Week 6

The goal of the week is to describe the solution to your problem and its theoretical foundations.

T: Theoretical part

The theoretical part describes the proposed solution and declares its properties. The goal is to join the theoretical elements into a method. This method includes hypotheses, models, criteria, and the optimization algorithm.

1. Write the solution of your problem
   • in a simple outline variant,
   • expand necessary details,
   • use the algorithm LaTeX template.
2. Compare notations in the problem statement, solution, and code. Make sure the code does not contradict the text.

Tips

The homework description is brief, but the task itself is non-trivial: you discuss with the consultant what theoretical solution to your problem you have to describe in the paper.

Options:

1. Complex: you set hypotheses and conditions; formulate and prove theorems.
2. Expected: you offer a solution in a direct presentation and analyze its properties.
3. Basic: you describe the sequence of actions in an algorithmic format.

• Formally: You must enter a section after the Problem Statement. It must describe the solution to the problem, follow your goals, and lead to an experiment. The format is determined by your consultant.

During the Check-1 week, we will discuss the foundational part of your solution, its methodology.

Homework

1. Write Theoretical foundations and explanations for your main message.
2. Update One-slide talk .tex-file according to the feedback you obtained after your talk. Review the video with your talk and professor's comments.

Resources

• Video for week 6.
• Video on the fundamental theorem of machine learning.