624 Matching Annotations
  1. Jun 2015
  2. Mar 2015
    1. to beat random search in a carefully-chosen intervals.

      to beat random search in a carefully-chosen intervals.

      remove the "a"?

    2. That is, we are generating a random random with a uniform distribution, but then raising it to the power of 10.

      That is, we are generating a random random with a uniform distribution, but then raising it to the power of 10.

      The word random is repeated?

    3. Tue to the denominator term in the RMSprop update

      True to the denominator term in the RMSprop update

    4. the step decay dropout is slightly

      remove the word dropout?

    5. theoretical converge guarantees

      theoretical convergence guarantees

    6. update has recently

      update that has recently

    7. appears more as a slightly more interpretable

      appears as a slightly more interpretable (remove first more)

    8. sizes of million parameters

      can have sizes in the millions parameters can have millions of parameters

    9. hack the code to remove the data loss contribution.

      Maybe it should be: hack the code to remove the regularization loss contribution.

    1. The final loss for this example is 1.58 for the SVM and 0.452 for the Softmax classifier

      The figure above has a value of 1.04 for the softmax case. I think that should be \(0.452\).

    1. The synapses are not just a single weight a complex non-linear dynamical system

      Typo. Grammar.

      The synapses are not just a single weight ,but a complex non-linear dynamical system

    2. noone

      The usual spelling is "no one" and to a lesser extent "no-one". Just nit-picking. B-)

    3. dropou

      typo: drop-out

    1. This is motivated by based on a compromise and an equivalent analysis

      Typo/grammar: The motivation for this is based on a compromise and an equivalent analysis

  3. May 2014
  4. Apr 2014
  5. Nov 2013
  6. Oct 2013