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Predibase

Predibase

Fine-tuning and serving large language models.

Predibase

About

Predibase is a platform that offers tools for fine-tuning and serving large language models (LLMs). It allows enterprises to deploy LLMs on their cloud infrastructure or use Predibase's cloud, providing flexibility in managing AI workloads. Predibase specializes in quantization, low-rank adaptation, and memory-efficient distributed training to customize LLMs efficiently. The platform offers a scalable serving infrastructure, using technologies like Turbo LoRA and LoRAX, which enable cost-effective serving of fine-tuned adapters on private serverless GPUs. Users can try open-source LLMs quickly, determine the best base models for their use cases, and experiment with them through a user-friendly UI or minimal code. Additionally, Predibase supports secure deployments in virtual private clouds, SOC-2 compliance, and ensures users retain IP control, with export options available for trained models. The platform reduces AI costs by facilitating the customization of task-specific smaller models at industry-leading prices, improving inference speed, and enhancing production deployment flexibility.

Competitive Advantage

Predibase provides a combination of cutting-edge optimization techniques for LLMs with cost-effective deployment solutions, ensuring flexibility and security in cloud or private environments.

Use Cases

Language model fine-tuning
Model deployment
Inference optimization
Cloud LLM hosting
AI cost reduction

Pros

  • Cost-effective model serving
  • Scalable infrastructure
  • SOC-2 compliant security
  • User-friendly UI and code integration

Cons

  • Complex pricing structure
  • Limited to open-source models
  • Requires technical expertise
  • Service primarily cloud-focused

Tags

LLM fine-tuningModel servingCloud deploymentScalable infrastructureCost-effective AI

Pricing

Freemium

Features and Benefits

Turbo LoRA and LoRAX

Enables serving of numerous fine-tuned models on a single GPU for cost efficiency without compromising speed.

5/5 uniqueness

SOC-2 Compliance

Ensures secure data handling within virtual private clouds, providing assurance for enterprise security needs.

4/5 uniqueness

Auto-scaling Infrastructure

Automatically adjusts server resources to meet demands, reducing operational costs without manual intervention.

4/5 uniqueness

User-friendly UI

Allows users to experiment with LLMs using minimal code or through a simple interface, facilitating ease of use.

3/5 uniqueness

Integrations

AWS
Azure
GCP
HuggingFace

Target Audience

Enterprise AI teams

Frequently Asked Questions

Predibase is a platform for fine-tuning and serving large language models.

Yes, Predibase supports deployment in your virtual private cloud.

Predibase uses Turbo LoRA and LoRAX for cost-effective LLM serving.

Yes, users can export their trained models and retain IP control.

Pricing is per 1M tokens and varies based on model size and features like Turbo LoRA.

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