Box vs. Hugging Face vs. IBM Watson Visual Recognition (discontinued)

I think Box is great for research teams or anyone that has a large number of files that need to be securely stored. Particularly in the case of social science research, where it is important to protect identifying data, Box is a great option. In cases where teams need a more reliable means for real-time collaboration, I would probably consider a different alternative

If an organisation has more access to data and have access to high end computers like GPUs it’s recommended to use Hugging face as it will give better accuracy than any other models. If an organisation having less data and has less access to GPUsis looking for decent performance then traditional algorithms are more appropriate than hugging face

Incentivized

As I mentioned before, it can only be employed in simple basic visual recognition applications. It can be employed in large projects and relying it on completely is not encouraged. It's better to create your own algorithms rather than using it. If you are from a non-programming background, then I may suggest you rely on this and use it to develop simple apps that can predict a few plants and animals.

Incentivized

• The main feature that I like the most in Box is that it makes collaboration seamless, workers can easily check the documents any time and make changes according to the needs.
• Box manages and backs up all of your files on its cloud servers, and provides a very nice interface for creating, viewing, editing, and collaborating on the most commonly used file types (PDF, XLS, DOC, etc.).
• Over the past few years, Box has built on top of its basic cloud storage management with a host of other tools, such as workflows, AI, monitoring, and analytics.
• It is helping us to make good connections with clients and our workers themselves as to its syncing and viewing feature to all is very much helpful and easy to go.

Incentivized

• Model APIs
• Hugging Face Spaces for deploying demo apps
• Latest updated models available easily
• Vast support for language parsing and other relevant tasks

Incentivized

• Food recognition
• High reliability
• Speed

Incentivized

• The graphic design of the dashboard should be simpler and more tangible that can be changed to the liking of the Admin.
• Sometimes there are some syncing issues in the background.
• The product has very limited functionality in some areas which could be a bit frustrating at times.

Incentivized

• Most of the Hugging face models are of big size, hence difficult to work if there is no access to high computational system like GPU.
• It’s good to have some visualization tool in hugging face for viewing model architecture.
• I recommend to implement hugging face lite version so that it can run on any system with less specifications.

Incentivized

• Not perfect
• Accuracy is doubted and sometimes it may not predict correctly.
• I think it should be improved and should add a few more functionalities.

Incentivized

I like the security features and I like the website. It's easy to use and create and move things around as needed. The main reason for a lower rating is because the Box Sync app is just not a good program. It's a memory hog, it's slow, transfer speeds are slow, and it's not the most efficient route. If you have a large Box account and you need to get a computer up to speed on a large amount of data within Box, you are in for the long haul. Last time I had to do this, it took 3 days to sync all of the files and we are talking around 100 GB worth of data

Everything with Box is seamless. It can be integrated into virtually any other software or application. You can even get the app for your phone or tablet to work on the go. File syncing is so quick. The only reason I gave it a 9 is the issue I discussed earlier about the local file application rebooting and not continuing to sync files. Other than that, it's great!

Incentivized

I am giving this rating on the basis of its usability in real-time applications and based on the interface to upload negative and positive images to train the AI. But it's not perfect and sometimes its predictions are wrong. On overall usability, it's better if you are planning on working with UI rather than using complex programs and algorithms on your own.

Incentivized

Yeah, it's always worked, I've never had any kind of connection issues, the only issues I've had it I've been on our end when the Internet hasn't worked.

Incentivized

The general operation and management of Box is very efficient, both when accessing the account, and when adding files, downloading or modifying any document directly. The web platform, mobile and desktop versions work really well and quickly, making all the work and process flow smoothly and without setbacks. So far I have not been able to observe any inconvenience

Incentivized

I found their support community lacking in clarity when I experienced a login issue. The error messaging was poor on my Box Sync application. I did not reach out to support staff for help, instead, I reasoned that I should try downloading the Box Sync application again and reinstall it. That fixed my issue, thankfully. I think a less computer-savvy user would've been much more frustrated.

Incentivized

The in person training was done in house and I helped with the training, people seem to respond well.

Incentivized

The documentation is good. Since Box is a popular service, there were also a number of YouTube videos and other sources that were helpful as we were considering the product and planning for deployment. Also, the ability to try the free version helped to prepare us.

Be careful with settings. It is easy to get overwhelmed with updates. For example, you don’t want to be updated when doing historical data uploads. I recommend taking off notifications initially and then turn on post you have done your historical data upload.

They are kind of the same. And both of them do their job as promised. But for company and project wise I think that Box slightly wins for some points. Which [makes him] win over Google Drive (don't forget that Google Drive is very easy to use and has a lot [of] nice features too).

There are some other services offer similar capacity as to Hugging Face, but not entirely the same. For example, amazon web services have a machine learning service called Comprehend, which offer a set of easy to use APIs to do machine translation and entity recognition and some other common NLP use case.

Incentivized

It's great, as we put more files on there it's done very well.

Incentivized

• Box has been an only positive experience. It provides a seamless way for me and my team to collaborate on documents in such a way where we're not sending the document back/forth via email. It's a huge timesaver.
• Box reduces the risk of sharing a sensitive document to the wrong person via email.
• Box has provided a platform where my team can share notes in meetings - this has helped streamline and organize our meetings. Our meetings are more productive and actionable.

Incentivized

• Hugging Face is cost and time saving.
• Pay is less, you pay what you use, doesn't affect much.
• Overall positive impact on business.

Incentivized

• High cost if models are trained

Incentivized