Amazon Deep Learning AMIs vs. Virtuozzo Application Platform

Amazon AMIs has been very useful for the quick setup and implementation of deep learning for data analysis which is something I have used the service for in my own research. We commonly use the service to enable students to run intensive deep learning algorithms for their assessments. This service works well in this scenario as it allows students to quickly set up a suitable environment and get started with little hassle. If you are looking to run simple, surface level deep learning algorithms (kind of contradictory statement I know) then AMI is more complicated than most will need. When it comes to teaching the basics of Machine Learning, this kind of system is unnecessary and there are other alternatives which can be used. That being said this service is a must if you are looking to run complex deep learning via the cloud.

Incentivized

In case you want a cheaper PaaS that may be available in your country (Brazil, in my case), you may give Jelastic a try. There are some other strong competitors for the PaaS scenario with free versions, but the paid versions are far more expensive.

Incentivized

• Setting up environment
• Support for different types of machines
• Perfect for Machine Learning / Deep Learning use cases
• Nvidia / Cuda / Conda support easily

Incentivized

• Easy to use, the interface guides you to create your application.
• Custom SSL certificate. You can upload your own certificates and it will configure them for you.

Incentivized

• Some aspects of the User Interface are quite confusing and activating packages can be a bit convoluted
• It can be a bit confusing to switch between frameworks for novice users

Incentivized

• SSH is still tricky to use. You have to log in to a gateway and go to an option menu to get logged in. Sometimes it was not available or too slow.
• Some errors are not clear enough. It took some time to understand which files I had to upload to get my custom SSL certificates working.

Incentivized

Both of these services provide similar functionality and from my experience both are top class services which cover most of your needs. I think ultimately it comes down to what you need each service for. For example Amazon DL AMIs allows for clustering by default meaning I am able to run several clustering algorithms without a problem whereas IBM Watson Studio doesn't provide this functionality. They both provide a wide range of default packages such as Amazon providing caffe-2 and IBM providing sci-kitlearn. My main point is that both are very good services which have very similar functionality, you just need to think about the costs, suitability of features and integration with other services you are using.

Incentivized

The price of Jelastic for the paid version (considering SSL) is better.

Incentivized

• Saves a lot of Infra Costs
• Saves a lot of time in handling environment issues
• Easy to start a new instance

Incentivized

• It has powered my project since its creation. It's a small project but I did not have any problems until now.

Incentivized