Automate Model Deployment

Automate Model Deployment

Deploy ML models to production in hours – not weeks. Transform models into intelligent, portable software functions that can be deployed to your app stack, in your environment, by your team.

Automate Model Deployment

AUTOMATION

Agility and Accessibility for ML Deployment

Shrink OPEX
Shrink OPEX

Reduce complex human-intensive manual tasks and cloud costs.

Accelerate Time-to-Market
Accelerate Time-to-Market

Deploy to production in hours – not 12 weeks.

Scale Innovation
Scale Innovation

Empowering app developers and Infrastructure teams to deploy ML into their existing workflows & environments.

Hardware Independence
Hardware Independence

Performance-portable to meet technical SLAs, business and customer needs.

OCTOML PLATFORM

Machine Learning for Machine Learning Deployment

Powered by ML for ML automation, the OctoML platform ingests your model and outputs an intelligent, hardware-independent model function. ML for ML detects and resolves dependencies, cleans and optimizes model code, accelerates, and packages the model for any hardware target. Model functions run at high performance on more than 80 cloud and edge targets, remaining stable and consistent even as hardware infrastructure changes.

OctoML Platform overview diagram

OctoML CLI

The Power of AI/ML in Your Hands

DevOps ready
DevOps ready

Unify separate development cycles for ML and traditional software into a single stream, with DevOps people and practices at the center.

Build your way
Build your way

Work with your chosen model, development environment, developer tools, CI/CD framework, application stack and cloud.

Peak performance
Peak performance

Hit your speed and cost SLAs without specialized ML expertise and manual optimizations.

OctoML Customers and Partners

Microsoft
Woven Planet
AWS
Google
Azure
AMD
ARM
Qualcomm
VMWare
Wipro white logo
Sony white logo
NVIDIA white logo

Performance Acceleration

Speed up your model's predictions automatically with state of the art optimization techniques including: quantization, operator fusion, constant-folding, static memory planning pass, and data layout transformations.

Performance Acceleration

Portable Packaging

Deploy anywhere: clouds/servers, edge/IoT, client/PC, mobile. Production-ready packaging optimized for any of your hardware targets.

 Portable Packaging

OctoML Blog

Read about our work

Jun 21, 2022

Fast-track to deploying machine learning models with OctoML CLI and NVIDIA Triton Inference Server

Today, we introduce the OctoML CLI, a Command Line Interface that automates the deploying deep learning models - model containerization and acceleration. One of the key technologies that ties our containerization and acceleration together is NVIDIA Triton Inference Server.

Jun 21, 2022

Fast-track to deploying machine learning models with OctoML CLI and NVIDIA Triton Inference Server

Today, we introduce the OctoML CLI, a Command Line Interface that automates the deploying deep learning models - model containerization and acceleration. One of the key technologies that ties our containerization and acceleration together is NVIDIA Triton Inference Server.

Accelerate Your AI Innovation