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Tutorials
Beginner Tutorial
Beginner Tutorial
01 create your first network
02 train your first model
03 image classification with your model
Dive into Deep Learning
rank classification using BERT on Amazon Review
Transfer learning on cifar10
Load your own BERT
Load your own BERT
BERT with MXNet
BERT with PyTorch
Guides
Guides
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Datasets
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Dataset Creation
Inference and Production
Inference and Production
Create a serving ready model
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DJL Community
DJL Community
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Supported Engines
Supported Engines
Overview
PyTorch
PyTorch
Overview
PyTorch Engine
PyTorch NDArray Operators
PyTorch Model Zoo
Import PyTorch Model
Load a PyTorch Model
TensorFlow
TensorFlow
Overview
TensorFlow Engine
TensorFlow Model Zoo
Import TensorFlow Model
Load a TensorFlow Model
Apache MXNet
Apache MXNet
Overview
MXNet Engine
MXNet Model Zoo
Import Gluon Model
Load a MXNet Model
Backend Optimizer for MXNet
Hybrid engines
Hybrid engines
Hybrid engine overview
ONNX Runtime
ONNX Runtime
Overview
Load a ONNX Model
XGBoost
LightGBM
Extensions
Extensions
Android
AWS S3 support
Audio
fastText
Hadoop support
Huggingface Tokenizers
OpenCV
SentencePiece
Spark support
Tablesaw
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DJL Zero
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DJL Serving
DJL Serving
Why DJL Serving?
Starting DJL Serving
DJL Serving Inference
DJL Serving Operation Modes
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Configuration
DJL Serving Configuration
Global Configuration
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DJL Serving Architecture
HTTP API
HTTP API
DJL Serving Inference API
DJL Serving Management API
DJL Serving plugin management
DJL Serving - WorkLoadManager
Large Model Inference
Large Model Inference
Table of Contents
User Guides
User Guides
LMI Backend User Guides
LMI Starting Guide
None
vLLM Engine User Guide
None
TensorRT-LLM(TRT-LLM) Engine User Guide
HuggingFace Accelerate User Guide
LMI handlers Inference API Schema
Chat Completions API Schema
Custom output formatter schema
Custom input formatter schema
Deployment Guides
Deployment Guides
Steps for Deploying models with LMI Containers on AWS SageMaker
Model Artifacts for LMI
Instance Type Selection
Backend Selection
Container and Model Configurations
Deploying your model on a SageMaker Endpoint
Benchmarking your Endpoint
None
Tutorials
Tutorials
None
TensorRT-LLM ahead-of-time compilation of models tutorial
TensorRT-LLM manual compilation of models tutorial
None
Conceptual Guides
Conceptual Guides
LMI running Engines
SageMaker LMI containers resources
SageMaker LMI containers resources
SageMaker Sample Notebooks for LLM
Releases
Releases
None
Announcements
Announcements
LMI Breaking Changes
Demos
Demos
Demos
AWS
AWS
Amazon SageMaker
Amazon SageMaker
Start with SageMaker
SageMaker Notebook
SageMaker Notebook
Table of contents
Setup Java
Setup Scala
Use GPU on Notebook
SageMaker Studio
AWS-kinesis-video-streams
Model Serving on AWS BeanStalk EC2
AWS Lambda Serverless Model Serving with DJL
AWS EMR
AWS EMR
Distributed inference
GPU Image Classification
AWS Inferentia
Android
Android
Doodledraw (PyTorch)
Style Transfer (PyTorch)
Face Detection (PyTorch)
EcoSystem
EcoSystem
Java Integrations
Java Integrations
DJL Component in Apache Camel
Run TensorFlow model on GraalVM
Apache Spark Image Classification
Apache Beam CTR Prediction
Apache Flink
Apache Flink
Sentiment Analysis
Sentence Encoding
Apache Kafka Twitter Sentiment Analysis
Quarkus
Quarkus
DJL Extension for Quarkus
Integration without the Extension
Applications
Applications
Footwear Classification
Live Object Detection
Pneumonia Detection
MultiEngine on DJL
Interactive JShell and Block Runner for DJL
Malicious URL Detection
Extensions
Extensions
Visualizing Training with DJL
Interactive JShell and Block Runner for DJL
Table of contents
Setup Java
Setup Scala
Use GPU on Notebook
Liliana Art Modeling Studios Fixed May 2026