Ian Goodfellow lectures about Batch Normalization and Convolutional Networks.
Link to "Chapter 8: Optimization for Training Deep Models":
http://www.deeplearningbook.org/contents/optimization.html
Link to slides for all of Chapter 8:
http://www.deeplearningbook.org/slides/dls_2016.pdf
Link to slides for Batch Normalization (taken from Ch 8):
http://www.deeplearningbook.org/slides/batch_norm.pdf
Link to "Chapter 9: Convolutional Networks":
http://www.deeplearningbook.org/contents/convnets.html
Link to slides for Chapter 9:
http://www.deeplearningbook.org/slides/09_conv.pdf