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The Machine Learning Pipeline on AWS Certification Training Course

The Machine Learning Pipeline on AWS Certification Training Course

The Machine Learning Pipeline on AWS Certification Training Course

The Machine Learning Pipeline on AWS is an instructor-led, hands-on certification training course. This course covers how to formulate your business problems as ML problems and use Amazon SageMaker to train, evaluate, adapt and deploy ML models. Practical learning is a key component of this course, so candidates will choose a project to work on and then apply the knowledge and skills they have learned to their chosen project at each stage. Candidates will be able to choose projects: fraud detection, recommendation engines, or flight delays.

  • Basic Python knowledge
  • Basic knowledge of AWS cloud infrastructure (Amazon S3 and Amazon CloudWatch).
  • Basic knowledge of working in a Jupyter notebook environment

Candidates can achieve this certification by passing the following exam(s).

Exam Number: The Machine Learning Pipeline on AWS

The certification exam can be registered and attempted within 3 months of course/module completion at Logitrain training centre on weekdays during normal business hours (excludes public holidays)

Logitrain course material for The Machine Learning Pipeline on AWS provided

  • 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-optimised, and secure ML pipelines in AWS
  • Apply machine learning to a real-life business problem after the course is complete
  • Developers
  • Solutions architects
  • Data engineers
  • Students
  • IT professionals
  • People interested to learn about the ML pipeline via Amazon SageMaker
  • Pre-assessment
  • 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
  • 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
  • Amazon SageMaker and Jupyter notebooks
  • Amazon SageMaker and Jupyter notebooks
  • Overview of problem formulation and deciding if ML is the right solution
  • Converting a business problem into an ML problem
  • Amazon SageMaker Ground Truth
  • Amazon SageMaker Ground Truth
  • Practice problem formulation
  • Formulate problems for projects
  • Overview of data collection and integration, and techniques for data preprocessing and visualisation
  • Practice preprocessing
  • Preprocess project data and discuss project progress
  • Choosing the right algorithm
  • Formatting and splitting your data for training
  • Loss functions and gradient descent for improving your model
  • 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, then present findings
  • Feature extraction, selection, creation, and transformation
  • Hyperparameter tuning
  • SageMaker hyperparameter optimisation
  • Practice feature engineering and model tuning
  • Apply feature engineering and model tuning to projects
  • Final project presentations
  • How to deploy, inference, and monitor your model on Amazon SageMaker
  • Deploying ML at the edge
  • Creating an Amazon SageMaker endpoint
  • Post-assessment
Get our expert trainers at your premises. Logitrain Customised Team can tailor the course to meet your organisation's specific learning and development needs and business goals.
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What is included with The Machine Learning Pipeline on AWS Certification Training Course?
Logitrain course includes official certification exam fee.
Includes Official Exam Fee

Take the certification exam within 3 months of course / module completion

Logitrain is an Authorised Pearson VUE Test Centre.
Authorised Test Centre

Take the official vendor certification exam at the Logitrain training center

Logitrain courses, programs and packages includes course material.
Includes Course Material

Course material in digital format is included for flexibility and ease of use

Logitrain courses, packages and programs includes sample practise questions.
Includes Mock & Test Questions

Mock test is included in the full-time courses to assist with your preparation

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The supply of this course/package/program is governed by our terms and conditions. Please read them carefully before enrolling, as enrolment is conditional on acceptance of these terms and conditions. Proposed dates are given, courses run subject to availability and minimum registrations.

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