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 fully managed service that provides developers and data scientists with the tools to build, train, and deploy machine learning models at scale. As businesses increasingly turn to AI to drive insights and automate processes, understanding how to leverage SageMaker is essential for organisations looking to enhance their operational efficiency and gain a competitive edge in their respective markets.

This course is particularly beneficial for data scientists, machine learning engineers, AI developers, and business analysts who want to harness the power of machine learning in their projects. Additionally, IT professionals and managers overseeing data-driven initiatives will find the course valuable for understanding the capabilities of SageMaker and its impact on business strategy.

This 2-days course by The Knowledge Academy equips professionals with the skills necessary to effectively utilise Amazon SageMaker for machine learning projects. Delegates will learn how to create, train, and deploy models while exploring best practices for optimising performance and managing machine learning workflows, enabling them to implement data-driven solutions confidently.

Course Objectives

  • To understand the core concepts of machine learning and Amazon SageMaker
  • To create and configure SageMaker environments for development
  • To train machine learning models using built-in algorithms
  • To deploy and manage machine learning models in production
  • To implement best practices for data preparation and feature engineering
  • To evaluate model performance and optimise results

Upon completion of the course, delegates will have the skills to effectively apply Amazon SageMaker in real-world scenarios, enabling them to develop robust machine learning models and drive significant business value through data-driven decision-making and innovation.

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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 Port Elizabeth 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.

Port Elizabeth located within the Eastern Cape Province in South Africa. The city strengthened its border by introducing settlers in 1820. The city now has around 310,000 inhabitants and is one of the largest cities within the country. Port Elizabeth is also known as the friendly city and the windy city. Algoa Bay stretches down the city for 16km and imports goods into South Africa. Within the city there is around 32,000 people that are black, 120,000 that are white, 71,000 coloured and 9,000 that are Asian. Afrikaans’s is the most popular first language of the city with English second.Port Elizabeth’s largest and main university is, Nelson Mandela Metropolitan University. It has around 27,000 enrolled students with around 3,000 international students from USA, China, Germany, Sweden and France. The university has six campuses where students can gain diplomas and degrees.  Courses that can be studied include, Art, Business, Economic Sciences, Education, Engineering and Health Sciences. 

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Address

Greenacres
Port Elizabeth
First Bowring House
Fairview Office Park
Ring Road
Greenacres
Port Elizabeth
6045

T: +27 800 780004

Ways to take this course

Experience live, interactive learning from home with The Knowledge Academy's Online Instructor-led Amazon SageMaker Training in Port Elizabeth. 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 Port Elizabeth, 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.

Experience the most sought-after learning style with The Knowledge Academy's Amazon SageMaker Training in Port Elizabeth. Available in 490+ locations across 190+ countries, our hand-picked Classroom venues offer an invaluable human touch. Immerse yourself in a comprehensive, interactive experience with our expert-led Amazon SageMaker Training in Port Elizabeth sessions.

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Highly experienced trainers

Boost your skills with our expert trainers, boasting 10+ years of real-world experience, ensuring an engaging and informative training experience

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State of the art training venues

We only use the highest standard of learning facilities to make sure your experience is as comfortable and distraction-free as possible

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Small class sizes

Our Classroom courses with limited class sizes foster discussions and provide a personalised, interactive learning environment

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Great value for money

Achieve certification without breaking the bank. Find a lower price elsewhere? We'll match it to guarantee you the best value

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 Port Elizabeth FAQs

Amazon SageMaker is a fully managed machine learning service that enables developers and data scientists to build, train, and deploy machine learning models quickly and efficiently, simplifying the overall machine learning workflow.
Amazon SageMaker is available in multiple AWS Regions worldwide, including US East (N. Virginia), US West (Oregon), Europe (Ireland), Asia Pacific (Tokyo), and others, ensuring global accessibility for users.
Amazon SageMaker secures your code through encryption, identity and access management (IAM) policies, and private VPC endpoints, ensuring that your data and algorithms remain confidential and protected during development and deployment.
Amazon SageMaker employs several security measures, including data encryption in transit and at rest, IAM for access control, VPC for network isolation, and compliance with various industry standards to protect sensitive information.
There are no formal prerequisites for this Amazon SageMaker Course. However, a basic understanding of machine learning can be beneficial for the delgates.
The Amazon SageMaker course is ideal for Data Scientists, Machine Learning Engineers, and Developers seeking to enhance their skills in building, training, and deploying machine learning models using the SageMaker platform.
Yes, The Knowledge Academy offers 24/7 support via phone & email before attending, during, and after the course. Our customer support team is available to assist and promptly resolve any issues you may encounter.
In this training course, delegates will have intensive training with our experienced instructors, a digital delegate pack consisting of important notes related to this course, and a certificate after course completion.
This course takes 2 Days to complete during which delegates participate in intensive learning sessions that cover various course topics.
In the course, you will learn to build, train, and deploy machine learning models, explore data preparation techniques, implement algorithms, and leverage SageMaker's capabilities for efficient model management.
You should receive the confirmation details for the course within 24-48 hours after registration. If you haven't received it by then, please check your spam folder or contact our support team for assistance.
To attend the Amazon SageMaker course, delegates should have a basic understanding of machine learning concepts, familiarity with Python programming, and knowledge of AWS services, as these skills will enhance the learning experience.
Industries such as Finance, Healthcare, and E-Commerce, along with job roles like Data Scientists, Machine Learning Engineers, and Business Analysts, can particularly benefit from Amazon SageMaker certification by enhancing their machine learning capabilities.
Yes, the Amazon SageMaker training is suitable for individuals at various career stages, from beginners seeking foundational knowledge to experienced professionals looking to deepen their expertise in machine learning and model deployment.
While prior experience in machine learning and Python programming is beneficial, it is not strictly required for the course; beginners can grasp the fundamentals with the right motivation and willingness to learn.
The Knowledge Academy provides flexible self-paced training for this course. Self-paced training is beneficial for individuals who have an independent learning style and wish to study What is Knowledge Pass, and ho at their own pace and convenience.
Yes, we provide corporate training for this Amazon SageMaker Training, tailored to fit your organisation’s requirements.
If you are unable to access your Amazon SageMaker Training, contact the support team at The Knowledge Academy via their customer service email or phone number provided on their website for prompt assistance and resolution of your issue.
Yes, the training course includes practical components and hands-on activities, allowing delegates to apply their learning by building, training, and deploying machine learning models in real-world scenarios using SageMaker.
The Knowledge Academy in Port Elizabeth stands out as a prestigious training provider known for its extensive course offerings, expert instructors, adaptable learning formats, and industry recognition. It's a dependable option for those seeking this course.
The training fees for Amazon SageMaker Trainingin Port Elizabeth starts from R36995
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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