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What is Tecton?

Launch machine learning applications in mere minutes rather than the traditional months-long timeline. Simplify the transformation of raw data, develop training datasets, and provide features for scalable online inference with ease. By substituting custom data pipelines with dependable automated ones, substantial time and effort can be conserved. Enhance your team's productivity by facilitating the sharing of features across the organization, all while standardizing machine learning data workflows on a unified platform. With the capability to serve features at a large scale, you can be assured of consistent operational reliability for your systems. Tecton places a strong emphasis on adhering to stringent security and compliance standards. It is crucial to note that Tecton does not function as a database or processing engine; rather, it integrates smoothly with your existing storage and processing systems, thereby boosting their orchestration capabilities. This effective integration fosters increased flexibility and efficiency in overseeing your machine learning operations. Additionally, Tecton's user-friendly interface and robust support make it easier than ever for teams to adopt and implement machine learning solutions effectively.

What is AWS Neuron?

The system facilitates high-performance training on Amazon Elastic Compute Cloud (Amazon EC2) Trn1 instances, which utilize AWS Trainium technology. For model deployment, it provides efficient and low-latency inference on Amazon EC2 Inf1 instances that leverage AWS Inferentia, as well as Inf2 instances which are based on AWS Inferentia2. Through the Neuron software development kit, users can effectively use well-known machine learning frameworks such as TensorFlow and PyTorch, which allows them to optimally train and deploy their machine learning models on EC2 instances without the need for extensive code alterations or reliance on specific vendor solutions. The AWS Neuron SDK, tailored for both Inferentia and Trainium accelerators, integrates seamlessly with PyTorch and TensorFlow, enabling users to preserve their existing workflows with minimal changes. Moreover, for collaborative model training, the Neuron SDK is compatible with libraries like Megatron-LM and PyTorch Fully Sharded Data Parallel (FSDP), which boosts its adaptability and efficiency across various machine learning projects. This extensive support framework simplifies the management of machine learning tasks for developers, allowing for a more streamlined and productive development process overall.

Media

Media

Integrations Supported

AWS Deep Learning AMIs
AWS Deep Learning Containers
AWS Trainium
Amazon DynamoDB
Amazon EC2 Capacity Blocks for ML
Amazon EC2 Inf1 Instances
Amazon EC2 Trn2 Instances
Amazon EC2 UltraClusters
Amazon EKS
Amazon EKS Anywhere
Amazon EMR
Amazon ElastiCache
Amazon SageMaker
Amazon Web Services (AWS)
Databricks
PySpark
Python
SQL
Seldon
Snowflake

Integrations Supported

AWS Deep Learning AMIs
AWS Deep Learning Containers
AWS Trainium
Amazon DynamoDB
Amazon EC2 Capacity Blocks for ML
Amazon EC2 Inf1 Instances
Amazon EC2 Trn2 Instances
Amazon EC2 UltraClusters
Amazon EKS
Amazon EKS Anywhere
Amazon EMR
Amazon ElastiCache
Amazon SageMaker
Amazon Web Services (AWS)
Databricks
PySpark
Python
SQL
Seldon
Snowflake

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
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

Tecton

Date Founded

2019

Company Location

United States

Company Website

www.tecton.ai/

Company Facts

Organization Name

Amazon Web Services

Date Founded

2006

Company Location

United States

Company Website

aws.amazon.com/machine-learning/neuron/

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

Deep Learning

Convolutional Neural Networks
Document Classification
Image Segmentation
ML Algorithm Library
Model Training
Neural Network Modeling
Self-Learning
Visualization

Machine Learning

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

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Tecton