A blog for eigenvalue and eigenvector:
https://www.math.psu.edu/srikrish/math251/notes/eigenvalues.pdf
https://www.math.psu.edu/srikrish/math251/notes/realeigs.pdf
https://www.math.psu.edu/srikrish/math251/notes/complexeigs.pdf
A blog for explanation :