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yx925's Projects

ecg-mit-bih icon ecg-mit-bih

ECG classification using MIT-BIH data, a deep CNN learning implementation of Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network, https://www.nature.com/articles/s41591-018-0268-3 and also deploy the trained model to a web app using Flask, introduced at

fastbook icon fastbook

The fastai book, published as Jupyter Notebooks

glypy icon glypy

Glycan Analysis and Glycoinformatics Library for Python

greykite icon greykite

A flexible, intuitive and fast forecasting library

hub icon hub

A library for transfer learning by reusing parts of TensorFlow models.

malaria-cell-detection-keras-and-tensorflow- icon malaria-cell-detection-keras-and-tensorflow-

In this kaggle kernel I used a very interesting dataset of Malaria Cell images along with a CNN to classify malaraia cells at a 95% accuracy. With Keras and TensorFlow I was able to construct a model that was able to accuractly detect malaria within cell images.

pneumonia-x-rays-of-human-lungs-ai-project icon pneumonia-x-rays-of-human-lungs-ai-project

This projects includes both back-end (Keras, Flask with dependencies) and front-end/deployement (HTML, CSS, JS) parts. The project perform X-rays of human lungs classifiaction using Convolutional Neural Networks with automated image pre-processing and internal procedures. Saved files of inspected models are saved on specific folders in project directory.

python icon python

Python codes from tutorials on the Data Professor YouTube channel

sweettalk icon sweettalk

Deep learning-based language model for glycan sequences

timeseriesai icon timeseriesai

Practical Deep Learning for Time Series / Sequential Data library based on fastai v2/ Pytorch

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