ToneNet : A Musical Style Transfer

Nov 27, 2017 By: Team Vesta, University of Southern California. CSCI:599 Deep Learning and Its Applications Suraj Jayakumar (sjayakum@usc.edu), Rakesh Ramesh (rakeshr@usc.edu), Pradeep Thalasta (thalasta@usc.edu) Introduction: The recent success of Generative Adversarial Networks (GANs) in vision domain such as style transfer inspired us to experiment with these techniques in musical domain. Music generation mainly delves … Read more

Finding Magic: The Gathering archetypes with Latent Dirichlet Allocation

Combining card games and topic modeling Nov 27, 2017 This article sparked an interesting discussion on reddit and was featured by Wizards of the Coast. One of the coolest projects I’ve done using machine learning revolved around using a method for topic modeling called Latent Dirichlet Allocation (LDA). Topic modeling simply means allocating topics to documents. … Read more

Applied Predictive Modelling

Source cran Chapter 1 Introduction Prediction Versus Interpretation, Key Ingredients of Predictive Models; Terminology; Example Data Sets and Typical Data Scenarios; Overview; Notation (15 pages, 3 figures) Part I: General Strategies Chapter 2 A Short Tour of the Predictive Modeling Process Case Study: Predicting Fuel Economy; Themes; Summary (8 pages, 6 figures, R packages used) … Read more

Reading List

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