Insights

Amazon Bedrock Is Now Generally Available. Here Is Our Perspective

9 min read

Amazon Web Services (AWS) has just rolled out the general availability of Amazon Bedrock, a fully managed service that is…

Pavel Borobov

Staff Solutions Architect

Rinat Gareev

Staff Solutions Architect

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How Provectus helped Earth.com to Implement MLOps Infrastructure for Image Recognition App

1 min read

The deployment of machine learning (ML) models into production environments can present a challenge, particularly when the models are already…

Dmitrii Evstiukhin

Director of Managed Services — Provectus

James Burdon

Senior Solutions Architect — Amazon Web Services

An Instruction-following GPT-J Model Based on Instructions Generated by Bloom

10 min read

This article explores the challenges associated with accessing and utilizing large language models (LLMs) for natural language processing (NLP) applications,…

Bogdan Ivashchenko & Rinat Gareev

ML Engineer & Senior Solutions Architect at Provectus

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Exploring Intelligent Search Solutions: A Comparative Analysis of Amazon Kendra Integration and Large Language Model Crawlers

11 min read

Amazon Kendra and LlamaIndex can help with knowledge integration but fall short in connecting diverse knowledge sources, to enable efficient…

Alexander Demchuk

Software Architect at Provectus

Navigating the Complexities of Multi-label NLP: A Deep Dive into Class Imbalance and Loss Function Approaches

1 min read

In the rapidly evolving field of AI/ML, Natural Language Processing (NLP) has emerged as a critical tool with applications in…

Oleksii Babych & Rinat Akhmetov

Machine Learning Engineer & ML Solution Architect, Provectus

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