Hi,
I am stuck at the Collaborative Filtering Recommendation System assignment. I was able to get the right output with regularization, but am unsure where should I add the regularization term? I am getting the wrong output when I add the regularization term.
the regularization term is add it to the regular cost(just addition operation) like this equation
\underbrace{ \frac{\lambda}{2} \sum_{j=0}^{n_u-1}\sum_{k=0}^{n-1}(\mathbf{w}^{(j)}_k)^2+ \frac{\lambda}{2}\sum_{i=0}^{n_m-1}\sum_{k=0}^{n-1}(\mathbf{x}_k^{(i)})^2 }_{regularization}
I did, I added the regularization term and got the following error:
AssertionError Traceback (most recent call last)
in
1 # Public tests
2 from public_tests import *
----> 3 test_cofi_cost_func(cofi_cost_func)
~/work/public_tests.py in test_cofi_cost_func(target)
14 J = target(X_r, W_r, b_r, Y_r, R_r, 2);
15 assert not np.isclose(J, 13.5), f"Wrong value. Got {J}. Did you multiply the regularization term by lambda_?"
—> 16 assert np.isclose(J, 27), f"Wrong value. Expected {27}, got {J}. Check the regularization term"
17
18
AssertionError: Wrong value. Expected 27, got 270.0. Check the regularization term
The issue is resolved. Thanks