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Practical Data Science with Amazon SageMaker 

You will learn how to solve a real-world use case with Machine Learning (ML) and produce actionable results using Amazon SageMaker. This course walks through the stages of a typical data science process for Machine Learning from analyzing and visualizing a dataset to preparing the data, and feature engineering. Individuals will also learn practical aspects of model building, training, tuning, and deployment with Amazon SageMaker. Real life use case includes customer retention analysis to inform customer loyalty programs. • Course level: Intermediate • Duration: 1 day

ACTIVITES

This course includes presentations, group exercises, and hands-on labs.

COURSE OBJECTIVES

In this course, you will learn to:

  • 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

 INTENDED AUDIENCE

This course is intended for:

  • Developers
  • Data Scientists

PREREQUISITES

We recommend the following prerequisites for attendees of this course:

  • Familiarity with Python programming language

Basic understanding of Machine Learning

 

Product
Amazon Web Services
Code
AWS-PDS
Duration
1 Day
Price (baht)
10,800

About the course

COURSE OUTLINE

Module 1: Introduction to machine learning

  • Types of ML
  • Job Roles in ML
  • Steps in the ML pipeline

Module 2: Introduction to data prep and SageMaker

  • Training and test dataset defined
  • Introduction to SageMaker
  • Demonstration: SageMaker console
  • Demonstration: Launching a Jupyter notebook

Module 3: Problem formulation and dataset preparation

  • Business challenge: Customer churn
  • Review customer churn dataset

Module 4: Data analysis and visualization

  • Demonstration: Loading and visualizing your dataset
  • Exercise 1: Relating features to target variables
  • Exercise 2: Relationships between attributes
  • Demonstration: Cleaning the data

Module 5: Training and evaluating a model

  • Types of algorithms
  • XGBoost and SageMaker
  • Demonstration: Training the data
  • Exercise 3: Finishing the estimator definition
  • Exercise 4: Setting hyper parameters
  • Exercise 5: Deploying the model
  • Demonstration: hyper parameter tuning with SageMaker
  • Demonstration: Evaluating model performance

Module 6: Automatically tune a model

  • Automatic hyper parameter tuning with SageMaker
  • Exercises 6-9: Tuning jobs

Module 7: Deployment / production readiness

  • Deploying a model to an endpoint
  • A/B deployment for testing
  • Auto Scaling
  • Demonstration: Configure and test auto scaling
  • Demonstration: Check hyper parameter tuning job
  • Demonstration: AWS Auto Scaling
  • Exercise 10-11: Set up AWS Auto Scaling

Module 8: Relative cost of errors

  • Cost of various error types
  • Demo: Binary classification cutoff

Module 9: Amazon SageMaker architecture and features

  • Accessing Amazon SageMaker notebooks in a VPC
  • Amazon SageMaker batch transforms
  • Amazon SageMaker Ground Truth
  • Amazon SageMaker Neo

