TING DSMachine Learning ApplicationML vs. Statistical Inference, Machine Learning 5 Tasks, OLS & Ridge & Lasso Regression, GBDT Regression, Loss function & EvaluationFeb 21Feb 21
TING DSObservational Study using Causal Inference: Regression, IV, DIDObservational vs. Experimental, Regression model, Instrumental Variables, Difference in DifferenceFeb 5Feb 5
TING DSCausal Inference for Patient-Centered Outcomes Research using Observational DataPCOR Standards, Pitfalls of observational data, Confounding, Propensity Score, IV, G-formula, Marginal Structural Models with IPWFeb 5Feb 5
TING DSExperimental Study in Tech: A/B Testing StructureExperiment Design & Metric Definition & Post-Test Analysis & A/B test Pitfalls and StrategiesJan 31Jan 31
TING DSOptimize a Promotion Strategy by A/B Testing and Audience TargetingA/B test has achieved practical significance for boosting sales by one promotion strategy, what next? Let’s optimize the right audience to…Jan 24Jan 24
TING DSSpark ML with AWS EMRDeploying Churn Prediction model with Music App Activity DataOct 15, 2023Oct 15, 2023
TING DS“Revealing Data Science Careers: Is a PhD a Necessity?”A data-driven insight using Stack Overflow’s developer survey data from 2021 to 2023.Aug 25, 2023Aug 25, 2023
