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Predibase Fine-tune and serve small language models that rival GPT-4 for a fraction of the cost

Predibase
Usage Based

Home: https://www.predibase.com

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Categories:
  • #fine-tuning

  • #model serving

  • #Language Models

  • #GPU optimization

  • #Serverless

  • #enterprise deployment

What is Predibase?

Predibase is an advanced AI platform that enables organizations to fine-tune and deploy small, task-specific language models that match the quality of GPT-4 at substantially lower costs. Built by AI leaders from Uber, Google, Apple, and Amazon, the platform leverages state-of-the-art techniques including quantization, low-rank adaptation, and memory-efficient distributed training.

The platform's unique serving infrastructure, powered by Turbo LoRA and LoRAX, allows users to cost-effectively serve multiple fine-tuned adapters on a single private serverless GPU at speeds 2-3x faster than alternatives. Predibase offers both cloud-based and VPC deployment options, ensuring organizations maintain complete control over their models and data with SOC-2 compliance.

Features

  • State-of-the-art Fine-tuning: Advanced techniques including quantization and low-rank adaptation
  • LoRAX Architecture: Serve thousands of fine-tuned LLMs on a single GPU
  • Serverless Deployment: Automatic scaling with pay-as-you-go pricing
  • Private Cloud Support: Deploy in AWS, Azure, or GCP with complete data control
  • Efficient Resource Usage: 2-3x faster serving speeds than alternatives
  • Model Variety: Support for multiple open-source LLMs including Llama-3, Phi-3, and Mistral

Use Cases

  • Document Classification
  • Information Extraction
  • Customer Sentiment Analysis
  • Customer Support Automation
  • Code Generation
  • Named Entity Recognition

FAQs

  • Do you offer discounts?
    Yes, discounted pricing on compute is available for Enterprise customers.
  • What is the free usage limit for shared serverless inference?
    Free usage is limited to 1M tokens per day and 10M tokens per month.
  • Can I use my existing cloud commitments with Predibase?
    Yes, you will soon be able to use committed spend from AWS, Azure, or GCP on Predibase.

Related Queries

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Predibase Uptime Monitor

Average Uptime

99.96%

Average Response Time

233.68 ms

Last 30 Days

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