Data Labs with Python & Tableau

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DATA SCIENCE IN BIG 5

`/data_science/`

What is the ultimate toolbox for Data Science? Let's find out by analyzing LinkedIn profiles of Data Scientists in most prominent IT Companies - Amazon, Apple, Facebook, Google and Microsoft. Then test your own LinkedIn profile skillset against skillsets of top tier Data Scientists.

Scrapers:

Data was scraped with Scrapy + Selenium combo.

Data Preprocessing:

Dataset was preprocessed with pandas.

Tableau Vizualization:

`/data_science/ds_dashboard`

Tableau Viz embedded in Django application

Test My Profile:

`/data_science/test_profile`

Datasets comparison with pandas and chartJs

DAFT ANALYTICS

`/daft_analytics/`

What is a current value of you property? While web is full of various calculators, yet we will try to build another one, with use of Machine Learning algorithms. We'll also create Tableau Vizualization that will allow to determine most attractive investments in the area.

Scrapers:

Data was scraped with Scrapy + Selenium combo.

Data Preprocessing:

Dataset was preprocessed with pandas.

Tableau Vizualization:

`/daft_analytics`

Tableau Viz embedded in Django application

Property Price Estimator:

`/daft_analytics/price_estimator`

Machine Learning regressors built with RandomForest & XGBoost

LIFE EXPECTANCY AT BIRTH, 1960-2015

`/life_expectancy/`

Tableau Dashboard deployment in Django + Heroku environment.

GITHUB ACTIVITY 2018

`/github_activity/`

My GitHub Activity meets Radial Bar Chart.

Django REST Endpoints

User

`/rest`

User handling via RESTFUL Api with Token Authorization.

Estimate Property

`/api/estimate_property/`

Apply Property Value Estimator algorithm via RESTFul Api.

Test Profile

`/api/test_profile/`

Let's compare skills that you currently list on LinkedIn profile to the skillset that is most commonly found on Data Scientists profiles via RESTFul Api.

TOOLS, MODULES & TECHNIQUES

Travis CI:

Test Files:

`/core/tests/`

Web Development:

Database Development:

Postgres | SQLite

Python & JS – data analysis & visualisation:

pandas | numpy | chart.js

Python – machine learning:

sklearn | xgboost | pandas |

Testing

Django.test

Thank you,

Lukasz Malucha

cally99 / data-labs-with-python-tableau Goto Github PK