Nikita Kozodoi
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Nikita Kozodoi

AI Blog

AI insights and customer stories

Nikita Kozodoi

AI Blog

ML insights and customer stories

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8
AWS Blogs
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Cover image for Boost Your LLM Performance on Amazon Bedrock with Self-Reflection
Boost Your LLM Performance on Amazon Bedrock with Self-Reflection
January 2026

Learn how to enhance LLM performance using self-reflection techniques with Amazon Bedrock models to improve accuracy and reliability.

AWSGenerative AILLMs
Cover image for Scaling Medical Content Review at Flo Health Using Amazon Bedrock
Scaling Medical Content Review at Flo Health Using Amazon Bedrock
January 2026

Discover how Flo Health scaled their medical content review process using Amazon Bedrock to ensure accuracy and compliance at scale.

AWSHealthcareGenerative AI
Cover image for AUMOVIO Boosts Software Development with an Agentic Coding Assistant Powered by Amazon Bedrock
AUMOVIO Boosts Software Development with an Agentic Coding Assistant Powered by Amazon Bedrock
January 2026

Learn how AUMOVIO accelerated software development using an agentic coding assistant built on Amazon Bedrock.

AWSGenerative AIAgents
Cover image for Shaping the Future of Embedded Automotive Development with AUMOVIO and AWS
Shaping the Future of Embedded Automotive Development with AUMOVIO and AWS
September 2025

Discover how AUMOVIO and AWS are revolutionizing embedded automotive development through cloud-native solutions.

AWSGenerative AILLMs
Cover image for Intelligent Document Processing at Scale with Generative AI and Amazon Bedrock Data Automation
Intelligent Document Processing at Scale with Generative AI and Amazon Bedrock Data Automation
July 2025

Learn how to build scalable intelligent document processing solutions using generative AI and Amazon Bedrock Data Automation.

AWSGenerative AILLMs
Cover image for Detect Hallucinations for RAG-Based Systems
Detect Hallucinations for RAG-Based Systems
May 2025

Learn how to create a basic hallucination detection system for RAG-based applications. Compare different methods in terms of accuracy and cost.

Generative AILLMsRAG
Cover image for Medical Content Creation in the Age of Generative AI
Medical Content Creation in the Age of Generative AI
December 2024

Explore how generative AI is transforming medical content creation, focusing on marketing content generation and revision.

AWSHealthcareGenerative AI
Cover image for Improve LLM Responses in RAG Use Cases by Interacting with the User
Improve LLM Responses in RAG Use Cases by Interacting with the User
November 2023

Learn techniques to enhance Large Language Model responses in RAG systems through interactive user engagement.

RAGLLMsGenerative AI
Cover image for Implementing PCA from Scratch
Implementing PCA from Scratch
March 2023

Implementing Principal Component Analysis from scratch in Python and NumPy

PythonML from ScratchNumpy
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© 2025 Nikita Kozodoi. All opinions are my own.