Ian CulpAugmenting Data for Machine LearningTraining a machine learning model with sparse data sometimes requires data augmentation, or tricking the model into thinking that the same…Aug 12, 2021Aug 12, 2021
Ian CulpBayesian Optimization with GPyOptWrite a python script that optimizes a machine learning model of your choice using GPyOpt:Apr 16, 2021Apr 16, 2021
Ian CulpExperimenting with models on CIFAR 10Having never sought to tackle a machine learning problem without a direct walkthrough, this will be my first attempt to build a successful…Feb 20, 2021Feb 20, 2021
Ian CulpImageNet ClassificationA common practice in the machine learning industry is to read and review journal articles on a weekly basis. Read and write a summary of…Feb 5, 2021Feb 5, 2021
Ian CulpActivation Functions in Neural NetworksNeural networks use activation functions to determine whether each node in the network should be activated or not, returning a non-zero…Jan 15, 2021Jan 15, 2021
Ian CulpOptimization Techniques for Gradient DescentWrite a blog post explaining the mechanics, pros, and cons of the following optimization techniques:Jan 15, 2021Jan 15, 2021
Ian CulpAltering Vim config for Javascript semistandardTLDR; here’s a snapshot of what you need in ~/.vimrc:Sep 15, 2020Sep 15, 2020
