Data scientists are often tempted to build their solutions from the ground up from low-level frameworks. But experience shows that this can lead to an ad-hoc approach that presents major problems when businesses want to use AI in actual production environments. Clarifai Release 6.7 introduces several innovations that help to connect all of your AI activities into an integrated lifecycle so that your business can build AI solutions that are scalable and maintainable.
Dynamic Model Types
AI solutions often require multiple layers of processing and a combination of different model types working together to get the results that you are after. We've made it easier to access, sort and filter models that you need with dynamic model types. A listing of available models is now automatically generated for you based on your user profile and filters that allow you to sort models by model type, inputs, and outputs. For the most up-to-date list of models available to you, visit Model Mode in Portal.
AWS Lambda Model
S3 buckets are a popular storage platform for data used for a wide a range of use cases, such as websites, mobile applications, backup and restore, archive, enterprise applications, IoT devices, and big data analytics. Our AWS Lambda Model helps you integrate Clarifai functionality with your Lambda functions so that you can develop, run, and manage application functionalities without the complexity of building and maintaining the infrastructure typically associated with developing and launching an app. Plus this model makes it easy to access and use images that you are already storing in your S3 buckets.
Two-Factor Identification
As a security best-practice, you should enable 2FA to minimize the risk of cybersecurity attack on your account. Despite the interruption at the sign-in process, the additional security benefit is significant. For enterprise users, 2FA these security-related controls are required for compliance reasons, but all organizations might want to enforce 2FA for their users to ensure account and data safety.