Course information

Amazon SageMaker Training Course Outline

Module 1: Introduction to Amazon SageMaker

  • What is Amazon SageMaker?
  • Machine Learning with Amazon SageMaker
  • Explore and Preprocess Data
  • Model Training and Deployment

Module 2: Setting Up Amazon SageMaker

  • Create an IAM Administrator User and Group

Module 3: Get Started with Amazon SageMaker

  • Create an Amazon S3 Bucket
  • Create an Amazon SageMaker Notebook Instance
  • Create a Jupyter Notebook
  • Download, Explore, and Transform Data
  • Train, Deploy, and Validate Model
  • Clean Up

Module 4: Using Notebook Instances

  • Create and Access Notebook Instances
  • Use Example Notebooks
  • Notebook Instance Software Updates
  • Setting the Notebook Kernel
  • Installing External Libraries and Kernels in Notebook Instances
  • Creating Git Repositories with Amazon SageMaker Notebook Instances
  • Monitoring Jupyter Logs in Amazon CloudWatch Logs

Module 5: Build, Train, and Deploy a Model

  • Built-in Algorithms
  • Incremental Training
  • Managed Spot Training
  • Using Checkpoints
  • Automatic Model Tuning
  • Augmented Manifest Files
  • Amazon SageMaker Neo

Module 6: Amazon SageMaker with ECR

  • Basics of Docker Containers
  • Amazon SageMaker Containers
  • Use Prebuilt SageMaker Docker Images
  • Creating Training Job with ECR

Module 7: Reinforcement Learning with Amazon SageMaker RL

  • Markov Decision Process (MDP)
  • Sample RL Workflow Using Amazon SageMaker RL
  • RL Environments in Amazon SageMaker
  • Distributed Training
  • Hyperparameter Tuning

Module 8: Security in Amazon SageMaker

  • Data Protection
  • Identity and Access Management
  • Logging and Monitoring
  • Compliance Validation

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Who should attend this Amazon SageMaker Training Course?

The Amazon SageMaker Training Course is designed for individuals who want to gain an understanding of machine learning and deploy the same for practical applications. The Amazon SageMaker Training Course can benefit professionals such as:

  • Data Scientists
  • Machine Learning Engineers
  • Data Engineers
  • Data Analysts
  • Cloud Architects
  • Financial Analysts
  • Technical Managers

Prerequisites of the Amazon SageMaker Training Course

There are no formal prerequisites for this Amazon SageMaker Course. However, a basic understanding of machine learning can be beneficial for the delgates.

Amazon SageMaker Training ​Course Overview

Amazon SageMaker is a service enabling developer to build and train machine learning models for predictive or analytical applications in AWS (Amazon Web Service) public cloud. It comprises modules that can be used together or independently for building, training, and deploying machine learning models. It supports Jupyter notebooks, which are open source web applications helping developers share live code. This Amazon SageMaker Training is designed to equip delegates with a comprehensive knowledge of Amazon SageMaker.

In this 2-day course, delegates will learn how to create an Amazon S3 bucket and IAM administrator user and group. Delegates will gain knowledge of how to download, explore, and transform data. In addition, they will get an understanding of how to build, train, and deploy a model in Amazon SageMaker.

During this course, delegates will be using an algorithm to run a training job, hyperparameter tuning job, and a model package to create a model. Delegates will become familiarised with Apache spark, TensorFlow and Apache MXNet. They will gain in-depth knowledge of reinforcement learning with Amazon SageMaker RL. Post completion of this training, delegates will be able to protect data at rest and in transit using encryption.

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What’s included in this Amazon SageMaker Training Course?

  • World-Class Training Sessions from Experienced Instructors
  • Amazon SageMaker Certificate
  • Digital Delegate Pack

Why choose us

Our Saskatoon venue

Includes..

Free Wi-Fi

To make sure you’re always connected we offer completely free and easy to access wi-fi.

Air conditioned

To keep you comfortable during your course we offer a fully air conditioned environment.

Full IT support

IT support is on hand to sort out any unforseen issues that may arise.

Video equipment

This location has full video conferencing equipment.

Saskatoon, a city in the Canadian province of Saskatchewan, has an average population of roughly 222,190 spread across 65.9 square miles of land.  At The Knowledge Academy, we offer 50,000 classroom based training courses throughout the different areas of Saskatoon, in order to enhance people’s learning in an array of subject areas.  Education in Canada is generally funded by federal, provincial, and local governments; the system is divided into primary, secondary and post-secondary education and is operated under provincial jurisdiction.  On the whole, there are 190 days in a school year, starting in September and ending towards the last Friday of June.  Some popular and highly regarded universities in Canada include: the University of Toronto (notable alumni including: William Lyon Mackenzie King, Vincent Massey, Donald Sutherland and Lesra Martin), the University of British Columbia (notable alumni including: Eddie Peng, Justin Trudeau and Nardwuar the Human Serviette), and the University of Alberta (notable alumni including: Dayo Wong, George Stanley and Beverley McLachlin). 

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Address

Macro Business Centres
115 - 2nd Avenue North
Suite 103
Saskatoon
Saskatchewan
S7K 2B1

T: +1 6474932992

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Amazon SageMaker Training in Saskatoon. Engage directly with expert instructors, mirroring the classroom schedule for a comprehensive learning journey. Enjoy the convenience of virtual learning without compromising on the quality of interaction.

Unlock your potential with The Knowledge Academy's Amazon SageMaker Training in Saskatoon, accessible anytime, anywhere on any device. Enjoy 90 days of online course access, extendable upon request, and benefit from the support of our expert trainers. Elevate your skills at your own pace with our Online Self-paced sessions.

Streamline large-scale training requirements with The Knowledge Academy's In-house/Onsite at your business premises. Experience expert-led classroom learning from the comfort of your workplace and engage professional development.

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Tailored learning experience

Leverage benefits offered from a certification that fits your unique business or project needs

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Maximise your training budget

Cut unnecessary costs and focus your entire budget on what really matters, the training.

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Team building opportunity

Our offers a unique chance for your team to bond and engage in discussions, enriching the learning experience beyond traditional classroom settings

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Monitor employees progress

The course know-how will help you track and evaluate your employees' progression and performance with relative ease

What our customers are saying

Amazon SageMaker Training in Saskatoon FAQs

Please arrive at the venue at 8:45am.
There are no formal prerequisites for attending this course.
This course is designed for IT professionals.
We are able to provide support via phone & email prior to attending, during and after the course.
Delegate pack consisting of course notes and exercises, Manual, Experienced Instructor, and Refreshments
This course is 2 days.
Once your booking has been placed and confirmed, you will receive an email which contains your course location, course overview, pre-course reading material (if required), course agenda and payment receipts
The training fees for Amazon SageMaker Training certification in Saskatoon starts from CAD4295
The Knowledge Academy is the Leading global training provider for Amazon SageMaker Training.
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Why choose us

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Best price in the industry

You won't find better value in the marketplace. If you do find a lower price, we will beat it.

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Many delivery methods

Flexible delivery methods are available depending on your learning style.

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High quality resources

Resources are included for a comprehensive learning experience.

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"Really good course and well organised. Trainer was great with a sense of humour - his experience allowed a free flowing course, structured to help you gain as much information & relevant experience whilst helping prepare you for the exam"

Joshua Davies, Thames Water

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