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Description

Amazon SageMaker Feature Store serves as a comprehensive, fully managed repository specifically designed for the storage, sharing, and management of features utilized in machine learning (ML) models. Features represent the data inputs that are essential during both the training phase and inference process of ML models. For instance, in a music recommendation application, relevant features might encompass song ratings, listening times, and audience demographics. The importance of feature quality cannot be overstated, as it plays a vital role in achieving a model with high accuracy, and various teams often rely on these features repeatedly. Moreover, synchronizing features between offline batch training and real-time inference poses significant challenges. SageMaker Feature Store effectively addresses this issue by offering a secure and cohesive environment that supports feature utilization throughout the entire ML lifecycle. This platform enables users to store, share, and manage features for both training and inference, thereby facilitating their reuse across different ML applications. Additionally, it allows for the ingestion of features from a multitude of data sources, including both streaming and batch inputs such as application logs, service logs, clickstream data, and sensor readings, ensuring versatility and efficiency in feature management. Ultimately, SageMaker Feature Store enhances collaboration and improves model performance across various machine learning projects.

Description

Your software can see objects in video and images. A few dozen images can be used to train a computer vision model. This takes less than 24 hours. We support innovators just like you in applying computer vision. Upload files via API or manually, including images, annotations, videos, and audio. There are many annotation formats that we support and it is easy to add training data as you gather it. Roboflow Annotate was designed to make labeling quick and easy. Your team can quickly annotate hundreds upon images in a matter of minutes. You can assess the quality of your data and prepare them for training. Use transformation tools to create new training data. See what configurations result in better model performance. All your experiments can be managed from one central location. You can quickly annotate images right from your browser. Your model can be deployed to the cloud, the edge or the browser. Predict where you need them, in half the time.

API Access

Has API No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

AIxBlock No 
AWS Lake Formation Yes 
Amazon Athena Yes 
Amazon Kinesis Yes 
Amazon Redshift Yes 
Amazon S3 Yes 
Amazon SageMaker Yes 
Amazon SageMaker Data Wrangler Yes 
Amazon SageMaker Unified Studio Yes 
Apache Spark Yes 
Axis LMS No 
Databricks Yes 
Innovatiana No 
Keylabs No 
Nekton.ai No 
Quickwork No 
Snowflake Yes 
Ultralytics No 
Unremot No 
Workers by Delos No 

Integrations

AIxBlock Yes 
AWS Lake Formation No 
Amazon Athena No 
Amazon Kinesis No 
Amazon Redshift No 
Amazon S3 No 
Amazon SageMaker No 
Amazon SageMaker Data Wrangler No 
Amazon SageMaker Unified Studio No 
Apache Spark No 
Axis LMS Yes 
Databricks No 
Innovatiana Yes 
Keylabs Yes 
Nekton.ai Yes 
Quickwork Yes 
Snowflake No 
Ultralytics Yes 
Unremot Yes 
Workers by Delos Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version No 

Pricing Details

$250/month
Free Trial Yes 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) Yes 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars Yes 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Amazon

Founded

1994

Country

United States

Website

aws.amazon.com/sagemaker/feature-store/

Vendor Details

Company Name

Roboflow

Founded

2019

Country

United States

Website

roboflow.com

Product Features

Machine Learning

Deep Learning No 
ML Algorithm Library No 
Model Training No 
Natural Language Processing (NLP) No 
Predictive Modeling No 
Statistical / Mathematical Tools No 
Templates No 
Visualization No 

Product Features

Computer Vision

Blob Detection & Analysis No 
Building Tools No 
Image Processing No 
Multiple Image Type Support No 
Reporting / Analytics Integration No 
Smart Camera Integration No 

Data Labeling

Human-in-the-loop No 
Labeling Automation No 
Labeling Quality No 
Performance Tracking No 
Polygon, Rectangle, Line, Point No 
SDK No 
Supports Audio Files No 
Task Management No 
Team Collaboration No 
Training Data Management No 

Machine Learning

Deep Learning No 
ML Algorithm Library No 
Model Training No 
Natural Language Processing (NLP) No 
Predictive Modeling No 
Statistical / Mathematical Tools No 
Templates No 
Visualization No 

Alternatives

Alternatives

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Deep Block

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