The Machine Learning Pipeline on AWS Training

The Machine Learning Pipeline on AWS Training demonstrates the methodologies to utilize machine learning pipeline to rectify real business issues in a project-based learning environment.

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Course Overview

The Machine Learning Pipeline on AWS Training demonstrates the methodologies to utilize the machine learning pipeline to rectify real business issues in a project-based learning environment.

This technical course helps professionals gain comprehensive knowledge on each phase of the pipeline from the demonstrations and preparations and utilizing that information to finish a project.

It trains individuals to build, evaluate, train, and launch an ML model with the help of Amazon SageMaker that rectifies their major business issues.

This course teaches you to apply machine learning to a real-time issue and use the ML pipeline to overcome a specific business problem.

You will demonstrate some of the leading practices for creating scalable, cost-effective, and protected ML pipelines in AWS.

It enables you to choose and justify the suitable ML approach for a stated business problem.

This course is ideal for developers, solution engineers, or anyone who wants to gain more information related to ML pipelines using Amazon SageMaker.

Mode of Training

🏫 Classroom 💻 Live Online 🧪 Blended 👨‍👩‍👧‍👦 Private Group

What you will learn

Utilizing ML pipeline to solve the specified business problems.
Utilizing the ML pipeline to resolve an exact business troubles.
Deploying, Training, evaluating, and tuning a ML model in Amazon SageMaker.
Applying ML to real-life business difficulties after the competition of the course.
Justifying and selecting appropriate ML approaches for particular business difficulties.
Describing few most excellent training so as to secure ML pipelines, cost-optimized, designing scalable in AWS.

Who Should Attend This Course?

The Machine Learning Pipeline On AWS Training is highly advantageous for Data Engineers, Solutions Architects, and Developers who have little experience with Machine learning fundamentals and ML pipelines.

Therefore, professionals who are utilizing Amazon SageMaker and have brief knowledge about SageMaker can enroll in this training..

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📘 The Machine Learning Pipeline on AWS Outline

Overview of machine learning, including use cases, types of machine learning, and key concepts
Overview of the ML pipeline
Introduction to course projects and approach

Introduction to Amazon SageMaker
Demo: Amazon SageMaker and Jupyter notebooks
Lab: Introduction to Amazon SageMaker

Overview of problem formulation and deciding if ML is the right solution
Converting a business problem into an ML problem
Demo: Amazon SageMaker Ground Truth
Hands-on: Amazon SageMaker Ground Truth
Problem Formulation Exercise and Review
Project work for Problem Formulation

Overview of data collection and integration, and techniques for data preprocessing and visualization
Lab: Data Preprocessing (including project work)

Choosing the right algorithm
Formatting and splitting your data for training
Loss functions and gradient descent for improving your model
Demo: Create a training job in Amazon SageMaker

How to evaluate classification models
How to evaluate regression models
Practice model training and evaluation
Train and evaluate project models
Lab: Model Training and Evaluation (including project work)
Project Share-Out 1

Feature extraction, selection, creation, and transformation
Hyperparameter tuning
Demo: SageMaker hyperparameter optimization
Lab: Feature Engineering (including project work)

How to deploy, inference, and monitor your model on Amazon SageMaker
Deploying ML at the edge

Project Share-Out 2
Post-Assessment
Wrap-up

Still have questions?

Reach out to our learning advisors for personalized guidance on choosing the right course, group training, or enterprise packages.

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What You Get with Microtek Learning

Instructor-Led Excellence

✓ Certified Instructor-led Training
✓ Top Industry Trainers
✓ Official Student Handbooks

Measurable Learning Outcomes

✓ Pre- & Post-Training Assessments
✓ Practice Tests
✓ Exam-Oriented Curriculum

Real-World Skill Building

✓ Hands-on Activities & Scenarios
✓ Interactive Online Courses
✓ Peer Collaboration (Not in self-paced)

Full Support & Perks

✓ Exam Scheduling Support ^*
✓ Learn & Earn Program ^*
✓ Support from Certified Experts
✓ Gov. & Private Pricing ^*

Our Clients

For over 10 years, Microtek Learning has helped organizations, leaders, students and professionals to reach their maximum potential. We have led the path by addressing their challenges and advancing their performances.