An by matrix has matrix rank exactly when at least one of its by minors has nonzero determinant. For each multi-index , the set
is open in the vector space of all real by matrices, because the determinant is continuous. Their union is , so is itself open in . It therefore inherits the standard smooth manifold structure and has dimension . This is the full-row-rank matrix manifold.
Define the smooth map
At its derivative in the direction is
The restriction to variations is the surjective linear map , since has full row rank. Thus is a regular value of . The regular level set theorem now shows that
is an embedded submanifold of , of dimension .
Fix and write for the complementary column indices. Over , decompose and . The equation is equivalent to
Matrix inversion is smooth on the invertible matrices, so
is a smooth, fiberwise-linear trivialization . The sets cover the base, proving that is a vector bundle of rank . It is the kernel bundle of a constant-rank family of linear maps, and its rank also follows from the rank-nullity theorem.
For , let , viewed as a nonzero by matrix. This defines a smooth map . Its pulled-back fiber is
so the evident fiberwise identity gives an isomorphism of vector bundles .
If were a trivial vector bundle, its pullback would be trivial. A trivial rank-two bundle has a nowhere-zero section, whereas the assumed form of the Hairy ball theorem says that the tangent bundle does not. Hence is nontrivial.

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