Build a Custom AI RPA Solution with Epoch Innovation's Model Operations
Nov 26, 2024
In today's fast-paced business environment, having a custom AI solution that requires minimal training from your employees can be a game-changer. Even with the advancements provided by AI as a service, your team might lack the time or expertise for data labeling or prompt engineering.
Recognizing this need, leading vendors like Epoch Innovation are establishing custom AI services teams, or 'Epoch X Model Operations.' These specialist teams collaborate with clients to develop high-performing, custom AI models tailored to their specific needs. They handle all aspects of data labeling, prompt engineering, and model training.
Depending on your data policies, these services can utilize your actual data or synthetic data designed to mirror your processes.
Thanks to the team's expertise, model training can be completed much faster than conventional methods.
Custom AI Services Process:
Consultation and Use Case Analysis: Epoch Innovation's team will gather your requirements and analyze your processes. They decide on the technical approach, which could involve prompt engineering for an existing model or data labeling for a custom solution, especially for complex and specific use cases.
Data Collection and Preparation: Secure data transfer is initiated, sample data is collected, and data quality is assessed, all within the confines of the customer’s compliance and privacy policies.
Model Training and Development: The team designs the model architecture and develops the necessary features. Depending on the agreed technical approach, training data is annotated or prompt engineering begins. The model undergoes training and iterative improvements during this phase.
Testing, Validation, and Deployment: User acceptance testing is conducted, and model performance is evaluated as the team prepares for deployment to the customer.
Post-Deployment Support: Epoch Innovation offers ongoing support services once the model is operational. This includes continuous performance monitoring and necessary retraining to adapt to changing business dynamics and priorities.
The Epoch Innovation Model Operatios
The Epoch Innovation Model Operation is your ideal partner for creating custom, business-specific AI models for intelligent document processing (IDP) and beyond.
Known for its proven ROI and rapid time-to-value, Epoch Innovation has developed state-of-the-art models for various purposes.
Our next-gen IDP Model Factory team aids customers in rapidly building tailored models, ensuring faster and more effective AI integration into their enterprises.
Our team has extensive expertise in both prompt engineering and building custom models from scratch. Epoch Innovation applies the best practices developed from creating hundreds of custom models, helping customers accelerate their journey to achieving significant business outcomes through AI.
For businesses that require precision and a deep understanding of their unique data, specialized models trained on actual business data are crucial.
Epoch Innovation not only delivers high-quality, pretrained models that excel in various use cases but also provides bespoke model training and prompting expertise through our next-gen IDP Model Containers services.
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