3LC

What it does

Captures detailed metrics per-sample per-epoch from your training & finetuning runs, providing you with advanced real-time visualization and detailed insights into your ML performance. Take action based on your findings and interactively edit your data.

Illuminating the black box: Better, smaller, faster AI models Book Demo Sign Up The benefits are transformational. Our clients have seen: 30x Reduction in False Positives 50% Increase in True Positive Rate 75% Reduction in Training Time Reduced Cost & CO2 Emissions See it. Fix it. Instantly. The first full-loop platform for AI data preparation […]

The data-centric platform for physical and industrial AI, from the first dataset to every model in production. Redundancy, label noise, and coverage gaps hold accuracy back. Curation fixes what volume can’t. Less training data, same accuracy. Major aerospace & defense client. The pilot delivered immediate and measurable results — and is now integrated into multiple solutions across Equinor. A few bad labels can steer your model wrong, and overall metrics never reveal them. A model that scores well in testing can quietly lose accuracy once it meets new sensors, lighting, and conditions in the field. When most of your data adds little, collecting more of it doesn’t help. Better…from 3lc.ai

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  3LC – Illuminate the ML Black Box2024 · pypi.org · ▲8

  Hello HackerNews, I am Paul, and I would like to get some feedback on the tool we are releasing as beta today. 3LC is an ML tool that gives detailed insights, real-time data-centric iterative workflows for training/finetuning, and data quality improvements for your Machine Learning datasets and models. 3LC serves as a visualizer, editor, and debugger, focusing on how models learn from the training data. Key Features of 3LC: • Detailed Data Analysis: 3LC enables users to dive into model performance beyond typical labeling errors. It offers the capability to analyze intricate false…

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