The Machine Learning Pipeline on AWS

$2,700 USD GSA $2,312.34

Course Code AWS-ML-PL

Duration 4 days

Available Formats Classroom, Virtual

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5947 Reviews star_rate star_rate star_rate star_rate star_half

“Greatly enjoyed Chris Littlefield as instructor. He was patient and informative on what to study for exam versus study for professional proficiency, and encouraging of the later.”

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Taking ML models from conceptualization to production is typically complex and time-consuming. You have to manage large amounts of data to train the model, choose the best algorithm for training it, manage the compute capacity while training it, and then deploy the model into a production environment. SageMaker reduces this complexity by making it much easier to build and deploy ML models. Hands-on learning is a key component of this course, so you’ll choose a project to work on, and then apply the knowledge and skills you learn to your chosen project in each phase of the pipeline. You’ll have a choice of projects: fraud detection, recommendation engines, or flight delays. Students will learn about each phase of the pipeline from instructor presentations and demonstrations. They will then apply that knowledge to complete a project solving one of three business problems: fraud detection, recommendation engines, or flight delays. By the end of the course, you will have successfully built, trained, evaluated, tuned, and deployed an ML model that solves selected business problems.

ExitCertified is an AWS Advanced Training Partner, the highest level of training partnership awarded by AWS. ExitCertified provides vendor-approved training and has the largest team of instructors delivering advanced AWS classes in North America, and the deepest bench of instructors delivering the entire authorized AWS catalog. AWS designates its highest status to only those few training partners that have consistently delivered the highest quality experience for learners. In 2021, students rated ExitCertified’s AWS training 4.69 out of 5.

Learn how to use the machine learning (ML) pipeline with Amazon SageMaker with hands-on exercises and four days of instruction. You will learn how to frame your business problems as ML problems and use Amazon SageMaker to train, evaluate, tune, and deploy ML models. Hands-on learning is a key component of this course, so you’ll choose a project to work on, and then apply the knowledge and skills you learn to your chosen project in each phase of the pipeline. You’ll have a choice of projects: fraud detection, recommendation engines, or flight delays.

Skills Gained

Select and justify the appropriate ML approach for a given business problem
Use the ML pipeline to solve a specific business problem
Train, evaluate, deploy, and tune an ML model in Amazon SageMaker
Describe some of the best practices for designing scalable, cost-optimized, and secure ML pipelines in AWS
Apply machine learning to a real-life business problem after the course is complete

Who Can Benefit

Developers
Solutions architects
Data engineers
Anyone who wants to learn about the ML pipeline via Amazon SageMaker, even if you have little to no experience with machine learning

Prerequisites

Basic knowledge of Python
Basic understanding of working in a Jupyter notebook environment
Basic understanding of AWS Cloud infrastructure (Amazon S3 and Amazon CloudWatch)
Take this skills assessment to see if you have the required knowledge to skip AWS Technical Essentials, the first course in the AWS technical training path: https://www.exitcertified.com/training-resources/skills-assessments/aws-skills-assessment

Course Details

Day 1

Module 0: Introduction
Module 1: Introduction to Machine Learning and the ML Pipeline
Module 2: Introduction to Amazon SageMaker
Module 3: Problem Formulation

Day 2

Module 3: Problem Formulation (continued)
Module 4: Preprocessing

Day 3

Module 5: Model Training
Module 6: Model Evaluation

Day 4

Module 7: Feature Engineering and Model Tuning
Module 8: Deployment

Read Less

Specialty

AWS Certified Machine Learning Certification - Specialty

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When does class start/end?

Classes begin promptly at 9:00 am, and typically end at 5:00 pm.

Does the course schedule include a Lunchbreak?

Lunch is normally an hour long and begins at noon. Coffee, tea, hot chocolate and juice are available all day in the kitchen. Fruit, muffins and bagels are served each morning. There are numerous restaurants near each of our centers, and some popular ones are indicated on the Area Map in the Student Welcome Handbooks - these can be picked up in the lobby or requested from one of our ExitCertified staff.

How can someone reach me during class?

If someone should need to contact you while you are in class, please have them call the center telephone number and leave a message with the receptionist.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

What does GTR stand for?

GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.

How do I find an ExitCertified training location?

We have training locations across the United States and Canada. View a full list of classroom training locations.

Which delivery formats are available?

At ExitCertified we offer training that is Instructor-Led, Online, Virtual and Self-Paced.

Does ExitCertified deliver group training?

Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.

Does ExitCertified deliver group training?

Yes, we provide training for groups, individuals, and private on sites. View our group training page for more information.

What does vendor-authorized training mean?

As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.

Is the training too basic, or will you go deep into technology?

It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.

How up-to-date are your courses and support materials?

We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.

Are your instructors seasoned trainers who have deep knowledge of the training topic?

ExitCertified instructors have an average of 27 years of practical IT experience. They have also served as consultants for an average of 15 years. To stay up to date, instructors will at least spend 25 percent of their time learning new emerging technologies and courses.

Do you provide hands-on training and exercises in an actual lab environment?

Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.

Will you customize the training for our company’s specific needs and goals?

We will work with you to identify training needs and areas of growth. We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.

How do I get started with certification?

Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact Edu_customerexperience@techdata.com

Will I get access to content after I complete a course?

You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.

Easy to work with. Learning material pdfs were able to be printed out in color which was very nice to write on.

Tim

ExitCertified

Concise and good to follow along. Although it is a lot to take in under a short period of time.

ExitCertified Student

ExitCertified

The exit certified aws course provided a good introduction to the tools available on aws.

Dan

ExitCertified

Although there seemed to be too many links for the course, everything worked smoothly.

ExitCertified Student

ExitCertified

Great company -- easy to sign up and very organized. Loved my teacher and class overall.

ExitCertified Student

ExitCertified

The Machine Learning Pipeline on AWS

Summer Savings: Save Up to $500

Skills Gained

Who Can Benefit

Prerequisites

Course Details

Day 1

Day 2

Day 3

Day 4

Prerequisites

Related Certifications View all certifications

Follow-on Courses

Upcoming Course Dates View more available dates

Format

Language

Status

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When does class start/end?

Does the course schedule include a Lunchbreak?

How can someone reach me during class?

What languages are used to deliver training?

What does GTR stand for?

How do I find an ExitCertified training location?

Which delivery formats are available?

Does ExitCertified deliver group training?

Does ExitCertified deliver group training?

What does vendor-authorized training mean?

Is the training too basic, or will you go deep into technology?

How up-to-date are your courses and support materials?

Are your instructors seasoned trainers who have deep knowledge of the training topic?

Do you provide hands-on training and exercises in an actual lab environment?

Will you customize the training for our company’s specific needs and goals?

How do I get started with certification?

Will I get access to content after I complete a course?

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