# Blogs, example notebooks, and additional resources


The following sections contain examples and additional resources for you to learn more about Amazon SageMaker AI.

## Blogs and case studies


See the following table for lists of blogs and case studies for various features within SageMaker AI Inference. You can use the blogs to help put together solutions that work for your use case.


| Feature | Resources | 
| --- | --- | 
|  Real-Time Inference  |  [\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/sagemaker/latest/dg/deploy-model-blogs.html)  | 
|  Autoscaling  |  [\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/sagemaker/latest/dg/deploy-model-blogs.html)  | 
|  Serverless Inference  |  [\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/sagemaker/latest/dg/deploy-model-blogs.html)  | 
|  Asynchronous Inference  |  [\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/sagemaker/latest/dg/deploy-model-blogs.html)  | 
|  Batch Transform  |  [\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/sagemaker/latest/dg/deploy-model-blogs.html)  | 
|  Multi-Model Endpoints  |  [\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/sagemaker/latest/dg/deploy-model-blogs.html)  | 
|  Serial Inference Pipelines  |  [\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/sagemaker/latest/dg/deploy-model-blogs.html)  | 
|  Multi-Container Endpoints  |  [\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/sagemaker/latest/dg/deploy-model-blogs.html)  | 
|  Running Model Ensembles  |  [\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/sagemaker/latest/dg/deploy-model-blogs.html)  | 
|  Inference Recommender  |  [\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/sagemaker/latest/dg/deploy-model-blogs.html)  | 
|  Advanced model hosting blog series  |  [\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/sagemaker/latest/dg/deploy-model-blogs.html)  | 

## Example notebooks


See the following table for example notebooks that can help you learn more about SageMaker AI Inference.


| Feature | Example notebooks | 
| --- | --- | 
|  Inference Recommender  |  [\[See the AWS documentation website for more details\]](http://docs.aws.amazon.com/sagemaker/latest/dg/deploy-model-blogs.html)  | 
|  Optimize large language models (LLMs) for SageMaker AI  |  [Generative AI LLMs workshop](https://github.com/aws/amazon-sagemaker-examples/tree/main/inference/generativeai/llm-workshop)  | 

## Additional resources


For more information about each SageMaker AI Inference option in detail, you can watch the following video.

[![AWS Videos](http://img.youtube.com/vi/https://www.youtube.com/embed/4FqHt5bmS2o/0.jpg)](http://www.youtube.com/watch?v=https://www.youtube.com/embed/4FqHt5bmS2o)