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Alexandra Duboy's Projects

eth_price_prediction icon eth_price_prediction

A project that scraped reddit posts, using each post to extract general sentiment (via the TextBlob library) and searching each post for an "occurrence number" of relevant current events in crypto. This project also utilized other features such as Dow Jones historical data, google search frequency, bitcoin price, etc. All features were fed into a random forest regression and classifier. High accuracy was achieved with an R squared value of 0.94 after a grid cv search.

metadata_deep_learning icon metadata_deep_learning

Testing if signal from user metadata may be used to be fed into a Pytorch model, and improve the performance of the model. A javascript chrome plugin was used to gather this user metadata.

practical-machine-learning-with-python icon practical-machine-learning-with-python

Master the essential skills needed to recognize and solve complex real-world problems with Machine Learning and Deep Learning by leveraging the highly popular Python Machine Learning Eco-system.

restfulapi_image_classfier icon restfulapi_image_classfier

This is a restful API written in Python and Flask Micro-framework, implementing a pre-trained image detection neural network (ImageNet) with the tensorflow library. App was deployed on AWS and AZURE utilizing a docker container.

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