Nikita Kozodoi

Technical Blog

AI/ML insights and Python tips

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18 posts found

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
Cover image for Implementing KNN from Scratch
Implementing KNN from Scratch
March 2023

Implementing K Nearest Neighbors ML algorithm from scratch in Python and NumPy

PythonML from ScratchNumpy
Cover image for Layer-Wise Learning Rate in PyTorch
Layer-Wise Learning Rate in PyTorch
March 2022

How to set up and use discriminative learning rates across model layers

PyTorchDeep LearningTransfer Learning
Cover image for Test-Time Augmentation for Tabular Data
Test-Time Augmentation for Tabular Data
October 2021

Improving predictive performance of classical ML algorithms during inference

Machine LearningKagglePython