What are the best practices to improve the accuracy of Document AI using generative AI techniques

Question

Can you tell me What are the best practices to improve the accuracy of Document AI using generative AI techniques?

Answer 1

Improving Document AI accuracy with generative AI involves fine-tuning pre-trained models, using synthetic data augmentation, and implementing self-supervised learning for enhanced text understanding.

Here is the code snippet you can refer to:

In the above code we are using the following key points:

• Uses a Pre-trained T5 Model for document AI tasks.
• Implements Fine-Tuning with Synthetic Data to improve generalization.
• Tokenizes Text Data Efficiently for structured model input.
• Utilizes Hugging Face’s Trainer API for easy training.

Hence, enhancing Document AI accuracy with generative AI involves fine-tuning models, leveraging synthetic data augmentation, and applying self-supervised learning for better document understanding.