The Computational Challenge

Ingestion

Cleaning

Exploration

Inference

Deployment

Types of data

Unimodal

Multimodal

Small-Sample

Safety-Critical

Expected Error Prediction (EPE)

The average loss a model incurs on new data, reflecting its predictive accuracy and generalization performance.

Bias

Bias is a systematic tendency in which the methods used to gather data and estimate a sample statistic present an inaccurate, skewed or distorted (biased)