Template for general machine learning project.
Some more project description, preferably define followings:
- Goal, what should be achieved by this project.
- Resource, what are resources expected to be available to this project.
- Target users.
- Metrics.
What are actions to achive goal by using what resources and policies.
How to handle dataset.
How to train models.
What are parameters, and policies for them.
Update parameters for this cycle under current policies.
Setup data for this cycle under current parameters.
Train models under current parameters and policies.
Evaluate returns earned by models trained in this cycle.
Update all the policies to prepare for the next cycle.
Or make a decision to finish development cycle.
Summarize all the results and evaluate system performance.