> ## Documentation Index
> Fetch the complete documentation index at: https://notes.kodekloud.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Course: AWS SageMaker

> Introductory course teaching practical AWS SageMaker workflows including data preparation, training, model registry, deployment and monitoring with notebooks and the SageMaker Python SDK

Notes for the **AWS SageMaker** course: 63 lessons across 8 sections.

## Machine Learning Prerequisites

* [Course Introduction](/docs/AWS-SageMaker/Machine-Learning-Prerequisites/Course-Introduction/page.md)
* [Prerequisites](/docs/AWS-SageMaker/Machine-Learning-Prerequisites/Prerequisites/page.md)
* [ML Basics Fundamentals of Model Training and Inference](/docs/AWS-SageMaker/Machine-Learning-Prerequisites/ML-Basics-Fundamentals-of-Model-Training-and-Inference/page.md)
* [ML Basics Fundamentals of Model Training and Inference Part 2](/docs/AWS-SageMaker/Machine-Learning-Prerequisites/ML-Basics-Fundamentals-of-Model-Training-and-Inference-Part-2/page.md)
* [ML Pipeline](/docs/AWS-SageMaker/Machine-Learning-Prerequisites/ML-Pipeline/page.md)
* [How Much Math Do I Need](/docs/AWS-SageMaker/Machine-Learning-Prerequisites/How-Much-Math-Do-I-Need/page.md)
* [How Much Math Do I Need Part 2](/docs/AWS-SageMaker/Machine-Learning-Prerequisites/How-Much-Math-Do-I-Need-Part-2/page.md)
* [How Much Math Do I Need Part 3](/docs/AWS-SageMaker/Machine-Learning-Prerequisites/How-Much-Math-Do-I-Need-Part-3/page.md)
* [Why is SageMaker Intimidating](/docs/AWS-SageMaker/Machine-Learning-Prerequisites/Why-is-SageMaker-Intimidating/page.md)
* [Why Learn SageMaker by Persona](/docs/AWS-SageMaker/Machine-Learning-Prerequisites/Why-Learn-SageMaker-by-Persona/page.md)
* [Why Learn SageMaker by Persona Part 2](/docs/AWS-SageMaker/Machine-Learning-Prerequisites/Why-Learn-SageMaker-by-Persona-Part-2/page.md)

## SageMaker Introduction

* [SageMaker What Makes it a Managed Service](/docs/AWS-SageMaker/SageMaker-Introduction/SageMaker-What-Makes-it-a-Managed-Service/page.md)
* [Introduction to Jupyter Notebooks](/docs/AWS-SageMaker/SageMaker-Introduction/Introduction-to-Jupyter-Notebooks/page.md)
* [Introduction to Jupyter Notebooks Part 2](/docs/AWS-SageMaker/SageMaker-Introduction/Introduction-to-Jupyter-Notebooks-Part-2/page.md)
* [Demo Jupyter Notebooks](/docs/AWS-SageMaker/SageMaker-Introduction/Demo-Jupyter-Notebooks/page.md)
* [The SageMaker SDK for Python Why not boto3](/docs/AWS-SageMaker/SageMaker-Introduction/The-SageMaker-SDK-for-Python-Why-not-boto3/page.md)

