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LightlyHelp ML teams label the right data

When ML teams send their data to companies like Scale.ai for labeling, most can only afford to label 1% or less of their datasets. But today they don’t have a good way to pick which 1% to label. We help them pick the best 1% of their data to label. By labeling the most representative data, they significantly improve model accuracy at the same cost.

2021-08-19
Active
Early
S21
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B2B
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Lightly | Data Curation for Machine Learning

Introduction

Lightly revolutionizes your machine learning pipeline with state-of-the-art active learning, enabling you to select the most impactful training data for computer vision tasks. Enhance your model accuracy by iteratively retraining with the best data, reducing redundancy, bias, and focusing on edge-cases.

Key Features

  • Scale: Process up to 10k videos or 10m images in less than 24 hours.
  • Automation: Automate data selection with our API, integrating seamlessly with your existing cloud storage.
  • Science: Utilize cutting-edge active and self-supervised learning algorithms.
  • Data Selection: Achieve desired data distribution using model predictions, embeddings, and metadata.
  • Data Insights: Gain a deeper understanding of your data distribution, bias, and edge-cases.
  • Pipeline Management: Efficiently manage data curation runs and track new data for labeling and model training.
  • Easy Integration & Security: Install easily via a Docker image with cloud storage integration, ensuring data security.

Use Cases

  • Computer Vision: Select the best 1% of images or videos to improve model performance.
  • Data Labeling: Reduce labeling costs by up to 90% by eliminating redundant data.
  • Model Training: Trigger retraining and model deployment automatically, speeding up retraining cycles by 2x.
  • Data Quality: Improve data quality by focusing on difficult data for your model, leading to better accuracy.

Pricing

Lightly offers flexible pricing plans tailored to your needs. Contact us for a detailed quote and to find the best plan for your team.

Teams

Lightly is trusted by top ML teams to enhance their data pipelines. Our technology has helped companies like Voxel, SDSC, CurbFlow, Rabot, DroGone, and Lythium achieve significant improvements in model performance and efficiency. Join the ranks of leading organizations and unlock the full potential of your data with Lightly.


Today is the day to get the most out of your data. Unleash your data's true potential with Lightly.