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머신러닝 라이프사이클

  • Fine-tune and serve open-source LLMs on scalable serverless infrastructure.
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    What is Predibase?
    Predibase offers the fastest and most efficient way to fine-tune and serve any open-source large language model. Built specifically for developers, it allows seamless deployment and operation of open-source LLMs on a robust serverless infrastructure. With Predibase, you can manage the entire lifecycle of machine learning models from training to deployment, ensuring high performance and scalability.
    Predibase Core Features
    • Easy model fine-tuning
    • Serverless deployment
    • Real-time monitoring
    • Infrastructure management
    • Support for various LLMs
    Predibase Pro & Cons

    The Cons

    Limited pricing details directly available without visiting pricing page.
    No direct mobile app or browser extension presence observed.
    May require technical expertise to fully leverage platform capabilities.

    The Pros

    Enables fine-tuning of models with minimal labeled data using reinforcement learning.
    Supports continuous live training adjusting reward functions in real-time.
    Offers fastest multi-LoRA inference with up to 4x faster serving speeds.
    Provides autoscaling infrastructure that dynamically manages GPU resources.
    Enterprise-grade features including SOC 2 Type II certification and 24/7 on-call support.
    Flexible deployment options including cloud and on-premise private cloud.
    Significant cost reduction in model training and serving compared to other solutions.
    Open source components available, supporting transparency and community collaboration.
    Predibase Pricing
    Has free planYES
    Free trial detailsFree Tier includes up to 1 user, free shared serverless inference with rate limits, $25 free credits valid for 30 days
    Pricing modelFreemium
    Is credit card requiredNo
    Has lifetime planNo
    Billing frequency

    Details of Pricing Plan

    Free Plan

    0 USD
    • Up to 1 user
    • Best-in-class fine-tuning with A100 GPUs
    • 1 private serverless deployment (no rate limits)
    • Autoscaling and scale to 0
    • Serve unlimited adapters on a single GPU with LoRAX
    • Free shared serverless inference (with rate limits) for testing
    • Access to all available base models
    • Data connection via file uploads
    • 2 concurrent training jobs
    • In-app chat, email, and Discord support

    Enterprise Plan (SaaS)

    USD
    • Everything in the Free Tier, plus additional seats for your whole team
    • Volume discounts for serving compute
    • Guaranteed instances to ensure scaling to meet increased demand
    • Additional replicas for burst usage
    • Additional private serverless deployments
    • Guaranteed uptime SLAs
    • Data connection via Snowflake, Databricks, S3, BigQuery, and more
    • Additional concurrent training jobs
    • Dedicated Slack channel, plus consulting hours with experts

    Enterprise Virtual Private Cloud (VPC)

    USD
    • Like Enterprise SaaS, plus deploy directly into your own cloud (AWS, Azure, GCP)
    • Use your own cloud commitments
    • Optimize usage with your own GPUs
    • Enterprise security and compliance
    Discount:Free $25 credits valid for 30 days; volume discounts available for Enterprise customers
    For the latest prices, please visit: https://www.predibase.com/pricing
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