Pinned Repositories
digital_staining
CarPrices
In this project I built a classification and a regression model to predict, respectively, the price range of second-hand cars and their exact price.
ComplexNetworks
Simple projects to understand concepts from the Complex Network course at UOC: Structural Descriptors, Models of Complex Networks, Community Detection, Dynamics in CN (Epidemic simulation)
Diabetes-BayesianModel
Bayesian Network that encodes the relationships between diabetes, its risk factors, and its effects
EvolutionaryGames_NetworkDynamics
2 players symmetric games are fascinating from the game theory point of view. Here I study the development of the fraction of cooperators and defectors in a structured population, considering different structures (networks) and different update rules.
GlaucomaDetection
Development and analysis of various deep NN models to detect glaucoma cases from fundus images. The performance of the best model was evaluated with cross-validation. Mean F1-score: 0.95975, with a standard deviation of 0.02274.
LogitLens_NLPproject
NLP
Projects for the Natural Language Processing course: FakeNews classifier and Sentiment Analysis
ObjectRecognition_Detectron2
Toy project with Detectron2 to do object recognition on a single class: cars.
RNN_music_generator
Implementation of a recurrent neural network for the generation of music, following the work presented in [JamBot: Music Theory Aware Chord Based Generation of Polyphonic Music with LSTMs, by Gino Brunner, Yuyi Wang, Roger Wattenhofer and Jonas Wiesendanger](https://arxiv.org/pdf/1711.07682.pdf). Some parts of the code attached is taken from the repository of the authors of the paper. We built a LSTM network to generate chords from MIDI files. Finally, we used the embedding layer of the model to project the chords in 2D (with PCA) and visualize the concept of word2vec: we'll se that the model has learned the Circle of Fifths.
Venn1998's Repositories
Venn1998/ComplexNetworks
Simple projects to understand concepts from the Complex Network course at UOC: Structural Descriptors, Models of Complex Networks, Community Detection, Dynamics in CN (Epidemic simulation)
Venn1998/Diabetes-BayesianModel
Bayesian Network that encodes the relationships between diabetes, its risk factors, and its effects
Venn1998/RNN_music_generator
Implementation of a recurrent neural network for the generation of music, following the work presented in [JamBot: Music Theory Aware Chord Based Generation of Polyphonic Music with LSTMs, by Gino Brunner, Yuyi Wang, Roger Wattenhofer and Jonas Wiesendanger](https://arxiv.org/pdf/1711.07682.pdf). Some parts of the code attached is taken from the repository of the authors of the paper. We built a LSTM network to generate chords from MIDI files. Finally, we used the embedding layer of the model to project the chords in 2D (with PCA) and visualize the concept of word2vec: we'll se that the model has learned the Circle of Fifths.
Venn1998/CarPrices
In this project I built a classification and a regression model to predict, respectively, the price range of second-hand cars and their exact price.
Venn1998/EvolutionaryGames_NetworkDynamics
2 players symmetric games are fascinating from the game theory point of view. Here I study the development of the fraction of cooperators and defectors in a structured population, considering different structures (networks) and different update rules.
Venn1998/GlaucomaDetection
Development and analysis of various deep NN models to detect glaucoma cases from fundus images. The performance of the best model was evaluated with cross-validation. Mean F1-score: 0.95975, with a standard deviation of 0.02274.
Venn1998/LogitLens_NLPproject
Venn1998/NLP
Projects for the Natural Language Processing course: FakeNews classifier and Sentiment Analysis
Venn1998/ObjectRecognition_Detectron2
Toy project with Detectron2 to do object recognition on a single class: cars.
Venn1998/Venn1998
Config files for my GitHub profile.