Chase edits (through fundamentals)

[cc7768]

This pull request introduces a variety of changes.

• Updates some broken links.
• Updates the suggested method for starting spyder and jupyter.
• Changes wording and adds a little bit of info

[sglyon]

Looks very good, thanks for the effort here. Sorry for the excessive comments, but I like the cleaning up that's happening!