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Embeddings As a Service

The expertise we hold in handling different data categories and crafting vector embeddings for a multitude of functions places us at the forefront of delivering optimal and trustworthy embeddings as a service for AI-driven solutions.

Embedding as a service
SERVICES

Unleashing the Power of Vector Embedding: Empowering Your Data to Deliver Insights

Our extensive array of services furnishes us with the capability to manage every requirement, encompassing tailored embedding model creation to the utilization of pre-existing embeddings, along with seamless API integration.

Training We’ll leverage data at hand to create embedding models that resonate with specific language nuances and domain knowledge. Even pre-existing models aren’t out of the question – they can be adjusted to align with specific business requirements, fostering improved precision and operational efficiency in any application.

Integration of our embedding APIs into applications is a breeze, broadening their functional reach. Our vast vector database – a reservoir of word, image, and video embeddings, can be accessed through our APIs. This empowers AI solutions with capabilities such as classification, similarity searches, and clustering.

Equipped with pre-trained word, graph, image, and video embeddings, our offerings can significantly enhance the precision and effectiveness of diverse AI tasks. This makes it an essential toolkit for any enterprise aspiring to incorporate machine learning within their applications.

Our holistic assessment and benchmarking services facilitate determination of embedding quality and performance. This enables identification of potential enhancements, paving the way for optimum performance of the embeddings.

Customized Embedding Model

Training We’ll leverage data at hand to create embedding models that resonate with specific language nuances and domain knowledge. Even pre-existing models aren’t out of the question – they can be adjusted to align with specific business requirements, fostering improved precision and operational efficiency in any application.

Seamless API Integration

Integration of our embedding APIs into applications is a breeze, broadening their functional reach. Our vast vector database – a reservoir of word, image, and video embeddings, can be accessed through our APIs. This empowers AI solutions with capabilities such as classification, similarity searches, and clustering.

Ready-to-Use Embeddings

Equipped with pre-trained word, graph, image, and video embeddings, our offerings can significantly enhance the precision and effectiveness of diverse AI tasks. This makes it an essential toolkit for any enterprise aspiring to incorporate machine learning within their applications.

Comprehensive Evaluation & Benchmarking

Our holistic assessment and benchmarking services facilitate determination of embedding quality and performance. This enables identification of potential enhancements, paving the way for optimum performance of the embeddings.

OUR FEATURED WORK

Our AI & ML-Powered Projects

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Writeback

Social. An ML-powered one-of-a-kind digital experience curated for sending and receiving letters.

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SmartEats

Nutrition. It is an AI and ML based app designed to enable users to add real-time food recognition & typing free food tracking.

EXPERTISE

Types of Vector Embeddings We Have Mastered

Harness the Full Potential of Vector Embeddings: Our Expertise Across Diverse Applications.

Text Embeddings

By employing methods such as Word2Vec and GloVe, we transform textual information into vector formats. This process helps capture the likeness and relationship between words. These text embeddings permit the extraction of both context and essence from textual data, fostering the creation of technology like search engines and recommendation systems.

Video Embeddings

We harness the power of CNNs, RNNs, and other techniques to draw out features from videos and then encapsulate them into a concise form. This results in recognizing essential scenes, objects, and activities within video content. The video embedding service provided here enhances the precision and performance of platforms like video recommendation and captioning systems.

Audio Embeddings

Through analysis of audio signals, the unique elements or aspects such as spectral features and acoustic content are extracted and then converted into audio embeddings. These compact numerical representations of audio signals are adaptable for various applications, such as building speech recognition platforms or music recommendation engines.

Custom Embeddings

Selecting the most fitting embedding model for the data at hand, we train it accordingly to develop custom embeddings specifically tailored to address unique business requirements. This ensures that the custom embeddings emphasize the data’s vital features and patterns, and that they align well with the intended functions.

TOOL & TECHNOLOGY

Our Embeddings as a Service Tech Stack

Our ML developers recommend the best technology stack to develop perfect ML solutions for business.

ML Model Engineering tech stack<br />
TESTIMONIAL

What our clients say:

“Markovate makes AI development clear and transparent. With active communication and optimal solutions, they alleviated our development concerns. Highly recommended for seamless product development partnerships.”

Garrett Vandendries
Director & PMO, Trapeze

“Markovate has helped us build multiple products in the past. We definitely recommend them to anyone looking for product development.”

John D
CEO, Aisle24

“Worked with Rajeev and Mansi both for Hawaii Revealed app development and launch. Excellent people with a thorough understanding of their business. Experts in providing solutions for scalability and product modernization.”

George Thompson
Sr. VP, Hawaii Revealed

“In every sense, working with Markovate has been amazing. The experience & outcomes were excellent from conception to creation & throughout the evolution phase. We are grateful that we could find Markovate to assist us as our mobile application met our expectations.”

Michael Sedigh
CFO, 3M Corporation

“Worked with Markovate and Mansi Takyar for our software launch in Canada. She has excellent business sense and truly added value to our product’s success. We highly recommend Markovate.”

David Singh
VP Strategy and Operations, Kira Talent

“I recommend Markovate to owners looking to design a new product or planning to develop it. Their team is fully skilled in building mobile applications and web solutions.”

Lucie Lalumiere
President & CEO, Interactive Ontario
INDUSTRIES

We serve you with

We have been creating innovative industry-based solutions that speed up digital growth.

SaaS

Travel

Fintech

Retail

Fitness

Healthcare

Our proud clients

Over the past decade, we have developed creative solutions for Fortune 500 companies, small businesses, and technology startups. Check out how we helped them transform their corporate structure. See our work.
logo-client-2024
Over the past decade, we've crafted innovative solutions for leading Fortune 500 companies such as IBM, Nestle, Amazon, Accenture, as well as numerous small businesses and tech startups like Aisle 24 and Trapeze, among others. Check out how we helped them transform their corporate structure.
FAQ’s

About Embeddings As a Service

Can you explain what Embeddings as a Service is all about?

Embeddings as a Service is a little like having a specialized team working just on creating, fine-tuning, and delivering embeddings for specific projects. Whether it’s building from scratch or leveraging existing models, it’s about crafting solutions that empower applications like search engines and recommendation systems. And this isn’t just about technology; it’s about understanding the broader context in which these applications operate and tailoring services to boost functionality. It’s the way businesses bring about smarter, more insightful operations.

Is there an option to get tailored embedding services ?

Absolutely, and it’s an essential question for any business stepping into the world of embedding. Within our suite of services, there’s a rich selection of customizable embedding solutions. Our experienced developers work closely with clients to really understand the nuances of their needs and guide them in picking just the right fit. It’s all about aligning technology with unique business goals.

Can you break down what vector databases are?

Sure thing! Think of vector databases as these highly specialized storage systems designed with vector data in mind. They come into play in fields like machine learning and natural language processing where the stakes are high for managing complex data. What sets them apart? They leverage smart techniques like k-d trees, LSH, and FAISS to perform at scale. And yes, Pinecone, Qdrant, Weaviate, and Chroma are among the big names here.

How to integrate embeddings into an application? How does that work?

We’ve built APIs that speak the language developers understand. It’s a little like giving them the keys to a specialized toolbox, allowing them to request data embeddings in friendly formats like JSON or XML. It’s all about bridging the technical with the accessible.

ARTIFICIAL INTELLIGENCE

Point of view

Our thought leadership initiative – an exclusive platform for sharing our insights and technological perspectives.

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