Amazon Deep Learning AMIs vs. SnapSurveys

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.

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I think it is very important to go through their training videos and user guides. Devote the time to learning it correctly from the beginning. In the long run you will enjoy it much more than plowing right into it and then trying to find out if you did it right. Also, while you are not required to buy the annual maintenance contract, I think if you are going to use the program, don't skimp, buy the annual maintenance contract. The free technical support is necessary, especially when you are up against deadlines.

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

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• The training helped me to customize surveys for the different departments that the office of IR served.
• Surveys were easy to create and gathering information was made easy because SnapsSurveys worked well with SPSS.
• Once surveys were created I could scan them and have the results to my boss in less than an hour depending on the size of the survey group.
• Snaps customer service reps were always willing to help.

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• 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

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• Though the user interface is easy to navigate, it would be nice to see is design updated to something more aesthetically pleasing.

The main reason we will renew is that it does the job, it supports our system, and we have budgeted for it so why change?

I think as an organization there is always room to grow, however, this application has really helped us with our dilemma with offline, online, and paper surveys. We are able to make our surveys fun and engaging and the interface for the person creating the survey is user-friendly. Customer service is very helpful if you need additional support.

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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.

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It is an in between option. The options we evaluated were Qualtrics and SurveyGizmo. It's cheaper than Qualtrics and easier to design surveys than SurveyGizmo. Nonetheless it's not the worst option out there like SurveyMonkey.

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

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• Using a professional survey package enhances my reputation as a research professional.
• I have been able to use the software's functionality to exceed my clients expectations.