Artem's Portfolio

Regression

Created a Project to estimate salaries (MAE around $11K) on Data Scientist Jobs to help understand the workspace landscape.

Scraped about 1000 jobs from Glassdoor utilizing selenium and python
Created features from the job description to help understand the value companies place on python and excel
Optimized Lasso, Random Forest and Gradient Boosting Regressor using GridsSearch CV
Created Client facing API using Flask

See more information on this project by clicking through on the link below:

Classifier

Created a Project to predict a Red Wine's Rating as Bad, Good or Exceptional Given a Number of Characteristics

See more information on this project by clicking through on the link below:

Data Visualization and Regression Modeling

Project relating to the data sets containing songs from Spotify

Utilized data sets available on Kaggle. One for Visualizations and Larger one for training the model.
Checked and ensured the validity of the Data
Performed Exploratory Data Analysis on the Data
Created a Number of Models
Packaged Light GBM Model and Pushed into Production

See more information on this project by clicking through on the link below:

Dota 2 Predictions

Created a Project to predict the winner of a Dota 2 Professional Match based on hero composition.

See more information on this project by clicking through on the link below:

Past Projects