## SageMaker User Interface

* [Navigating the UI](/docs/AWS-SageMaker/SageMaker-User-Interface/Navigating-the-UI/page.md)
* [Demo Navigating the UI](/docs/AWS-SageMaker/SageMaker-User-Interface/Demo-Navigating-the-UI/page.md)
* [SageMaker Domains and SageMaker Studio](/docs/AWS-SageMaker/SageMaker-User-Interface/SageMaker-Domains-and-SageMaker-Studio/page.md)
* [SageMaker Domains and SageMaker Studio Part 2](/docs/AWS-SageMaker/SageMaker-User-Interface/SageMaker-Domains-and-SageMaker-Studio-Part-2/page.md)
* [SageMaker Domains and SageMaker Studio Part 3](/docs/AWS-SageMaker/SageMaker-User-Interface/SageMaker-Domains-and-SageMaker-Studio-Part-3/page.md)
* [Options for Collaboration in SageMaker Studio](/docs/AWS-SageMaker/SageMaker-User-Interface/Options-for-Collaboration-in-SageMaker-Studio/page.md)
* [Code Editor Alternative to JupyterLab](/docs/AWS-SageMaker/SageMaker-User-Interface/Code-Editor-Alternative-to-JupyterLab/page.md)
* [Code Editor Alternative to JupyterLab Part 2](/docs/AWS-SageMaker/SageMaker-User-Interface/Code-Editor-Alternative-to-JupyterLab-Part-2/page.md)
* [SageMaker Studio Classic vs SageMaker Studio New](/docs/AWS-SageMaker/SageMaker-User-Interface/SageMaker-Studio-Classic-vs-SageMaker-Studio-New/page.md)

## Persona SageMaker Activities - Data Engineer

* [Tabular Data Preparation](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Engineer/Tabular-Data-Preparation/page.md)
* [SageMaker Canvas Low Code Data Preparation and ML Training](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Engineer/SageMaker-Canvas-Low-Code-Data-Preparation-and-ML-Training/page.md)
* [SageMaker Canvas Low Code Data Preparation and ML Training Part 2](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Engineer/SageMaker-Canvas-Low-Code-Data-Preparation-and-ML-Training-Part-2/page.md)
* [Demo SageMaker Canvas Data Wrangler](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Engineer/Demo-SageMaker-Canvas-Data-Wrangler/page.md)
* [Demo SageMaker Canvas Data Wrangler Part 2](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Engineer/Demo-SageMaker-Canvas-Data-Wrangler-Part-2/page.md)
* [Demo SageMaker Canvas AutoML](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Engineer/Demo-SageMaker-Canvas-AutoML/page.md)
* [SageMaker Data Processing Jobs](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Engineer/SageMaker-Data-Processing-Jobs/page.md)

## Persona SageMaker Activities - Data Scientist

* [An Introduction to Feature Engineering](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Scientist/An-Introduction-to-Feature-Engineering/page.md)
* [An Introduction to Feature Engineering Part 2](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Scientist/An-Introduction-to-Feature-Engineering-Part-2/page.md)
* [Demo Feature Engineering in SageMaker Studio](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Scientist/Demo-Feature-Engineering-in-SageMaker-Studio/page.md)
* [Training Model in SageMaker Studio and Monitoring Training Jobs](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Scientist/Training-Model-in-SageMaker-Studio-and-Monitoring-Training-Jobs/page.md)
* [Training Model in SageMaker Studio and Monitoring Training Jobs Part 2](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Scientist/Training-Model-in-SageMaker-Studio-and-Monitoring-Training-Jobs-Part-2/page.md)
* [Training Model in SageMaker Studio and Monitoring Training Jobs Part 3](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Scientist/Training-Model-in-SageMaker-Studio-and-Monitoring-Training-Jobs-Part-3/page.md)
* [Demo Training Your Model in SageMaker Studio Using Python SDK](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Scientist/Demo-Training-Your-Model-in-SageMaker-Studio-Using-Python-SDK/page.md)
* [Introduction to Experiment Management](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Scientist/Introduction-to-Experiment-Management/page.md)
* [Optimizing the Training Process with Automation](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Scientist/Optimizing-the-Training-Process-with-Automation/page.md)
* [Keeping Track of Models Using the SageMaker Model Registry](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Scientist/Keeping-Track-of-Models-Using-the-SageMaker-Model-Registry/page.md)
* [Keeping Track of Models Using the SageMaker Model Registry Part 2](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Scientist/Keeping-Track-of-Models-Using-the-SageMaker-Model-Registry-Part-2/page.md)
* [Demo Keeping Track of Models Using the SageMaker Model Registry](/docs/AWS-SageMaker/Persona-SageMaker-Activities-Data-Scientist/Demo-Keeping-Track-of-Models-Using-the-SageMaker-Model-Registry/page.md)

