PinnedMichał Marcińczuk, Ph.D.inTowards Data ScienceReducing the Size of Docker Images Serving Large Language Models (part 2)How to reduce a “small” Docker image by another 10%.May 8May 8
PinnedMichał Marcińczuk, Ph.D.inTowards Data ScienceReducing the Size of Docker Images Serving Large Language ModelsHave you encountered a problem where a 1 GB transformer-based model increases even up to 8 GB when deployed using Docker containerization?May 34May 34
PinnedMichał Marcińczuk, Ph.D.inCodeNLPCost of running ML experiments on GPU — AWS Cloud vs local GPUDid you know that you are giving away an RTX 4090 for free by running ML experiments for a year?Nov 13, 20236Nov 13, 20236
Michał Marcińczuk, Ph.D.inSeñor PythonDictionaries in Python 3.8–3.12All you need to know about dictionaries in Python.May 281May 281
Michał Marcińczuk, Ph.D.inLevel Up CodingThe enumeration in Python 3.8–3.12Review of useful features of Enum type in Python: basics, typed enums, auto values.May 211May 211
Michał Marcińczuk, Ph.D.inCodeNLPHow to Avoid the Out-of-Space Problem: A Guideline for an ML EngineerCheckpoints, docker images, Python environments, HF models, and pip cache may grow over time and occupy more disk space without your full…May 214May 214
Michał Marcińczuk, Ph.D.inCodeNLPCross-lingual Named Entity Corpus for Slavic LanguagesWe present a corpus manually annotated with named entities resulting from a series of shared tasks on Named Entity Recognition…May 17May 17
Michał Marcińczuk, Ph.D.inSeñor PythonDataclasses: an effective use of InitVar in PythonThe story presents how to define init-only properties using the dataclasses package in Python.May 152May 152
Michał Marcińczuk, Ph.D.inCodeNLPKeep an eye on the expenses of your cloud storage while using MLflowMLflow has a tendency to accumulate experiment data, leading to unexpectedly high cloud storage costs. Keep an eye on how much data is on…Mar 27Mar 27
Michał Marcińczuk, Ph.D.inCodeNLPTerminus — a concept of an LLM created in 1968?Terminus is a character in one of the science fiction stories collections named Tales of Pirx the Pilot, which was written by Stanisław…Mar 6Mar 6
