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George Vyshnya's Projects

advancedhousepricingproblem icon advancedhousepricingproblem

This repo is dedicated to various experiments and research with the data of 'House Prices: Advanced Regression Techniques' problem

birdcallclassification icon birdcallclassification

The repo contains various materials created as a part of Cornell Birdcall Identification project

cms-detect-sleep-states icon cms-detect-sleep-states

Materials and experiments with the dataset for 'Child Mind Institute - Detect Sleep States' competition

covid19 icon covid19

This is the home of my public efforts in data analytics, research and data science/software development dedicated to various aspects of COVID-19 impact analysis

creditriskprediction icon creditriskprediction

The notebook with materials related to credit risk prediction competition (https://inclass.kaggle.com/c/adatelemz-si-platformok-2016-2-gyakorlat/)

data-science-toolbox icon data-science-toolbox

Materials developed as assignments and projects within Data Science Specialization course at Hopkins Univ

dataproc-pyspark-etl icon dataproc-pyspark-etl

This repo provides the end-to-end case study on how to build effective Big Data-scale ETL solutions in Google Cloud Platform, using PySpark/Dataproc and Airflow/Composer

datasciencecoursera icon datasciencecoursera

This is a repository created by George Vyshnya in course of studies at Data Scientists Toolbox course

dvc icon dvc

Make your data science projects reproducible and shareable. https://dataversioncontrol.com

dvc_r_ensemble icon dvc_r_ensemble

Materials of a case study to build a DVC-based ML pipeline for an R project with ensemble prediction

exodus icon exodus

The repo with Data Analytics artifacts to track the international corporate exodus from russia amid the war in Ukraine

frappe icon frappe

Full Stack Web Framework in Python & JS. Used to build ERPNext

housepriceprediction1 icon housepriceprediction1

The repo demonstrates an end-to-end ML pipeline to predict UK house prices based on the historic sales data for 1995-2015

kaggle-2021-survey icon kaggle-2021-survey

This repo collects the various research artifacts and final-quality notebooks with the research on Kaggle 2021 Survey results.

kerasbinclass1 icon kerasbinclass1

This repo contains a Keras-based neural network solution to tackle a binary classification problem

malimg icon malimg

This repo contains the artifacts of ML experiments to detect / classify various malware attacks based on the classical MalImg Dataset

ml-gcp-deployment icon ml-gcp-deployment

This repo is dedicated to the reference implementation of an ML solution as well as packaging and deploying it as a Web-based Google Cloud Platform's cloud functoion

moa icon moa

This repo contains the materials for the 'Mechanisms of Action' competition at Kaggle

rutextnormal icon rutextnormal

This is the repo with Python code of models developed in Google Russian Text normalization competiontion (https://www.kaggle.com/c/text-normalization-challenge-russian-language/)

showofhands2016 icon showofhands2016

This is the notebook with various submission scripts used to tackle the Kaggle competition per https://inclass.kaggle.com/c/can-we-predict-voting-outcomes

spacial_data_analysis icon spacial_data_analysis

The repo contains materials of a project to deliver data mining and data visiualization/analytics based on geospacial data of telecom infrastructure and customer locations of a large national telecom operator

state-of-data-science-and-ml-2020 icon state-of-data-science-and-ml-2020

This repo contains the notebooks with the comprehansive EDA and data-driven insights from the data collected in Kaggle's 2020 survey of 'State of Data Science and Machine Learning 2020'.

tab-dec-21 icon tab-dec-21

This repo contains the materials and artifacts related to the experiments with the dataset of Kaggle's Dec 2021 Tabular Playground Competition.

tab-feb-2021 icon tab-feb-2021

Various AutoML and ML Experiments on Kaggle's Feb 2021 Tabular Contest Dataset

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