Worksheet: Jonathan

Iteration II.

Week	Hours	Issue	Description	Evidence
Week 6.	7.5	SCA-10	Initial theorizing of idea, brainstorming, collaboration with Jan and investigation of ML techniques. Created Python code to randomly create test data out of a dictionary of line types.	presentation
Week 7.	8	SCA-20	Was investigating methods of interpreting LoC as types of vectors, searching for related work material, preliminary experiment with naive classification types
Week 8.	10	SCA-11, SCA-6, SCA-13, SCA-14	Proposing classification model, experimenting with neural network configurations, creating prototype, Generating random data for training instead of dictionary now with a slightly smarter predicate generator so the structure is predictable.	8ce266c, f09990d
*SUM:*	*25.5*

Code	Name	Description	Asigned To	Status
SCA-10	Creating Randomized Java Line Segments for Testing	We need to be able to test our model, and hand classifying thousands and thousands of lines of code is unreasonable.	Jonathan	Backlog
SCA-17	Create tasks and keep up with them for each classification type	We need a task to track progress for every type of classification in order to create random data for training. We have 2, loop and conditional. We need many more tasks. This would add about 10 tasks at minimum.	Jonathan	Backlog
SCA-19	Investigate methods of interpreting virtual LoC	Word associations, vectorization, corpus all vs. tokenizing. Tokenizing is not viable, we need meaning of each token or piece of the code.	Jonathan	Backlog
SCA-18	Research Related Work	Produce a list of related work papers that we can use as references both for research and paper writing.	Jonathan	In Development
SCA-13	SCA-10: Loop Statements	Create a program that can create expected input to the model, namely, loop statements (do, for, while, each).	Jonathan	Review
SCA-14	SCA-10: Conditional Statements	Same as SCA-13 but for conditionals.	Jonathan	Review
SCA-15	Prototype Machine Learning Model	We have a prototype ML model that can determine with up to 84% accuracy between a line of Java code that is conditional vs. loop.	Jonathan	Test