aiwargame

COMP472 (Artificial Intelligence) Final Project

computervision

covid19_vaccination_system

Automated system for detecting the patients that need to get vaccinated, given a database + Unit test frameworks. Coursework for Data Structures and Algorithms course.

data_ingest

Data ingestion and scraping from different sources for topic modelling.

datascientists_jobstationarity

Language: R. Study, Exploratory Data Analytics and Data Visualizations about stationarity in data scientists roles applying the following techniques: PCA, Factor Analysis, Clustering, KMeans and Hierarchical Clustering.

datascientists_salaryrecords

Study about salaries in data scientists roles applying the following techniques: QDA, LDA, Naive-Bayes approach, Random Forests, KNN, SVM, (Logistic, Lasso and Ridge) Regression and Elastic Nets. Also, study of the database considering linear, simple and multivariate models.

experimentsmachinelearning

experimentswordembeddings

Perfomed experiments with word embeddings to solve a synonyms test automatically. Comparison of the performance of pretrained embedding models on multiple data sets.

f1-analytics

Explore Formula 1 data with F1 API Analytics. Extract, clean, predict and visualize data. Final dashboards available in the linked PDF.

game_of_thrones

Development of an action game regarding Game of Thrones in Python

linearmodeloptimization

Solution to a linear model about gardening services using 'glpk' solver. General definition of the problem, formulation of variables, objective function and constraints + Insights about the model sensitivity.

lucia-corsan

Hello World

networkoptimization_nonlinearmodel

Solution to the p-Median and Maximal Coverage Location problems by defining the objective function, set, parameters and constraints visually and mathematically. Solvers: gurobipy, pyomo, ipopt.

pacman_machine_learning

Automated Pacman Game and insights applying Machine Learning: Reinforcement Learning, Relational Learning, Regression and DTs for classification

political_tweets_nlp

Twitter scraping, Preprocessing, Vectorization and WordCloud visualizations, LDA for topic similarity, NLP transformers to detect hate speech, violence and sentiment analysis for Spanish political tweets

spark_pagerank

PageRank algorithm implementation in Spark for Wikipedia.

titanic_survival_study

Study on survival rates in Titanic using Supervised Learning techniques

zoo_web_applications

Building from zero a zoo website covering HTML, CSS languages and Relational Databases (SQL), Jinja and Flask.