Register for Training

Schedule

Start DateEnd DatePriceCode
12/11/202312/15/202320,000AZ-204T00
1/8/20241/12/202420,000AZ-204T00
2/5/20242/9/202420,000AZ-204T00
3/11/20243/15/202420,000AZ-204T00
4/22/20244/26/202420,000AZ-204T00
5/13/20245/17/202420,000AZ-204T00
6/10/20246/14/202420,000AZ-204T00
6/6/20236/9/202316,000AZ-220T00
7/24/20237/27/202316,000AZ-220T00
8/15/20238/18/202316,000AZ-220T00
9/5/20239/8/202316,000AZ-220T00
10/9/202310/12/202316,000AZ-220T00
11/7/202311/10/202316,000AZ-220T00
12/12/202312/15/202316,000AZ-220T00
12/12/202312/15/202316,000AZ-400T00
1/9/20241/12/202416,000AZ-400T00
2/6/20242/9/202416,000AZ-400T00
3/5/20243/8/202416,000AZ-400T00
4/9/20244/12/202416,000AZ-400T00
5/7/20245/10/202416,000AZ-400T00
6/4/20246/7/202416,000AZ-400T00
12/11/202312/15/202320,000AZ-040T00
1/8/20241/12/202420,000AZ-040T00
2/5/20242/9/202420,000AZ-040T00
3/25/20243/29/202420,000AZ-040T00
4/22/20244/26/202420,000AZ-040T00
5/13/20245/17/202420,000AZ-040T00
6/10/20246/14/202420,000AZ-040T00
12/11/202312/14/202316,000AZ-104T00
1/9/20241/12/202416,000AZ-104T00
2/6/20242/9/202416,000AZ-104T00
3/5/20243/8/202416,000AZ-104T00
4/9/20244/12/202416,000AZ-104T00
5/7/20245/10/202416,000AZ-104T00
6/4/20246/7/202416,000AZ-104T00
12/18/202312/21/202316,000AZ-140T00
1/23/20241/26/202416,000AZ-140T00
2/20/20242/23/202416,000AZ-140T00
3/19/20243/22/202416,000AZ-140T00
4/23/20244/26/202416,000AZ-140T00
5/27/20245/30/202416,000AZ-140T00
6/25/20246/28/202416,000AZ-140T00
12/11/202312/14/202316,000AZ-305T00
1/16/20241/19/202416,000AZ-305T00
2/13/20242/16/202416,000AZ-305T00
3/12/20243/15/202416,000AZ-305T00
4/23/20244/26/202416,000AZ-305T00
5/14/20245/17/202416,000AZ-305T00
6/4/20246/7/202416,000AZ-305T00
6/6/20236/9/202316,000AZ-600T00
7/24/20237/27/202316,000AZ-600T00
8/15/20238/18/202316,000AZ-600T00
9/5/20239/8/202316,000AZ-600T00
10/9/202310/12/202316,000AZ-600T00
11/7/202311/10/202316,000AZ-600T00
12/12/202312/15/202316,000AZ-600T00
12/6/202312/8/202312,000AZ-700T00
1/10/20241/12/202412,000AZ-700T00
2/7/20242/9/202412,000AZ-700T00
3/6/20243/8/202412,000AZ-700T00
4/3/20244/5/202412,000AZ-700T00
5/8/20245/10/202412,000AZ-700T00
6/5/20246/7/202412,000AZ-700T00
7/10/20247/12/202412,000AZ-700T00
6/7/20236/9/202312,000AZ-720T00
7/12/20237/14/202312,000AZ-720T00
8/2/20238/4/202312,000AZ-720T00
9/6/20239/8/202312,000AZ-720T00
10/4/202310/6/202312,000AZ-720T00
11/1/202311/3/202312,000AZ-720T00
12/6/202312/8/202312,000AZ-720T00
12/11/202312/14/202316,000AZ-800T00
1/16/20241/19/202416,000AZ-800T00
2/13/20242/16/202416,000AZ-800T00
3/12/20243/15/202416,000AZ-800T00
4/23/20244/26/202416,000AZ-800T00
5/14/20245/17/202416,000AZ-800T00
6/4/20246/7/202416,000AZ-800T00
12/18/202312/21/202316,000AZ-801T00
1/23/20241/26/202416,000AZ-801T00
2/20/20242/23/202416,000AZ-801T00
3/19/20243/22/202416,000AZ-801T00
4/23/20244/26/202416,000AZ-801T00
5/28/20245/31/202416,000AZ-801T00
6/18/20246/21/202416,000AZ-801T00
12/7/202312/7/20234,000AZ-900T00
