Boyang ZhaoinAWS TipUsing AWS Lambda functions in VPC with VPC endpointsWith examples for DynamoDB and Simple Email ServiceNov 8, 2022Nov 8, 2022
Boyang ZhaoinTowards Data ScienceQuick start on deploying your Dash application using Heroku on a custom domainA tutorial going over how to deploy your python Dash application using Heroku with authentication on a custom domain.Dec 31, 20211Dec 31, 20211
Boyang ZhaoinTowards Data ScienceBasics of few-shot learning with optimization-based meta-learningOverview of the mechanics behind MAML, FOMAML, and Reptile methods in optimization-based meta-learningAug 7, 20211Aug 7, 20211
Boyang ZhaoinTowards Data ScienceExpectation-maximization in general and for Gaussian mixturesThe theory and intuition behind EM with examples in PythonFeb 5, 2021Feb 5, 2021
Boyang ZhaoinTowards Data ScienceVaccine efficacies (with COVID-19 examples) — Bayesian posterior VE/CI calculationsOverview of Bayesian statistical analyses for vaccine efficacy and calculations for select COVID-19 vaccines.Jan 26, 20211Jan 26, 20211
Boyang ZhaoinTowards Data ScienceMonte Carlo integration in python over univariate and multivariate functionsMonte Carlo integration is a basic Monte Carlo method for numerically estimating the integration of a function f(x). We will discuss here…Jan 13, 20212Jan 13, 20212
Boyang ZhaoinTowards Data ScienceGetting started with Gaussian process regression modelingA quick guide to the theory of Gaussian process regression and in using the scikit-learn GPR package for regressionAug 7, 2020Aug 7, 2020