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Description

Lightly intelligently identifies the most impactful subset of your data, enhancing model accuracy through iterative improvements by leveraging the finest data for retraining. By minimizing data redundancy and bias while concentrating on edge cases, you can maximize the efficiency of your data. Lightly's algorithms can efficiently handle substantial datasets in under 24 hours. Easily connect Lightly to your existing cloud storage solutions to automate the processing of new data seamlessly. With our API, you can fully automate the data selection workflow. Experience cutting-edge active learning algorithms that combine both active and self-supervised techniques for optimal data selection. By utilizing a blend of model predictions, embeddings, and relevant metadata, you can achieve your ideal data distribution. Gain deeper insights into your data distribution, biases, and edge cases to further refine your model. Additionally, you can manage data curation efforts while monitoring new data for labeling and subsequent model training. Installation is straightforward through a Docker image, and thanks to cloud storage integration, your data remains secure within your infrastructure, ensuring privacy and control. This approach allows for a holistic view of data management, making it easier to adapt to evolving modeling needs.

Description

We aim to relieve ML engineers from the burdens of data engineering so they can concentrate on their passion for developing superior models more efficiently. Our innovative product serves as a robust framework that simplifies and accelerates the process for developers to discover, comprehend, and disseminate visual data on a large scale, making it ten times easier. Users can automatically generate custom interval attributes using pre-trained extractors or any model of their choice, enhancing the flexibility of data manipulation. The platform allows for effective data visualization and the analysis of model performance by leveraging custom attributes alongside standard KPIs. This functionality enables users to query data, identify rare edge cases, and curate new training datasets across their entire data lake with ease. Additionally, it facilitates the seamless saving, editing, versioning, commenting, and sharing of frames, sequences, or objects with both colleagues and external partners. SiaSearch stands out as a data management solution that automatically extracts frame-level contextual metadata, streamlining fast data exploration, selection, and evaluation. By automating these processes with intelligent metadata, engineering productivity can more than double, effectively alleviating bottlenecks in the development of industrial AI. Ultimately, this allows teams to innovate more rapidly and efficiently in their machine learning endeavors.

API Access

Has API

API Access

Has API

Screenshots View All

Screenshots View All

Integrations

Amazon S3
Amazon Web Services (AWS)
CVAT
Docker
Eviden MDR Service
Google Cloud Platform
Label Studio
Labelbox
Microsoft Azure
NVIDIA EGX Platform
PyTorch
TensorFlow
V7 Darwin
Weights & Biases

Integrations

Amazon S3
Amazon Web Services (AWS)
CVAT
Docker
Eviden MDR Service
Google Cloud Platform
Label Studio
Labelbox
Microsoft Azure
NVIDIA EGX Platform
PyTorch
TensorFlow
V7 Darwin
Weights & Biases

Pricing Details

$280 per month
Free Trial
Free Version

Pricing Details

No price information available.
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

Lightly

Country

Switzerland

Website

www.lightly.ai/

Vendor Details

Company Name

SiaSearch

Founded

2019

Country

Germany

Website

www.siasearch.io

Product Features

Computer Vision

Blob Detection & Analysis
Building Tools
Image Processing
Multiple Image Type Support
Reporting / Analytics Integration
Smart Camera Integration

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

Product Features

Computer Vision

Blob Detection & Analysis
Building Tools
Image Processing
Multiple Image Type Support
Reporting / Analytics Integration
Smart Camera Integration

Alternatives

Alternatives

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