1/8/20241/8/20244,000AZ-900T00
2/5/20242/5/20244,000AZ-900T00
3/4/20243/4/20244,000AZ-900T00
4/5/20244/5/20244,000AZ-900T00
5/10/20245/10/20244,000AZ-900T00
6/10/20246/10/20244,000AZ-900T00
12/11/202312/14/202316,000AI-102T00
1/16/20241/19/202416,000AI-102T00
2/13/20242/16/202416,000AI-102T00
3/12/20243/15/202416,000AI-102T00
4/9/20244/12/202416,000AI-102T00
5/14/20245/17/202416,000AI-102T00
6/4/20246/7/202416,000AI-102T00
12/8/202312/8/20234,000AI-900T00
1/8/20241/8/20244,000AI-900T00
2/5/20242/5/20244,000AI-900T00
3/4/20243/4/20244,000AI-900T00
4/9/20244/9/20244,000AI-900T00
5/13/20245/13/20244,000AI-900T00
6/10/20246/10/20244,000AI-900T00
12/7/202312/8/20238,000DP-080T00
1/11/20241/12/20248,000DP-080T00
2/5/20242/6/20248,000DP-080T00
3/4/20243/5/20248,000DP-080T00
4/10/20244/11/20248,000DP-080T00
5/13/20245/14/20248,000DP-080T00
6/6/20246/7/20248,000DP-080T00
12/6/202312/8/202312,000DP-100T01
1/10/20241/12/202412,000DP-100T01
2/7/20242/9/202412,000DP-100T01
3/6/20243/8/202412,000DP-100T01
4/3/20244/5/202412,000DP-100T01
5/8/20245/10/202412,000DP-100T01
6/5/20246/7/202412,000DP-100T01
12/18/202312/21/202316,000DP-300T00
1/23/20241/26/202416,000DP-300T00
2/20/20242/23/202416,000DP-300T00
3/19/20243/22/202416,000DP-300T00
4/23/20244/26/202416,000DP-300T00
5/14/20245/17/202416,000DP-300T00
6/18/20246/21/202416,000DP-300T00
12/18/202312/21/202316,000DP-420T00
1/23/20241/26/202416,000DP-420T00
2/20/20242/23/202416,000DP-420T00
3/19/20243/22/202416,000DP-420T00
4/23/20244/26/202416,000DP-420T00
5/14/20245/17/202416,000DP-420T00
6/18/20246/21/202416,000DP-420T00
12/25/202312/28/202316,000DP-500T00
1/23/20241/26/202416,000DP-500T00
2/20/20242/23/202416,000DP-500T00
3/19/20243/22/202416,000DP-500T00
4/23/20244/26/202416,000DP-500T00
5/28/20245/31/202416,000DP-500T00
6/25/20246/28/202416,000DP-500T00
6/12/20236/16/202320,000MD-100T00
7/24/20237/27/202320,000MD-100T00
8/7/20238/11/202320,000MD-100T00
9/11/20239/15/202320,000MD-100T00
10/2/202310/6/202320,000MD-100T00
11/13/202311/17/202320,000MD-100T00
12/18/202312/22/202320,000MD-100T00
6/19/20236/23/202320,000MD-101T00
7/10/20237/14/202320,000MD-101T00
8/21/20238/25/202320,000MD-101T00
9/18/20239/22/202320,000MD-101T00
10/16/202310/20/202320,000MD-101T00
11/20/202311/24/202320,000MD-101T00
12/18/202312/22/202320,000MD-101T00
12/25/202312/29/202320,000MD-102T00
1/22/20241/26/202420,000MD-102T00
2/19/20242/23/202420,000MD-102T00
3/25/20243/29/202420,000MD-102T00
4/22/20244/26/202420,000MD-102T00
5/27/20245/31/202420,000MD-102T00
6/24/20246/28/202420,000MD-102T00
12/25/202312/29/202320,000MS-100T00
7/3/20237/7/202320,000MS-100T00
8/7/20238/11/202320,000MS-100T00
9/4/20239/8/202320,000MS-100T00
10/2/202310/6/202320,000MS-100T00
11/6/202311/10/202320,000MS-100T00
12/18/202312/22/202320,000MS-100T00
6/19/20236/23/202320,000MS-101T00
7/10/20237/14/202320,000MS-101T00
8/21/20238/25/202320,000MS-101T00
9/18/20239/22/202320,000MS-101T00
10/16/202310/20/202320,000MS-101T00
