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Lena Dubov's Projects

ads_teaching icon ads_teaching

Teaching repo for Applied Data Science @ Columbia, a project-based course for data science skills (statistical thinking, machine learning, data engineering, team work, presentation, endurance of frustration, etc).

alocc_keras icon alocc_keras

Keras implementation of Adversarially Learned One-Class Classifier or ALOCC for short.

apparel-image-recognition icon apparel-image-recognition

This project is aimed to explore trade-offs between ML techniques accuracies, time of execution and sizes of training set in R.

bigdata icon bigdata

This repository hosts the code/projects/demos/slides for Big Data technologies under Apache Hadoop and Apache Spark umbrella.

blogger_boost icon blogger_boost

Application to help bloggers lean about themselves and engage in their community

cardio icon cardio

CardIO is a library for data science research of heart signals

chexnet icon chexnet

A pytorch reimplementation of CheXNet

deepecg icon deepecg

ECG classification programs based on ML/DL methods

dsp icon dsp

Metis Data Science Bootcamp - Official Prework Repository

improving-performance-of-r-code icon improving-performance-of-r-code

Review of the methods to programmatically monitor the efficiency of R code in terms of computational speed and memory. The overview closely follows the following textbook: APA (American Psychological Assoc.) Lim, A., & Tjhi, W. (2015). R High Performance Programming. Birmingham, UK: Packt Publishing.

military-interstate-dispute-analysis icon military-interstate-dispute-analysis

This data set records all instances of when one state threatened, displayed, or used force against another. Version 4.3 covers the 1816-2010 period. Primary dataset is collected here https://correlatesofwar.org/data-sets/MIDs.

physionet2017 icon physionet2017

PhysioNet 2017 Entry: AF Classification from a short single lead ECG recording

recommender-system---ted-talks icon recommender-system---ted-talks

I combine topic modeling of transcripts of TED Talks with sentiment analysis of the comments to produce the recommendations for viewers based on topic relevance and positivity of the audience perception.

workshop-library icon workshop-library

A library of workshops written by and for Microsoft Learn Student Ambassadors and Cloud Advocates and their local communities

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