Cerebrium is our Python framework that meets you where you work - whether it be in Notebooks or .py files we want you to feel comfortable and be environment agnostic.

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Cerebrium is an AWS Sagemaker alternative providing all the features you need to quickly build an ML product.

Introduction

To deploy your machine learning model to Cerebrium takes just 2 lines of code.

Test and Deploy

Deploying Model Ensembles

Pre & Post Processing Functions

Sending File Input

Using Persistent Memory in Processing Functions

Saving File Output

Cerebrium provides prebuilt models that you can deploy to an API.

Deploying Prebuilt Models

Logging your predictions to external monitoring tools.

External Monitoring Tools

Censius is a monitoring tool that allows you to track your model performance in production environments.

Censius

Arize is a monitoring tool that allows you to track your model performance in production environments.

Arize

Deployment Examples

This example provides the steps to deploy any Python code to serverless CPUs/GPUs

Custom Python Code

This example provides the steps to deploy a simple Onnx model from scratch using Cerebrium.

Onnx

This example provides the steps to deploy a simple Pytorch model (CNN) from scratch using Cerebrium.

Pytorch

This example provides the steps to deploy a simple Sci-Kit Learn model from scratch using Cerebrium.

Scikit

This example provides the steps to deploy a simple XGBoost model (from scratch!) using Cerebrium.

XGBoost

This example provides the steps to deploy a simple Tensorflow model from scratch using Cerebrium.

Tensorflow

This example provides the steps to deploy a simple Spacy model (from scratch!) using Cerebrium.

Spacy

This example provides the steps to deploy a HuggingFace Transformers model using Cerebrium.

HuggingFace Transformers

This example provides the steps to convert a Hugging Face model to Onnx format in order to deploy on Cerebrium.

Getting Started

Installation

Set up your Cerebrium account

​Installation

​Set up your Cerebrium account

Installation

Set up your Cerebrium account