Day 3 Sparse Vectors and Inverted Indexes Create and index sparse vector representations for keywords-based search and recommendations. What You’ll Learn Understanding sparse vector representations Using sparse vectors in Qdrant Sparse Vector Representations Sparse vectors are high dimensional vectors, filled up with zeroes except for a few dimensions. Each dimension of a sparse vector refers to a certain object, and its value – a role of this object in this sparse representation.