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…4 min read·Jul 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…9 min read·Nov 16, 2018--1--1
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.12 min read·Jun 21, 2018--19--19
Gabriel TsengGradient Boosting and XGBoostNote: This post was originally published on the Canopy Labs website9 min read·Apr 13, 2018--10--10
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…11 min read·Dec 7, 2017--1--1
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…7 min read·Aug 28, 2017----
Gabriel TsenginTowards Data ScienceSummarizing Tweets in a DisasterUsing data science to help rescue teams during crises9 min read·Aug 13, 2017--2--2
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.8 min read·Aug 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…6 min read·Jul 19, 2017--1--1
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…7 min read·Jul 4, 2017--1--1