Krzysztof Czapla

PYTHON BACKEND ENGINEER / ML INFRASTRUCTURE

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Python backend engineer specialising in ML infrastructure: multi-cloud, Kubernetes, and performance engineering.

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Making a CPU image classifier 2.4x faster

2026-08-28

Instrumenting an image tagging service stage by stage, and why dynamic batching and INT8 quantization both lost to the plain baseline.

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Training a YOLO model on your custom dataset locally

2026-04-25

How to easily train a local YOLO model on a custom dataset of images for free.

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PostgreSQL setup for simple python projects

2026-04-11

How to setup PostgreSQL with Docker and PGBouncer

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Security in FastAPI

2026-03-28

Most important aspects of the FastAPI security and their practical implementations

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How to implement a simple RAG in Python?

2025-12-01

a simple RAG implementation in Python using Qdrant, Ollama and FastAPI.

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