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Update lectures/eigen_II.md

Co-authored-by: zhc <79777246+HengchengZhang@users.noreply.github.com>

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Original file line number	Diff line number	Diff line change
`@@ -411,7 +411,7 @@ Thus, the rate of convergence is governed by the modulus of the second largest e`
`411`	`411`
`412`	`412`
`413`	`413`	`(la_neumann)=`
`414`		`-## The Neumann series lemma`
	`414`	`+## The Neumann Series Lemma`
`415`	`415`
`416`	`416`	```{index} single: Neumann's Lemma
`417`	`417`	```

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