Didactic content, papers, tutorials and talks about specific/advanced topics usually not covered in basic ml courses.
https://marthawhite.github.io/mlcourse/notes.pdf (PDF)
Nando de Freitas: "An Informal Mathematical Tour of Feature Learning, Pt. 1, Pt. 2, P3. 3" (Talk)