Thanks Andy, "speeding up" was just an extra suggestion that does not 
need to be implemented, the main goal is to get the  PRs properly 
integrated as a basis for implementing the DBN, which will be developed 
as well. Clean documentations and code would surely be the deliverables 
of this project, thus, GSOC would help scikit get started with deep 
learning at high momentum :)

Hopefully, there are some mentors for this. I am more of a self-learner 
developer, thus a mentor would only need to evaluate my progress rather 
than having to spend his\her time feeding me knowledge :).

Best regards,
--Issam

On 5/4/2013 11:08 AM, Andy Mueller wrote:
> Hi Issam.
> Please stay on the list ;)
>
> Sorry I have been so critical of your proposal.
> Merging the two PRs is a good proposal.
>
> I just don't think the "speeding up" is realistic.
> As I said, we will not include Numba into scikit-learn very soon.
> And we will not include GPU implementations into scikit-learn any time 
> soon. (I think there is a consensus on this for the time being.)
>
> For the algorithms: deep believe nets are not really much to program. 
> They state "train a couple of RBMs, then throw the weights in a neural 
> network". So implementing a DBN is more about getting the API of RBMs 
> and MLPs right.
>
> Sorry, I am a bit behind my mails on scikit-learn and haven't followed 
> the GSOC process much.
> Maybe some of the mentors can say more about the current state?
>
> Cheers,
> Andy
>
>


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