Train and Benchmark a Custom Forms Recognizer using Forms Recognizer Studio
Introduction
The Microsoft AI platform provides a comprehensive set of tools to build and deploy custom machine learning models. One of these tools is the Forms Recognizer Studio, which is a web-based application that allows users to quickly train, evaluate and deploy custom forms recognition models. This post will provide an overview of the Forms Recognizer Studio and how to use it to train and benchmark a custom forms recognition model.What is Forms Recognizer?
Forms Recognizer is a cloud-based AI service from Microsoft that allows users to automatically extract text, key-value pairs, and tables from documents such as invoices, receipts, and other forms. Using the Forms Recognizer Studio, users can build custom models to recognize and extract information from forms with the same structure.How to Use Forms Recognizer Studio
Forms Recognizer Studio is an intuitive web-based application that allows users to quickly train, evaluate, and deploy custom forms recognition models. The application is divided into two main sections: the training section and the evaluation section.Training Section
In the training section, users can upload data samples and specify the labels for each field on the form. Forms Recognizer Studio will then use this data to train a model to recognize and extract the specified fields. The training section also allows users to customize the model parameters, such as the number of epochs and learning rate.Evaluation Section
Once the model has been trained, users can evaluate it using the evaluation section of the application. This section provides a variety of metrics, such as precision, recall, and accuracy, that can be used to measure the performance of the model. Additionally, users can compare the performance of their model to the performance of a pretrained model.Deployment and Monitoring
Once the model has been trained and evaluated, users can deploy the model to the cloud. Forms Recognizer Studio also provides a dashboard that allows users to monitor the performance of their model in real time.Conclusion
Forms Recognizer Studio is an invaluable tool for AI architects who need to quickly and reliably train and deploy custom forms recognition models. The application’s intuitive interface makes it easy to train, evaluate, and deploy models, while the real-time monitoring feature allows users to ensure that their models are performing as expected.Popular Questions
* What is Forms Recognizer?
* How to use Forms Recognizer Studio?
* What is the Training Section?
* What is the Evaluation Section?
* How do I deploy and monitor my model?
Train Your AI with Forms Recognizer Studio: Benchmarking Made Easy
