Ratings and Reviews 0 Ratings

Total
ease
features
design
support

This software has no reviews. Be the first to write a review.

Write a Review

Ratings and Reviews 0 Ratings

Total
ease
features
design
support

This software has no reviews. Be the first to write a review.

Write a Review

Alternatives to Consider

  • Vertex AI Reviews & Ratings
    726 Ratings
    Company Website
  • RunPod Reviews & Ratings
    152 Ratings
    Company Website
  • Stack AI Reviews & Ratings
    20 Ratings
    Company Website
  • Pipefy Reviews & Ratings
    583 Ratings
    Company Website
  • Square 9 Reviews & Ratings
    382 Ratings
    Company Website
  • Process Street Reviews & Ratings
    Company Website
  • RunMyJobs by Redwood Reviews & Ratings
    237 Ratings
    Company Website
  • Hostinger Reviews & Ratings
    13 Ratings
    Company Website
  • StarTree Reviews & Ratings
    26 Ratings
    Company Website
  • Epsilon3 Reviews & Ratings
    262 Ratings
    Company Website

What is Flyte?

Flyte is a powerful platform crafted for the automation of complex, mission-critical data and machine learning workflows on a large scale. It enhances the ease of creating concurrent, scalable, and maintainable workflows, positioning itself as a crucial instrument for data processing and machine learning tasks. Organizations such as Lyft, Spotify, and Freenome have integrated Flyte into their production environments. At Lyft, Flyte has played a pivotal role in model training and data management for over four years, becoming the preferred platform for various departments, including pricing, locations, ETA, mapping, and autonomous vehicle operations. Impressively, Flyte manages over 10,000 distinct workflows at Lyft, leading to more than 1,000,000 executions monthly, alongside 20 million tasks and 40 million container instances. Its dependability is evident in high-demand settings like those at Lyft and Spotify, among others. As a fully open-source project licensed under Apache 2.0 and supported by the Linux Foundation, it is overseen by a committee that reflects a diverse range of industries. While YAML configurations can sometimes add complexity and risk errors in machine learning and data workflows, Flyte effectively addresses these obstacles. This capability not only makes Flyte a powerful tool but also a user-friendly choice for teams aiming to optimize their data operations. Furthermore, Flyte's strong community support ensures that it continues to evolve and adapt to the needs of its users, solidifying its status in the data and machine learning landscape.

What is 3LC?

Illuminate the opaque processes of your models by integrating 3LC, enabling the essential insights required for swift and impactful changes. By removing uncertainty from the training phase, you can expedite the iteration process significantly. Capture metrics for each individual sample and display them conveniently in your web interface for easy analysis. Scrutinize your training workflow to detect and rectify issues within your dataset effectively. Engage in interactive debugging guided by your model, facilitating data enhancement in a streamlined manner. Uncover both significant and ineffective samples, allowing you to recognize which features yield positive results and where the model struggles. Improve your model using a variety of approaches by fine-tuning the weight of your data accordingly. Implement precise modifications, whether to single samples or in bulk, while maintaining a detailed log of all adjustments, enabling effortless reversion to any previous version. Go beyond standard experiment tracking by organizing metrics based on individual sample characteristics instead of solely by epoch, revealing intricate patterns that may otherwise go unnoticed. Ensure that each training session is meticulously associated with a specific dataset version, which guarantees complete reproducibility throughout the process. With these advanced tools at your fingertips, the journey of refining your models transforms into a more insightful and finely tuned endeavor, ultimately leading to better performance and understanding of your systems. Additionally, this approach empowers you to foster a more data-driven culture within your team, promoting collaborative exploration and innovation.

Media

Media

Integrations Supported

Apache Parquet
Google Cloud Platform
Hugging Face
PyTorch
pandas
Amazon Athena
Amazon SageMaker
Apache Arrow
Apache Hive
Coco
Dask
Dolt
DuckDB
Google Colab
Great Expectations
Kubernetes
MLflow
Polars
Spotify

Integrations Supported

Apache Parquet
Google Cloud Platform
Hugging Face
PyTorch
pandas
Amazon Athena
Amazon SageMaker
Apache Arrow
Apache Hive
Coco
Dask
Dolt
DuckDB
Google Colab
Great Expectations
Kubernetes
MLflow
Polars
Spotify

API Availability

Has API

API Availability

Has API

Pricing Information

Free
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Union.ai

Date Founded

2020

Company Location

United States

Company Website

flyte.org

Company Facts

Organization Name

3LC

Company Website

3lc.ai/

Categories and Features

Machine Learning

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

Categories and Features

Machine Learning

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

Popular Alternatives

Ray Reviews & Ratings

Ray

Anyscale

Popular Alternatives

Create ML Reviews & Ratings

Create ML

Apple
OPAQUE Reviews & Ratings

OPAQUE

OPAQUE Systems
Vertex AI Reviews & Ratings

Vertex AI

Google