: Progressive JavaScript framework for building user interfaces and SPAs.
Next JS: React-based framework for server-side rendering and static website generation.
Mobile Development:
React Native: Framework for building native mobile applications using React.
Flutter: UI toolkit for building natively compiled applications for mobile, web, and desktop from a single codebase.
Backend Development:
Node JS: JavaScript runtime for building scalable backend services.
Python: High-level programming language used for backend services, machine learning, and data science.
Frappe: Full-stack web application framework based on Python and JavaScript.
Java:...Do you have any job openings right now?Yes! We are constantly looking for talented individuals. Check our Careers Page for openings.
You can submit your resume on our website or via our LinkedIn page.
We foster a people-centric, collaborative, and innovation-driven culture.
Glassdoor: 4.3 + rating
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 oppo...What does the CEO of your company do?Mayank Maggon – Founder, CEO & CTO
Mayank Maggon is the visionary leader of TechChefz Digital, responsible for driving the company's strategic direction. With over 15 years of experience in entrepreneurship and technology, Mayank has a deep understanding of AI, cloud technologies, and digital transformation. His leadership is centered on building a culture of innovation, operational excellence, and customer-first solutions.
Mayank holds a postgraduate certificate in Technology Leadership & Innovation from MIT and a postgraduate diploma in Sales & Marketing Communication from MICA, making him uniquely equipped to lead the company's growth in an ever-evolving digital ecosystem.
Link: https://www.linkedin.com/in/mayankmaggon/
Other Leadership Members:
Rahul Aggarwal – Senior Director, Technology: Rahul brings a wealth of technical expertise, overseeing the delivery of high-impact digital solutions.
Link: https://www.linkedin.com/in/rahul-aggarwal-84288a59/
Akshit Maggon – Associate Dire... - Loss:
MatryoshkaLosswith these parameters:{ "loss": "MultipleNegativesRankingLoss", "matryoshka_dims": [ 768, 512, 256, 128, 64 ], "matryoshka_weights": [ 1, 1, 1, 1, 1 ], "n_dims_per_step": -1 }
Training Hyperparameters
Non-Default Hyperparameters
eval_strategy: epochgradient_accumulation_steps: 4learning_rate: 1e-05weight_decay: 0.01num_train_epochs: 4lr_scheduler_type: cosinewarmup_ratio: 0.1fp16: Trueload_best_model_at_end: Trueoptim: adamw_torch_fusedpush_to_hub: Truehub_model_id: Shashwat13333/bge-base-en-v1.5_v4push_to_hub_model_id: bge-base-en-v1.5_v4batch_sampler: no_duplicates
All Hyperparameters
Click to expand
overwrite_output_dir: Falsedo_predict: Falseeval_strategy: epochprediction_loss_only: Trueper_device_train_batch_size: 8per_device_eval_batch_size: 8per_gpu_train_batch_size: Noneper_gpu_eval_batch_size: Nonegradient_accumulation_steps: 4eval_accumulation_steps: Nonetorch_empty_cache_steps: Nonelearning_rate: 1e-05weight_decay: 0.01adam_beta1: 0.9adam_beta2: 0.999adam_epsilon: 1e-08max_grad_norm: 1.0num_train_epochs: 4max_steps: -1lr_scheduler_type: cosinelr_scheduler_kwargs: {}warmup_ratio: 0.1warmup_steps: 0log_level: passivelog_level_replica: warninglog_on_each_node: Truelogging_nan_inf_filter: Truesave_safetensors: Truesave_on_each_node: Falsesave_only_model: Falserestore_callback_states_from_checkpoint: Falseno_cuda: Falseuse_cpu: