Information Retrieval Fundamentals #1 — Sparse vs Dense Retrieval & Evaluation Metrics: TF-IDF, BM25, Dense Retrieval and ColBERT

Information Retrieval could be defined as a field of study interested in ways to finding relevant material of an unstructured nature (usually text) from a collection of data (i.e.: files stored in your file system) to satisfy user information need.