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Building Data Lakes on AWS Certification Training Course

Practical Data Science with Amazon SageMaker Certification Training Course

Practical Data Science with Amazon SageMaker Certification Training Course

The Practical Data Science with Amazon SageMaker is an instructor-led, hands-on certification training course. This course introduces the steps of a typical data science process in machine learning, from dataset analysis and visualisation to data preparation and feature engineering. People will also learn practical aspects of building, training, tuning, and deploying models using Amazon SageMaker. A real use case includes customer retention analysis to inform customer loyalty programs.

  • Knowledge of the Python programming language
  • Basic understanding of machine learning

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

Exam Number: Practical Data Science with Amazon SageMaker

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 Practical Data Science with Amazon SageMaker provided

  • Prepare a dataset for training
  • Train and evaluate a Machine Learning model
  • Automatically tune a Machine Learning model
  • Prepare a Machine Learning model for production
  • Think critically about Machine Learning model results
  • Developers
  • Data Scientists
  • Students
  • IT professionals
  • People interested in Practical Data Science with Amazon SageMaker
  • Types of ML
  • Job Roles in ML
  • Steps in the ML pipeline
  • Training and test dataset defined
  • Introduction to SageMaker
  • Demonstration: SageMaker console
  • Demonstration: Launching a Jupyter notebook
  • Business challenge: Customer churn
  • Review customer churn dataset
  • Demonstration: Loading and visualizing your dataset
  • Relating features to target variables
  • Relationships between attributes
  • Demonstration: Cleaning the data
  • Types of algorithms
  • XGBoost and SageMaker
  • Demonstration: Training the data
  • Finishing the estimator definition
  • Setting hyper parameters
  • Deploying the model
  • Demonstration: hyper parameter tuning with SageMaker
  • Demonstration: Evaluating model performance
  • Automatically tune a model
  • Automatic hyper parameter tuning with SageMaker
  • Tuning jobs
  • Deploying a model to an endpoint
  • A/B deployment for testing
  • Auto Scaling
  • Configure and test auto scaling
  • Check hyper parameter tuning job
  • AWS Auto Scaling
  • Set up AWS Auto Scaling
  • Cost of various error types
  • Binary classification cutoff
  • Accessing Amazon SageMaker notebooks in a VPC
  • Amazon SageMaker batch transforms
  • Amazon SageMaker Ground Truth
  • Amazon SageMaker Neo
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What is included with Practical Data Science with Amazon SageMaker Certification Training Course?

Logitrain course includes official certification exam fee.
Certificate of Attendance

Get a Certificate of Attendance to prove your commitment to learning

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 Books & Meals

Course material in hardcopy is included. Full-time classroom courses include meals

Logitrain courses, packages and programs includes sample practise questions.
Includes Practise Questions

Practise questions are provided for better understanding of the key concepts

Logitrain full-time course includes course retake, if you do not pass the official certification exam.
Instructor-led Training

Attend the course with an instructor at our training center or from anywhere

Logitrain courses include price beat guarantee.
Our Price Beat Guarantee

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Dates, Locations & Prices
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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. Courses run subject to registrations.

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