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Jonathan Guymont's Projects

datasets icon datasets

Small datasets. Convenient for workshops.

derivative_generator icon derivative_generator

Experiments on using generative models to learn the joint distribution of features used to price derivative and their market price

humanware icon humanware

Different convolutional neural network implementations for predicting the lenght of the house numbers in the SVHN image dataset. First part of the Humanware project in ift6759-avanced projects in ML.

ift2015 icon ift2015

Assignments and lecture notes for IFT2015 - Data Structures

part-of-speech-tagging icon part-of-speech-tagging

Train a first-order (i.e., the probability of a tag depends only on the previous tag) HMM part-of-speech tagger. Find the MAP estimate of the parameters of the model using add-1 smoothing.

sentiment-analysis icon sentiment-analysis

Train a simple classifier that classifies a sentence into either a positive or negative sentiment. These sentences come from a movie review dataset constructed by the authors of this paper: Bo Pang and Lillian Lee, Seeing stars: Exploiting class relationships for sentiment categorization with respect to rating scales, Proceedings of ACL 2005.

vae-anomaly-detector icon vae-anomaly-detector

Experiments on unsupervised anomaly detection using variational autoencoder. The variational autoencoder is implemented in Pytorch.

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