Inner product m rows n columns

[rgayatri23]

As per issue #162 One of the items is to match the textbook notation of M rows and N columns style for the Presentation slides for easier understanding.
The PR does the following:

• Change existing N rows and M columns notation to M rows and N columns in tex files and the images
• Make corresponding changes in the exercises.

[lucbv]

Went through the files and the swap between M and N looks correct to me

[Copilot]

Copilot review overview

🟡 Changes recommended

The generated medium tutorial deck still documents -N as the row-count option.

Review effort: Balanced
Findings: 1

Open (1)

• Update slide exercise row-count option from -N to -M · New

What changed in this PR

Standardizes inner-product examples on M rows and N columns across presentation material and exercises.

Changes:

• Swaps matrix dimensions, loop bounds, and vector extents consistently.
• Updates command-line flags so -M controls rows and -N controls columns.
• Aligns explanatory slides, output, and bandwidth calculations.

File	Description
Exercises/​team_vector_loop/​Solution/​team_vector_loop_solution.cpp	Updates solved vector-loop exercise notation.
Exercises/​team_vector_loop/​Begin/​team_vector_loop_begin.cpp	Updates starter vector-loop exercise notation.
Exercises/​team_scratch_memory/​Solution/​team_scratch_memory_solution.cpp	Updates solved scratch-memory dimensions.
Exercises/​team_scratch_memory/​Begin/​team_scratch_memory_begin.cpp	Updates starter scratch-memory dimensions.
Exercises/​team_policy/​Solution/​team_policy_solution.cpp	Updates solved team-policy dimensions.
Exercises/​team_policy/​Begin/​team_policy_begin.cpp	Updates starter team-policy dimensions.
Exercises/​subview/​Solution/​exercise_subview_solution.cpp	Updates solved subview exercise notation.
Exercises/​subview/​Begin/​exercise_subview_begin.cpp	Updates starter subview exercise notation.
Exercises/​mdrange/​Solution/​exercise_mdrange_solution.cpp	Updates solved MDRange dimensions.
Exercises/​mdrange/​Begin/​exercise_mdrange_begin.cpp	Updates starter MDRange dimensions.
Exercises/​kokkoskernels/​InnerProduct/​Solution/​innerproduct.cpp	Updates Kokkos Kernels implementation dimensions.
Exercises/​kokkoskernels/​InnerProduct/​Begin/​innerproduct.cpp	Updates Kokkos Kernels starter dimensions.
Exercises/​04/​Solution/​exercise_4_solution.cpp	Updates Exercise 4 solution notation.
Exercises/​04/​Begin/​exercise_4_begin.cpp	Updates Exercise 4 starter notation.
Exercises/​03/​Solution/​exercise_3_solution.cpp	Updates Exercise 3 solution notation.
Exercises/​03/​Begin/​exercise_3_begin.cpp	Updates Exercise 3 starter notation.
Exercises/​02/​Solution/​exercise_2_solution.cpp	Updates Exercise 2 solution notation.
Exercises/​02/​Begin/​exercise_2_begin.cpp	Updates Exercise 2 starter notation.
Exercises/​01/​Solution/​exercise_1_solution.cpp	Updates Exercise 1 solution notation.
Exercises/​01/​Begin/​exercise_1_begin.cpp	Updates Exercise 1 starter notation.
Content/​Presentations/​sections/​Section_Views.tex	Updates row-count CLI guidance.
Content/​Presentations/​sections/​Section_Spaces.tex	Updates row-count CLI guidance.
Content/​Presentations/​sections/​Section_ScratchSpace.tex	Updates row-count CLI guidance.
Content/​Presentations/​sections/​Section_MemoryAccessPatterns.tex	Updates dimensions and iteration bounds.
Content/​Presentations/​sections/​Section_KokkosKernels_BLAS.tex	Updates BLAS inner-product notation.
Content/​Presentations/​sections/​Section_Hierarchical.tex	Updates hierarchical parallelism dimensions.
Content/​Presentations/​sections/​Section_DataParallelPatterns.tex	Updates recurring exercise notation and flags.

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