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Turn Raw Data into Datasets

* Transform unstructured data into model-ready formats
* Eliminate manual formatting and cleaning
* Build high-quality datasets with ease.

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Value:
* Reduce time-to-train and accelerate experimentation
* Improve model performance with cleaner inputs

Streamline Dataset Collaboration

* Centralized dataset management for teams
* Control access with roles and permissions
* Track changes with full version history

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Value:
* Reduce miscommunication and duplication
* Speed up iteration with aligned, shared data

Streamline Dataset Collaboration

* Auto-tune hyperparameters for peak performance
* Leverage intelligent search, not guesswork—eliminate manual trial-and-error cycles
* Automatically stop runs that don’t improve accuracy.

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Value:
* Achieve better results with less effort
* Save time, compute resources and cost

Visualize to Improve Training

* Identify anomalies, gaps, and outliers visually
* Monitor training progress with real-time charts

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Value:
* Gain transparency into data and model behavior
* Improve training quality through informed decisions

Fine-Tune Models Visually
  • * No coding required—perfect for all skill levels
  • * Intuitive web interface for easy fine-tuning
  • * Upload your data and configure in minutes

Value:
* Accelerate deployment with minimal setup
* Focus on outcomes, not infrastructure

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Model Training

Train, Tune & Deploy

Easily train transformer models, optimize performance, and go live—all without complex ML pipelines.

Protean supports fine-tuning and continued pre-training of transformer models, including popular open models from Hugging Face.

No. Protean’s visual, no-code interface makes it easy to fine-tune models—ideal for developers, analysts, and domain experts.

Yes. You can upload custom datasets—public hosting is not required. Protean also supports collaborative dataset sharing within teams.

With centralized dataset control, versioning, access control, and team collaboration—reducing duplication and mess.

Protean auto-tunes hyperparameters and halts underperforming runs early—saving compute and time.

Built-in real-time charts and logs help visualize performance, loss, anomalies, and training behavior instantly.

Yes. With automatic data prep, smart hyperparam tuning, and visual workflows, Protean reduces time-to-train dramatically.

Absolutely. You can deploy directly using Protean’s runtime or integrate it into your own infra with minimal changes.

By pruning non-performant runs, focusing on small efficient models, and reducing the need for big ML teams.

Protean supports a wide range of labeled text formats and guides you through choosing the right format for your task.

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