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fredymad's Projects

artificial-intelligence-and-data-science-pro icon artificial-intelligence-and-data-science-pro

Regularly Updated | Collection of the best Data Science and AI Material from the Web | Covering Everything from Books, Courses along with Material, Research Papers, and Interview Prep to Cheatsheet

awesome-ehr-deeplearning icon awesome-ehr-deeplearning

Curated list of awesome papers for electronic health records(EHR) mining, machine learning, and deep learning.

bioscope icon bioscope

Reading and enriching the Bioscope corpus using Python/NLTK/External tools

blackhole icon blackhole

BlackHole is a modern macOS virtual audio driver that allows applications to pass audio to other applications with zero additional latency.

clin_x icon clin_x

Resources related to our paper "CLIN-X: pre-trained language models and a study on cross-task transfer for concept extraction in the clinical domain"

conlleval icon conlleval

conlleval in Python (script for chunking/NER evaluation)

data-science icon data-science

:bar_chart: Path to a free self-taught education in Data Science!

data-science-cheatsheet icon data-science-cheatsheet

A helpful 4-page data science cheatsheet to assist with exam reviews, interview prep, and anything in-between.

diagnosisextraction_ml icon diagnosisextraction_ml

Pipeline for building Machine Learning Classifiers for the diagnosis of EHR text-data. We used this pipeline for our study, published here: https://doi.org/10.2196/23930.

ehost icon ehost

eHOST: The Extensible Human Oracle Suite of Tools an open source annotation tool (With UX improvements)

fes icon fes

Code and Resources for "Feature Engineering and Selection: A Practical Approach for Predictive Models" by Kuhn and Johnson

flair icon flair

A very simple framework for state-of-the-art Natural Language Processing (NLP)

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

handson-ml3 icon handson-ml3

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

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