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Understanding MSE (Mean Squared Error) in Depth

24 August 2025Andrey Sologub
#MachineLearning  #MSE  #Regression  #ModelEvaluation  #Python  Understanding MSE (Mean Squared Error) in Depth

Deep dive into Mean Squared Error (MSE) - its mathematical foundation, implementation from scratch, comparison with other metrics like MAE and R², and practical applications.

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Linear Regression: First Step into Machine Learning

16 June 2025Andrey Sologub
#MachineLearning  #Regression  #Python  Linear Regression: First Step into Machine Learning

Linear regression models relationships between variables by fitting a straight line through data. This guide covers simple and multiple regression with Python implementations, evaluation metrics, common pitfalls, and when to use linear regression as your baseline machine learning model.

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Here’s how you can get WireGuard with DNSCrypt set up on your server.

29 May 2025Andrey Sologub
#Wireguard  #DNSCrypt  #VPN  #Network  #DNS  #Security  #Privacy  Here's how you can get WireGuard with DNSCrypt set up on your server.

Learn how to install WireGuard with DNSCrypt on your server and choose your preferred DNS resolver to enhance network data protection with encrypted VPN and DNS traffic.

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Building a Basic RAG System: From Parsing to Answer Generation

21 April 2025Andrey Sologub
#RAG  #LLM  #NLP 

A guide to building Retrieval-Augmented Generation (RAG) systems from scratch. Learn the four key stages of RAG development: document parsing, knowledge base input, effective search, and answer generation techniques.

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