Adam LineberryNotes and writing on machine learning.https://adamlineberry.io/Getting Up to Speed with SHAP for Model Interpretabilityhttps://adamlineberry.io/shap/https://adamlineberry.io/shap/Value proposition, intuition, and analytical breakdown of SHAPFri, 17 Jan 2020 00:00:00 GMTLogistic Regression Deep Divehttps://adamlineberry.io/logistic-regression/https://adamlineberry.io/logistic-regression/Derivation of objective and gradient, visualizing a gradient updateThu, 14 Nov 2019 00:00:00 GMTA Quick Primer on KL Divergencehttps://adamlineberry.io/vae-series/kl-divergence/https://adamlineberry.io/vae-series/kl-divergence/Intuitive introduction to KL divergence, including discussion on its asymmetrySun, 07 Jul 2019 00:00:00 GMTLatent Variable Models, Expectation Maximization, and Variational Inferencehttps://adamlineberry.io/vae-series/variational-inference/https://adamlineberry.io/vae-series/variational-inference/Introduction to latent variable models, derivation of the ELBO, and the relationship with Expectation MaximizationSun, 07 Jul 2019 00:00:00 GMTVariational Autoencoder Theoryhttps://adamlineberry.io/vae-series/vae-theory/https://adamlineberry.io/vae-series/vae-theory/Formulation of the VAE objective, neural network architecture design, optimization, and practical usesSun, 07 Jul 2019 00:00:00 GMTBlog Post Series: From KL Divergence to Variational Autoencoder in PyTorchhttps://adamlineberry.io/vae-series/https://adamlineberry.io/vae-series/Landing page for the blog post seriesSun, 07 Jul 2019 00:00:00 GMTVariational Autoencoder Code and Experimentshttps://adamlineberry.io/vae-series/vae-code-experiments/https://adamlineberry.io/vae-series/vae-code-experiments/Detailed walkthrough of a PyTorch VAE implementation trained on MNIST, including visualizations of data generation, reconstruction, and anomaly detectionSun, 07 Jul 2019 00:00:00 GMTInteresting Details about ROC Curve Calculationshttps://adamlineberry.io/how-auroc-is-calculated/https://adamlineberry.io/how-auroc-is-calculated/Code-based walkthrough showing how AUC is computed for a simple model trained on a simple datasetMon, 20 May 2019 00:00:00 GMT