In the framework of inverse linear problems on infinite-dimensional Hilbert space, we prove convergence conjugate gradient iterates to an exact solution problem in most general case where self-adjoint, non-negative operator is unbounded and with minimal, technically unavoidable assumptions initial guess iterative algorithm. The proved always hold space norm (error convergence), as well at other...