Hernan Revale

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Data Science | Economics | Business Consulting | Management | Research

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Portfolio


Data Science Projects

Natural Language Processing (NLP) and Development of a Content-Based Recommendation System

Development of a content-based recommender system of resumes using Natural Language Processing (NLP)


Neural Networks and Multivariate Linear Regression for Beer Sales Prediction

Prediction of beer sales using neural networks (NN) and Multivariate Linear Regression (MLR)


Holt Winters and ARIMA Models for Fast-Food Demand Forecasting (time series data)

Forecasting of fast-food demand using Holt-Winters seasonal method and Autoregressive Integrated Moving Average (ARIMA) model for time series data


Logistic Regression, Kernelised SVM and Random Forest for Classification of Patients Readmissions

Classification of patients readmissions with different classification algorithms


Naïve Bayes Spam Filter

Prediction of Spam SMS with two different Naïve Bayes classifiers


K-Nearest Neighbors and Wine Quality Prediction

Prediction of wine quality using KNN based on physicochemical characteristics


Decision Trees and Heart Disease Classification

Classification of heart disease patients using Decision Trees. Selection of best hyperparameters


Clustering and Football Players Classification (+ Web Scraping)

Web scraping to get football players data and clustering with three unsupervised methods


Bandits Algorithms Exercise

Trying three different bandits algorithms (Epsilon-greedy, Upper Confidence Bound and EXP3)


Visualisation Geolocation Exercise

Trying different visualisations based on a geolocation exercise


Research work

Books

Book Chapters

Indexed Journals

Other Bibliographic Material

Presentations in Academic Conferences