イルカ Borovec – Medium

イルカ Borovec

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イルカ Borovec
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PyTorch Lightning Developer Blog

Best Practices to Rank on Kaggle Competition with PyTorch Lightning and Spot Instances

Complete the data science cycle of solving the Image classification challenge with an interactive session, hyper-parameter fine-tuning on…

3 min readSep 22, 2021

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Best Practices to Rank on Kaggle Competition with PyTorch Lightning and Spot Instances

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イルカ Borovec
in
CodeX

Git sub-modules: How to automate updates via GitHub’s Pull Request

There are several ways to define external dependencies in your project — using a package manager if the dependency is installable or just…

5 min readNov 6, 2023

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Git sub-modules: How to automate updates via GitHub’s Pull Request

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イルカ Borovec
in
CodeX

Scalable Automation for Retry/Rerun Failed Checks in GitHub Actions

A brief guide on how to automatically rerun (for N times) your failed checks/jobs with GitHub Actions on open Pull Requests.

4 min readSep 25, 2023

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Scalable Automation for Retry/Rerun Failed Checks in GitHub Actions

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イルカ Borovec
in
Towards Data Science

Kaggle hacking: Validate a simple hypothesis against a hidden dataset

This post will share how to creatively debug your Kaggle submission, particularly the submission format, and how I ran a simple hypothesis…

6 min readMay 5, 2022

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Kaggle hacking: Validate a simple hypothesis against a hidden dataset

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イルカ Borovec
in
Towards Data Science

How to Finetune Yolov5 in a Multi-GPU environment

It is generally known that Deep Learning models tend to be sensitive to proper hyper-parameter selection. At the same time, when you…

5 min readFeb 15, 2022

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How to Finetune Yolov5 in a Multi-GPU environment

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イルカ Borovec
in
CodeX

Addressing Toxic Comments with Lightning Flash and Detoxify

Showcasing simplicity of creating an NLP model for detecting toxicity in plain text with Lightning Flash. We also present a community…

8 min readDec 8, 2021

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Addressing Toxic Comments with Lightning Flash and Detoxify

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イルカ Borovec
in
PyTorch Lightning Developer Blog

Stay Ahead of Breaking Changes with the New Lightning Ecosystem CI

A new integration platform for Data Science and Deep Learning packages based on Lightning to boost compatibility, perform regular testing…

5 min readDec 7, 2021

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Stay Ahead of Breaking Changes with the New Lightning Ecosystem CI

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イルカ Borovec
in
Towards Data Science

Easy Kaggle Offline Submission With Chaining Kernels

A simple guide on facilitating your Kaggle submission for competitions with restricted internet access using Kaggle kernel chain.

6 min readNov 29, 2021

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Easy Kaggle Offline Submission With Chaining Kernels

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イルカ Borovec
in
Towards AI

Tabular Classification and Regression Made Easy with Lightning Flash

This post presents solving Tabular primary data via the two most common Machine Learning (ML) tasks — classification and regression, with…

6 min readNov 25, 2021

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Tabular Classification and Regression Made Easy with Lightning Flash

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イルカ Borovec
in
Towards Data Science

Simple 3D MRI classification ranked bronze on Kaggle

Guide on how to design a simple training workflow building on several well-established frameworks to produce a robust baseline solution.

10 min readOct 27, 2021

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Simple 3D MRI classification ranked bronze on Kaggle

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イルカ Borovec

イルカ Borovec

Friend of Medium

I have been working in ML and DS for a while in a few IT companies. I enjoy exploring interesting world problems and solving them with SOTA techniques…

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