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
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
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