Falseuse_mps_device: Falseseed: 42data_seed: Nonejit_mode_eval: Falseuse_ipex: Falsebf16: Falsefp16: Truefp16_opt_level: O1half_precision_backend: autobf16_full_eval: Falsefp16_full_eval: Falsetf32: Nonelocal_rank: 0ddp_backend: Nonetpu_num_cores: Nonetpu_metrics_debug: Falsedebug: []dataloader_drop_last: Falsedataloader_num_workers: 0dataloader_prefetch_factor: Nonepast_index: -1disable_tqdm: Falseremove_unused_columns: Truelabel_names: Noneload_best_model_at_end: Trueignore_data_skip: Falsefsdp: []fsdp_min_num_params: 0fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}fsdp_transformer_layer_cls_to_wrap: Noneaccelerator_config: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}deepspeed: Nonelabel_smoothing_factor: 0.0optim: adamw_torch_fusedoptim_args: Noneadafactor: Falsegroup_by_length: Falselength_column_name: lengthddp_find_unused_parameters: Noneddp_bucket_cap_mb: Noneddp_broadcast_buffers: Falsedataloader_pin_memory: Truedataloader_persistent_workers: Falseskip_memory_metrics: Trueuse_legacy_prediction_loop: Falsepush_to_hub: Trueresume_from_checkpoint: Nonehub_model_id: Shashwat13333/bge-base-en-v1.5_v4hub_strategy: every_savehub_private_repo: Nonehub_always_push: Falsegradient_checkpointing: Falsegradient_checkpointing_kwargs: Noneinclude_inputs_for_metrics: Falseinclude_for_metrics: []eval_do_concat_batches: Truefp16_backend: autopush_to_hub_model_id: bge-base-en-v1.5_v4push_to_hub_organization: Nonemp_parameters:auto_find_batch_size: Falsefull_determinism: Falsetorchdynamo: Noneray_scope: lastddp_timeout: 1800torch_compile: Falsetorch_compile_backend: Nonetorch_compile_mode: Nonedispatch_batches: Nonesplit_batches: Noneinclude_tokens_per_second: Falseinclude_num_input_tokens_seen: Falseneftune_noise_alpha: Noneoptim_target_modules: Nonebatch_eval_metrics: Falseeval_on_start: Falseuse_liger_kernel: Falseeval_use_gather_object: Falseaverage_tokens_across_devices: Falseprompts: Nonebatch_sampler: no_duplicatesmulti_dataset_batch_sampler: proportional
Training Logs
| Epoch | Step | Training Loss | dim_768_cosine_ndcg@10 | dim_512_cosine_ndcg@10 | dim_256_cosine_ndcg@10 | dim_128_cosine_ndcg@10 | dim_64_cosine_ndcg@10 |
|---|---|---|---|---|---|---|---|
| 1.0 | 1 | 13.1742 | 0.3388 | 0.4638 | 0.2489 | 0.3873 | 0.2666 |
| 2.0 | 2 | - | 0.4500 | 0.4278 | 0.2872 | 0.4212 | 0.3400 |
| 3.0 | 3 | - | 0.3936 | 0.3370 | 0.3036 | 0.3289 | 0.4710 |
| 4.0 | 4 | - | 0.3691 | 0.3731 | 0.3758 | 0.4250 | 0.3157 |
- The bold row denotes the saved checkpoint.
Framework Versions
- Python: 3.11.11
- Sentence Transformers: 3.4.1
- Transformers: 4.48.3
- PyTorch: 2.5.1+cu124
- Accelerate: 1.3.0
- Datasets: 3.3.1
- Tokenizers: 0.21.0
Citation
BibTeX
Sentence Transformers
@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",
}
MatryoshkaLoss
@misc{kusupati2024matryoshka,
title={Matryoshka Representation Learning},
author={Aditya Kusupati and Gantavya Bhatt and Aniket Rege and Matthew Wallingford and Aditya Sinha and Vivek Ramanujan and William Howard-Snyder and Kaifeng Chen and Sham Kakade and Prateek Jain and Ali Farhadi},
year={2024},
eprint={2205.13147},
archivePrefix={arXiv},
primaryClass={cs.LG}
}
MultipleNegativesRankingLoss
@misc{henderson2017efficient,
title={Efficient Natural Language Response Suggestion for Smart Reply},
author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
year={2017},
eprint={1705.00652},
archivePrefix={arXiv},
primaryClass={cs.CL}
}