Re: Deep Learning with Spark, what is your experience?

2019-05-06 Thread Gourav Sengupta
ave >>>> experience with them? >>>> >>>> Thanks >>>> >>>> On Sat, May 4, 2019 at 8:01 PM Pat Ferrel >>>> wrote: >>>> >>>>> @Riccardo >>>>> >>>>> Spark does not do th

Re: Deep Learning with Spark, what is your experience?

2019-05-05 Thread Jason Dai
t; >>>> Thanks >>>> >>>> On Sat, May 4, 2019 at 8:01 PM Pat Ferrel >>>> wrote: >>>> >>>>> @Riccardo >>>>> >>>>> Spark does not do the DL learning part of the pipeline (afaik) so it >>>>

Re: Deep Learning with Spark, what is your experience?

2019-05-05 Thread Riccardo Ferrari
t of the pipeline (afaik) so it is >>>> limited to data ingestion and transforms (ETL). It therefore is optional >>>> and other ETL options might be better for you. >>>> >>>> Most of the technologies @Gourav mentions have their own scaling based >>

Re: Deep Learning with Spark, what is your experience?

2019-05-05 Thread Gourav Sengupta
;>> and other ETL options might be better for you. >>> >>> Most of the technologies @Gourav mentions have their own scaling based >>> on their own compute engines specialized for their DL implementations, so >>> be aware that Spark scaling has nothing t

Re: Deep Learning with Spark, what is your experience?

2019-05-05 Thread Jason Dai
t; >> Reply: Gourav Sengupta >> >> Date: May 4, 2019 at 10:24:29 AM >> To: Riccardo Ferrari >> Cc: User >> Subject: Re: Deep Learning with Spark, what is your experience? >> >> Try using MxNet and Horovod directly as well (I think that MXNet is w

Re: Deep Learning with Spark, what is your experience?

2019-05-05 Thread Gourav Sengupta
do with scaling most of the DL >> engines, they have their own solutions. >> >> From: Gourav Sengupta >> >> Reply: Gourav Sengupta >> >> Date: May 4, 2019 at 10:24:29 AM >> To: Riccardo Ferrari >> Cc: User >> Subject: Re: De

Re: Deep Learning with Spark, what is your experience?

2019-05-04 Thread Riccardo Ferrari
Sengupta > > Date: May 4, 2019 at 10:24:29 AM > To: Riccardo Ferrari > Cc: User > Subject: Re: Deep Learning with Spark, what is your experience? > > Try using MxNet and Horovod directly as well (I think that MXNet is worth > a try as well): > 1. > https://medi

Re: Deep Learning with Spark, what is your experience?

2019-05-04 Thread Pat Ferrel
Learning with Spark, what is your experience? Try using MxNet and Horovod directly as well (I think that MXNet is worth a try as well): 1. https://medium.com/apache-mxnet/distributed-training-using-apache-mxnet-with-horovod-44f98bf0e7b7 2. https://docs.nvidia.com/deeplearning/dgx/mxnet-release

Re: Deep Learning with Spark, what is your experience?

2019-05-04 Thread Gourav Sengupta
Try using MxNet and Horovod directly as well (I think that MXNet is worth a try as well): 1. https://medium.com/apache-mxnet/distributed-training-using-apache-mxnet-with-horovod-44f98bf0e7b7 2. https://docs.nvidia.com/deeplearning/dgx/mxnet-release-notes/rel_19-01.html 3.

Deep Learning with Spark, what is your experience?

2019-05-04 Thread Riccardo Ferrari
Hi list, I am trying to undestand if ti make sense to leverage on Spark as enabling platform for Deep Learning. My open question to you are: - Do you use Apache Spark in you DL pipelines? - How do you use Spark for DL? Is it just a stand-alone stage in the workflow (ie data preparation