Merge pull request #31 from team-boomeraang/kh-v1-dev

Add final milestone task tracker

docs/final_milestone_tasks.md

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+## Team Boomdiff - Final Milestone
+
+Broadly, there are four areas still left to implement for the final milestone, each of which will require updated testing;
+
+- Optimization library implementation
+- Updated documentation/packaging
+- Additional forward-mode requirements - functions with multiple vector/scalar inputs
+- Deliverables
+  - Broader impact statement
+  - Video
+
+The breakdown for grading for these sections is as follows:
+
+| Points | Task                                 |
+| ------ | ------------------------------------ |
+| 20     | Complete forward mode implementation |
+| 15     | Documentation & Test Suite           |
+| 4      | Broader Impact Statement             |
+| 20     | Video presentation                   |
+| 30     | New feature (optimization library)   |
+| 15     | Code quality                         |
+
+In terms of tasks remaining, we have the following:
+
+##### Forward mode implementation
+
+| Task                                                         | Team member | Status |
+| ------------------------------------------------------------ | ----------- | ------ |
+| Update existing functions for multiple inputs, where applicable |             |        |
+| `__eq__`, `__neq__`, other comparison operators              |             |        |
+| inverse trig functions (arcsine, arctan, arccos)             |             |        |
+| hyperbolic functions (sinh, tanh, cosh)                      |             |        |
+| logistic function                                            |             |        |
+| logarithm - expand to any base with default of e             |             |        |
+| square root                                                  |             |        |
+
+##### Documentation, software organization, deliverables
+
+| Task                                                         | Team member | Status      |
+| ------------------------------------------------------------ | ----------- | ----------- |
+| Discuss reorganization suggested by David                    | All         |             |
+| (TBD) Reorganize software package for optimization           |             |             |
+| Add extension documentation to reflect implementation details |             |             |
+| Revise background & how-to-use sections                      |             |             |
+| Broader impact statement                                     |             |             |
+| Plan video & record                                          | All         |             |
+| Make package pip-installable                                 | Kevin       | In progress |
+
+##### Optimization library
+
+| Task                                                         | Team member | Status |
+| ------------------------------------------------------------ | ----------- | ------ |
+| Base objective function class                                |             |        |
+| Implement gradient descent optimization                      |             |        |
+| Implement random coordinate descent (or other opt. algorithm) |             |        |
+