This is the code/math I wrote in order to solve most of the assignments of Learning From Data, a machine learning course by Caltech.
Disclaimer: Don't follow this material blindly, it might be wrong. Use your judgement.
The solutions were released incrementally, one assignment at a time, after each deadline. According to the course staff, this is ok; in fact, the professor himself encourages the students to show their solutions.
To fully enjoy the course, do not look at the solutions provided here until you submit your answer.
Solutions for each week's homework are kept in its own directory. Each directory
contains a README
file that explains the main purpose of the homework along
with the following subdirectories:
- /img
- Figures and plots generated during my thinking process
- /math
- Explanations and solutions involving math
- /src
- Octave code that answers the more practical questions
Copyright (C) Daniel Fernandes Martins. Distributed under the New BSD License.
Copyright (C) Yaser Abu-Mostafa. All rights reserved.