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Gabriel De Santis's Projects

2_sql_database icon 2_sql_database

Creating a database with MySQL and connecting, modifying, and querying it with Python

advanced_machine_learning icon advanced_machine_learning

Applying Advanced Machine Learning techinques such as pipelines and text mining, as well as advanced data engeneering methods like column transformers and estimators.

classification_models icon classification_models

Classfying an unbalanced data set of delayed flights with the help of SMOTE and comparing the performance of three different classification models (Decision Tree, Logistic Regression, XGBoost).

elk_stack icon elk_stack

Interactive and real-time data visualization dashboard with ELK Stack (Elasticsearch, Logstash & Kibana) connected to our localhost

feature_engineering icon feature_engineering

Improving Machine Learning models performances through Feature Engineering and Feature Scaling techniques such as Principal Component Analysis (PCA), Dummy variables, Standard Scaling and Data Normalization

ip_geolocalization icon ip_geolocalization

Preprocess, standardize and transform web logs in order to geolocalize and visualize the origin of log events

nosql icon nosql

Creating a No-SQL database with MongoDB, querying and manipulating it with Python (Pymongo)

pumpitup icon pumpitup

My participation in the 'Pump it Up: Data Mining the Water Table' challenge by DrivenData

regression_models icon regression_models

Creating and comparing three regression models (Linear, Neureal Network & Random Forest) to predict Flight Delay and figuring out which one is the best.

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