The Chow group of a scheme is the analog of the singular chain homology? group of a topological space.
There is a notion of algebraic cycle? generalizing that of a singular cycle. One first introduces some adequate equivalence relation on the set of cycles. The main example is the rational equivalence of cycles.
The th Chow group of is the group of equivalence classes of algebraic cycles in .
The total Chow group is the direct sum of all these
Chow groups appear as the cohomology groups of motivic cohomology (see there for details) with coefficients in suitable Eilenberg-MacLane objects.
A concise definition of the notion of Chow group and related concepts is in