Gabriel TsengA Machine Learning pipeline for Climate ResearchOver the last few weeks, I have been working with Tommy Lees to develop a machine learning pipeline to predict drought, as part of the…Jul 12, 2019Jul 12, 2019
Gabriel TsenginTowards Data ScienceInterpretable Neural NetworksInterpreting black box models is a significant challenge in machine learning, and can significantly reduce barriers to adoption of the…Nov 16, 20181Nov 16, 20181
Gabriel TsengInterpreting complex models with SHAP valuesNote: This post was originally published on the Canopy Labs website, and describes work I’ve been lucky to do as a data scientist there.Jun 21, 201819Jun 21, 201819
Gabriel TsengGradient Boosting and XGBoostNote: This post was originally published on the Canopy Labs websiteApr 13, 201810Apr 13, 201810
Gabriel TsengIntro to WARP Loss, automatic differentiation and PyTorchNote: This post was originally published on the Canopy labs website. It describes work that I’ve been lucky to do as a data scientist…Dec 7, 20171Dec 7, 20171
Gabriel TsenginTowards Data ScienceSummarizing Tweets in a Disaster (part II)Its May 2015, and rescue teams are working to rebuild Nepal following the April earthquake (and its aftershocks). Can these efforts be…Aug 28, 2017Aug 28, 2017
Gabriel TsenginTowards Data ScienceSummarizing Tweets in a DisasterUsing data science to help rescue teams during crisesAug 13, 20172Aug 13, 20172
Gabriel TsenginTowards Data ScienceUsing scikit-learn to find bulliesMost of the work I have done so far has been with neural networks. However, these have a significant drawback: they need a lot of data.Aug 2, 2017Aug 2, 2017
Gabriel TsenginTowards Data ScienceMontreal painted by Huang Gongwang: Neural Style NetworksA really cool application of CNNs (convolutional neural networks) recently has been to style neural networks; these involve isolating the…Jul 19, 20171Jul 19, 20171
Gabriel TsenginTowards Data ScienceNatural Language Processing with QuoraAfter using word embeddings in a recommender system, I now want to use these embeddings to create a natural language processing neural…Jul 4, 20171Jul 4, 20171