EH-Bound aka: Exponential holder bound, q-holder bound. (#73)

* Add study of exponential holder bound

* Add Mike changes to study no-noise Taylor, optimal centered Holder

* Add slightly different line types to distinguish them

* Update with fresh restart

* Rename gaussian and start binom

* Fix holder bounds for binom and gaussian

* Update tight bounds

* Add qcp solver to optimize q

* Add qcp solver to optimize q

* Add jaxified version of qcp solver

* Integrate qcp solver and update binomial bound study with new method

* Update saved qcp solver notebook

* Finish study of q-holder

* Refactor binomial more and clean-up comments

* Amend some comments

* Add tutorial and simplify interface for binomial for validation

Co-authored-by: James Yang <jamesyang916@gmail.com>

.vscode/settings.json

@@ -122,5 +122,6 @@
   "autoDocstring.docstringFormat": "google-notypes",
   "r.bracketedPaste": true,
   "r.plot.useHttpgd": true,
-  "python.analysis.extraPaths": ["./outlaw", "./imprint/python"]
+  "python.analysis.extraPaths": ["./outlaw", "./imprint/python"],
+  "cmake.sourceDirectory": "${workspaceFolder}/imprint/imprint"
 }