Insights

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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Customer-Centric AI Transformation: Common Mistakes and Best Practices

7 min read

Enterprises of any size, level of maturity, industry or geographic location are constantly planning and executing new innovations: from executing…

Stepan Pushkarev

CTO and Co-Founder at Provectus

Provectus at AWS re:Invent 2022

6 min read

Provectus is proud to be a sponsor of AWS re:Invent 2022, one of the world’s largest technology conferences, that took…

Provectus

AI-first consultancy and solutions provider.

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