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Machine Learning for Healthcare

Automatic lung-cancer detection on scans of Computed Tomography with RadIO

Automatic lung-cancer detection on scans of Computed Tomography with RadIO

Lung cancer is the world’s deadliest cancer and it takes countless lives each year. Fortunately, early detection of the cancer can…
Go to the profile of Alexander Koryagin
Alexander Koryagin
How to make CT-scan preprocessing fast and easy

How to make CT-scan preprocessing fast and easy

Deep learning loves to put hands on datasets that don’t fit into memory. In these cases efficiency is key. 3D-scans from computer…
Go to the profile of Kirill Emelyanov
Kirill Emelyanov
How to easily train a 3D U-Net or any other model for lung cancer segmentation.

How to easily train a 3D U-Net or any other model for lung cancer segmentation.

After significant state of-the-art (SOTA) results of convolutional networks, it’s no secret that deep learning community is actively trying…
Go to the profile of Aleksey Ushakov
Aleksey Ushakov
It’s time to speed up Deep Learning so it can digest any data like never before

It’s time to speed up Deep Learning so it can digest any data like never before

Deep learning is now massively applied to healthcare diagnostics (Oxford University Press) and medical AI is on all investment radars…
Go to the profile of Anna Dubovik
Anna Dubovik
CardIO framework for deep research of electrocardiograms

CardIO framework for deep research of electrocardiograms

This article introduces a framework that allows to build end-to-end machine learning models for deep research of electrocardiograms and…
Go to the profile of Egor Illarionov
Egor Illarionov
Annotating ECG signals with Hidden Markov Model

Annotating ECG signals with Hidden Markov Model

Health is the most valuable resource
Go to the profile of Dmitry Podvyaznikov
Dmitry Podvyaznikov
Atrial fibrillation detection with a deep probabilistic model

Atrial fibrillation detection with a deep probabilistic model

Atrial fibrillation (also called AF or AFib) is the most common heart arrhythmia, occurring in about 2% of the world’s population. It is…
Go to the profile of Alexander Kuvaev
Alexander Kuvaev
Lies, damned lies, and state-of-the-art

Lies, damned lies, and state-of-the-art

After having analysed over 50 most cited articles of the past 10 years we observed that each year there is at least one report with…
Go to the profile of Egor Illarionov
Egor Illarionov
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