## Persona SageMaker Activities - MLOps Engineer

* [Options to Host a Model for Inference](/docs/AWS-SageMaker/Persona-SageMaker-Activities-MLOps-Engineer/Options-to-Host-a-Model-for-Inference/page.md)
* [Options to Host a Model for Inference Part 2](/docs/AWS-SageMaker/Persona-SageMaker-Activities-MLOps-Engineer/Options-to-Host-a-Model-for-Inference-Part-2/page.md)
* [Advanced Inference Options](/docs/AWS-SageMaker/Persona-SageMaker-Activities-MLOps-Engineer/Advanced-Inference-Options/page.md)
* [Advanced Inference Options Part 2](/docs/AWS-SageMaker/Persona-SageMaker-Activities-MLOps-Engineer/Advanced-Inference-Options-Part-2/page.md)
* [Advanced Inference Options Part 3](/docs/AWS-SageMaker/Persona-SageMaker-Activities-MLOps-Engineer/Advanced-Inference-Options-Part-3/page.md)
* [Demo Deploy a Hosted Model Using SageMaker Endpoints](/docs/AWS-SageMaker/Persona-SageMaker-Activities-MLOps-Engineer/Demo-Deploy-a-Hosted-Model-Using-SageMaker-Endpoints/page.md)
* [Demo Deploy a Hosted Model Using SageMaker Endpoints Part 2](/docs/AWS-SageMaker/Persona-SageMaker-Activities-MLOps-Engineer/Demo-Deploy-a-Hosted-Model-Using-SageMaker-Endpoints-Part-2/page.md)
* [Automate ML Pipeline with SageMaker Pipeline](/docs/AWS-SageMaker/Persona-SageMaker-Activities-MLOps-Engineer/Automate-ML-Pipeline-with-SageMaker-Pipeline/page.md)
* [End to End CICD ML Pipelines from SageMaker Project Templates](/docs/AWS-SageMaker/Persona-SageMaker-Activities-MLOps-Engineer/End-to-End-CICD-ML-Pipelines-from-SageMaker-Project-Templates/page.md)
* [Demo End to End CICD ML Pipelines from SageMaker Project Templates](/docs/AWS-SageMaker/Persona-SageMaker-Activities-MLOps-Engineer/Demo-End-to-End-CICD-ML-Pipelines-from-SageMaker-Project-Templates/page.md)
* [Monitoring and Observability](/docs/AWS-SageMaker/Persona-SageMaker-Activities-MLOps-Engineer/Monitoring-and-Observability/page.md)
* [Monitoring and Observability Part 2](/docs/AWS-SageMaker/Persona-SageMaker-Activities-MLOps-Engineer/Monitoring-and-Observability-Part-2/page.md)
* [Demo Add Monitoring to Deployed Model](/docs/AWS-SageMaker/Persona-SageMaker-Activities-MLOps-Engineer/Demo-Add-Monitoring-to-Deployed-Model/page.md)

## Wrap Up

* [Demystifying Advanced SageMaker](/docs/AWS-SageMaker/Wrap-Up/Demystifying-Advanced-SageMaker/page.md)
* [Demystifying Advanced SageMaker Part 2](/docs/AWS-SageMaker/Wrap-Up/Demystifying-Advanced-SageMaker-Part-2/page.md)
* [Demystifying Advanced SageMaker Part 3](/docs/AWS-SageMaker/Wrap-Up/Demystifying-Advanced-SageMaker-Part-3/page.md)
* [Whats New for 2025](/docs/AWS-SageMaker/Wrap-Up/Whats-New-for-2025/page.md)
* [Is SageMaker Demystified for You](/docs/AWS-SageMaker/Wrap-Up/Is-SageMaker-Demystified-for-You/page.md)

## Course Introduction

* [Course Overview](/docs/AWS-SageMaker/Course-Introduction/Course-Overview/page.md)


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