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Model Training and Deployment with AWS SageMaker

Model Training and Deployment with AWS SageMaker

2 hrs

In this course, you will learn about Amazon SageMaker by focussing on three key aspects of it , notebooks, training and hosting. You will also learn about setting up Amazon SageMaker, data pre-processing, tarining and fine tuning.

Model Training and Deployment with AWS SageMaker

2 hrs
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Skills you will gain

Amazon Sagemaker

Workflow

Deployment

Notebooks

Training

Hosting

Setting-up SageMaker

Data Preprocessing

Fine-tuning a Model

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Course outline

Industry focussed curriculum designed by experts

Introduction to Amazon SageMaker

7 videos

In this module, you will explore the foundational concepts of Amazon SageMaker, including its workflow and deployment capabilities.

7 items

0.37 hr

  • Introduction to Amazon SageMaker (Complete) - Duration: TBD
  • Feature Store (Complete) - Duration: TBD
  • Feature Store Walkthrough - Duration: TBD
  • Amazon SageMaker - Workflow Orchestration - Duration: TBD
  • Amazon SageMaker Deployment - Duration: TBD
  • Amazon SageMaker MLOps Capabilities - Duration: TBD
  • Amazon SageMaker MLOps Capabilities Walkthrough - Duration: TBD
Preview module

AWS Advanced Learning Add-On

2 videos

In this module, you'll learn about Amazon SageMaker, focusing on its three key parts: notebooks, training, and hosting. Here, you will explore how Amazon SageMaker is used in the ML process and data formats that Amazon SageMaker works with and how to use Amazon SageMaker to teach, test, and automatically adjust a model.

2 items

1 hr

  • Introduction to Amazon SageMaker
  • AWS Foundations: How Amazon SageMaker Can Help

Modeling With AWS Sagemaker

7 videos

In this module, you will learn to set up SageMaker, data preprocessing, and then train and fine-tune the model. You will also explore evaluating performance and deploying the model.

7 items

0.47 hr

  • Setting up SageMaker (Complete)
  • Data Pre-processing (Complete)
  • Training a Decision Tree Model
  • Model Tuning
  • Evaluating Model Performance
  • Model Deployment Part 1
  • Model Deployment Part 2

Get access to the complete curriculum with your free trial

Start 7-Day Free Trial

Model Training and Deployment with AWS SageMaker

2 hrs

Model Training and Deployment with AWS SageMaker

2 hrs
Start 7-Day Free Trial Subscribe To Pro+ • $25/Month
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Get course + certificate with Pro+ subscription

Gain work-ready skills with an Academy Pro+ subscription

Subscribe To Pro+ • $25/Month

Earn a certificate from AWS

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