Caffe Deep Learning Framework vs. expert.ai NL Suite

Caffe is only appropriate for some new beginners who don't want to write any lines of code, just want to use existing models for image recognition, or have some taste of the so-called Deep Learning.

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Existing body of data regarding our demographic targets, including social media, so for our psychographic targets, quite helpful. Alerts assist us in anticipating specific market demands. Yet AI is in its infancy so Cogito can only go as far as beta can go.

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• Caffe is good for traditional image-based CNN as this was its original purpose.

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• Humongous amounts of data can be found
• Autonomous
• Gives us actionable data and market insights and ideas

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• Caffe's model definition - static configuration files are really painful. Maintaining big configuration files with so many parameters and details of many layers can be a really challenging task.
• Besides imagine and vision (CNN), Caffe also gradually adds some other NN architecture support. It doesn't play well in a recurrent domain, so we have to say variety is a problem.
• Caffe's deployment for production is not easy. The community support and project development all mean it is almost fading out of the market.
• The learning curve is quite steep. Although TensorFlow's is not easy to master either, the reward for Caffe is much less than the TensorFlow can offer.

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• 500k bits of data is a lot.
• Visualization is good but there is room for more refinement.
• Harnesses AI, yet more potential there.

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Fast with just a few clicks and quite breathtaking what it finds. Beware you cannot search, only find!

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TensorFlow is kind of low-level API most suited for those developers who like to control the details, while Keras provides some kind of high-level API for those users who want to boost their project or experiment by reusing most of the existing architecture or models and the accumulated best practice. However, Caffe isn't like either of them so the position for the user is kind of embarrassing.

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We were primitive using Salesforce, and while it is great, Cogito is a laser.

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• Since we stopped using Caffe before it can reach the production phase, there is no clear ROI that can be defined.

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• Identified new psychographic and demographic targets.
• Kept us in the tide of social media as it breaks.
• Improved our bottom line at least 7% so far.

Incentivized

Independently Invited by TrustRadius

A de minimis incentive was given to thank the reviewer for their time. The incentive was not used to bias or drive a particular response, nor was the incentive contingent on a positive endorsement. More Info