Amazon SageMaker JumpStart

Built-in algorithms and pre-built machine learning (ML) solutions that you can deploy with just a few clicks

Get started with Amazon SageMaker JumpStart

Access to hundreds of built-in algorithms with pre-trained models from popular model hubs

Common use cases that can be deployed readily with just a few clicks

Fully customizable and reference architectures to accelerate your ML journey

Built-in Algorithms

SageMaker JumpStart provides hundreds of built-in algorithms with pre-trained models from model hubs, including TensorFlow Hub, PyTorch Hub, HuggingFace, and MxNet GluonCV. You can also access built-in algorithms using the SageMaker Python SDK. Built-in algorithms cover common ML tasks, such as data classifications (image, text, tabular) and sentiment analysis.

Learn more about built-in algorithms »

Type	ML Tasks	Example Algorithms and Models
Vision	Image Classification Image Embedding Object Detection Sematic Segmentation	200+ models including ResNet, Inception, MobileNet, SSD, Faster RCNN, YOLO, Stable Diffusion
Text (Natural Language Processing)	Sentence Segmentation Text Classification Embedding Pair Classification Question Answering Summarization Text Generation Translation Named Entity Recognition	100+ models including BERT, RoBERTa, DistilBERT, Distillbart xsum, GPT2, ELECTRA, Blazing Text, Sequence-to-sequence, Latent Dirichlet Allocation (LDA), Neural Topic Model (NTM), Bloom
Tabular	Classification Regression	LightGBM, CatBoost, XGBoost, Linear Learner, AutoGluon, TabTransformer, DeepAR, Factorization Machines, K-nearest Neighbors, Object2Vec, K-means, Random Cut Forest, IP Insights
Audio	Audio Embedding	TRILL, TRILL Distilled, FRILL

Pre-built Solutions

Pre-built solutions can be used for common use cases and are fully customizable.

Use case	Solution	Get Started
Credit Rating Prediction	Corporate credit rating prediction using multimodal ML for quality credit predictions Graph-based credit scoring Explain credit decisions	Documentation »
Predictive maintenance	Predictive maintenance for vehicle fleets Predictive maintenance for manufacturing	Documentation »
Computer vision	Product defect detection in images Handwriting recognition Object detection for bird species	Documentation »
Reinforced learning	Autonomous driving with visual perception and active learning Distributed reinforcement learning for Procgen challenge Reinforcement learning for Battlesnake AI competitions	Documentation »
Fraud detection	Detect malicious users and transactions Fraud detection in financial transactions using deep graph library Financial payment classification	Documentation »
Extract & analyze data from documents	Differential privacy for sentiment classification Document summarization, entity, and relationship extraction Handwriting recognition using Amazon SageMaker Filling in missing values in tabular records	Documentation »
Churn prediction	Churn prediction for mobile Churn prediction with text	Documentation »
Demand forecasting	Demand forecasting with deep learning	Documentation »
Personalized recommendations	Entity resolution in identity graphs with deep graph library Purchase modeling	Documentation »
Price optimization	Price optimization using Double Machine Learning (ML) and Prophet forecasting	Documentation »
Healthcare and life sciences analytics	Lung cancer survival prediction	Documentation »

Customers

Mission Automate
“Thanks to Amazon SageMaker JumpStart, we are able to launch ML solutions within days to fulfill machine learning prediction needs faster and more reliably.”

Alex Panait, CEO – Mission Automate
MyCase
“Thanks to Amazon SageMaker JumpStart, we can have better starting points which makes it so that we can deploy a ML solution for our own use cases in 4-6 weeks instead of 3-4 months.”

Gus Nguyen, Software Engineer – MyCase
pivotree
“With Amazon SageMaker JumpStart, we can build ML applications such as automatic anomaly detection or object classification faster and launch solutions from proof of concept to production within days.”

Milos Hanzel, Platform Architect – Pivotree