Technical Blog

 

What I have been reading: What is a ml compiler

C++
Machine Learning
Applied Engineering

Lately, I’ve been digging into machine learning (ML) compilers and how they differ from traditional software compilers.

Aug 31, 2025
4 min
 

Choosing the Right Metric for Classification Models

Machine Learning
Data Science

In this post, we explore various classification metrics: accuracy, precision, recall, F1-score, and AUC-ROC.

Aug 29, 2025
5 min
 

Avoiding Python version chaos in ML

Machine Learning
Software Engineering
Python

Working with machine learning often means juggling multiple Python versions, CUDA drivers, TensorFlow/PyTorch builds, and environment conflicts. Let’s checkout how docker can help us to ease the version pain. Say goodbye to “works on my machine” and Python hell.

Aug 28, 2025
2 min

From damping factor to learning rate

Machine Learning
Applied Engineering

Machine learning is in the center of the AI hype. But what does “learning” actually mean? We look behind the jargon and compare to another popular field computational mechanics.

Jul 5, 2025
10 min

Mutuable defaults are like clay formed by multiple hands. Everybody can change everything.

Be careful using python’s dataclass

Python
Software Engineering

Python’s @dataclass is a powerful tool for creating data containers with minimal boilerplate code. However, it introduces a subtle pitfall when working with mutable defaults like lists or NumPy arrays. This article explores this common issue, its root cause, and how to fix it effectively.

Feb 18, 2025
5 min
 

Precision/Recall vs FN/TN/FP/TP

Machine Learning
Data Science

Precision, recall, and the confusion matrix help evaluate machine learning models. Learn to Understand their tradeoffs, especially in imbalanced datasets, and optimize your classifier for better results.

Feb 10, 2025
4 min
 

How technical is too technical

C++
Software Engineering

When you read and write about software, there is always a balance to be struck how technical the books should be. I have read Effective Modern C++, which I found a little too technical.

Oct 28, 2021
4 min
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