11/20/202311/24/202320,000MS-101T00
12/18/202312/22/202320,000MS-101T00
12/25/202312/29/202320,000MS-102T00
1/22/20241/26/202420,000MS-102T00
2/19/20242/23/202420,000MS-102T00
3/25/20243/29/202420,000MS-102T00
4/22/20244/26/202420,000MS-102T00
5/27/20245/31/202420,000MS-102T00
6/24/20246/28/202420,000MS-102T00
12/11/202312/15/202320,000MS-203T00
1/15/20241/19/202420,000MS-203T00
2/12/20242/16/202420,000MS-203T00
3/11/20243/15/202420,000MS-203T00
4/22/20244/26/202420,000MS-203T00
5/13/20245/17/202420,000MS-203T00
6/10/20246/14/202420,000MS-203T00
6/21/20236/23/202320,000MS-220T00
7/19/20237/21/202320,000MS-220T00
8/23/20238/25/202320,000MS-220T00
9/20/20239/22/202320,000MS-220T00
10/25/202310/27/202320,000MS-220T00
11/22/202311/24/202320,000MS-220T00
12/20/202312/22/202320,000MS-220T00
12/12/202312/15/202316,000MS-600T00
1/9/20241/12/202416,000MS-600T00
2/6/20242/9/202416,000MS-600T00
3/5/20243/8/202416,000MS-600T00
4/23/20244/26/202416,000MS-600T00
5/7/20245/10/202416,000MS-600T00
6/11/20246/14/202416,000MS-600T00
12/11/202312/14/202316,000MS-700T00
1/16/20241/19/202416,000MS-700T00
2/13/20242/16/202416,000MS-700T00
3/12/20243/15/202416,000MS-700T00
4/23/20244/26/202416,000MS-700T00
5/14/20245/17/202416,000MS-700T00
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6/14/20236/16/202312,000MS-720T00
7/19/20237/21/202312,000MS-720T00
8/2/20238/4/202312,000MS-720T00
9/6/20239/8/202312,000MS-720T00
10/10/202310/12/202312,000MS-720T00
11/1/202311/3/202312,000MS-720T00
12/6/202312/8/202312,000MS-720T00
12/11/202312/14/202316,000MS-721T00
1/16/20241/19/202416,000MS-721T00
2/13/20242/16/202416,000MS-721T00
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6/18/20246/21/202416,000MS-721T00
6/26/20236/28/202312,000MS-740T00
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10/30/202311/1/202312,000MS-740T00
11/27/202311/29/202312,000MS-740T00
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12/4/202312/4/20234,000MS-080T00
1/29/20241/29/20244,000MS-080T00
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12/8/202312/8/20234,000MS-900T01
1/29/20241/29/20244,000MS-900T01
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5/20/20245/20/20244,000MS-900T01
6/14/20246/14/20244,000MS-900T01
12/11/202312/15/202320,00055354A
1/15/20241/19/202420,00055354A
2/12/20242/16/202420,00055354A
3/18/20243/22/202420,00055354A
4/22/20244/26/202420,00055354A
5/13/20245/17/202420,00055354A
6/10/20246/14/202420,00055354A
12/11/202312/14/202316,000AZ-500T00
1/16/20241/19/202416,000AZ-500T00
2/13/20242/16/202416,000AZ-500T00
3/12/20243/15/202416,000AZ-500T00
4/23/20244/26/202416,000AZ-500T00
5/14/20245/17/202416,000AZ-500T00
6/4/20246/7/202416,000AZ-500T00
6/12/20236/15/202316,000MS-500T00
7/24/20237/27/202316,000MS-500T00
8/21/20238/24/202316,000MS-500T00
9/18/20239/21/202316,000MS-500T00
10/24/202310/27/202316,000MS-500T00
11/20/202311/23/202316,000MS-500T00
12/18/202312/21/202316,000MS-500T00
12/11/202312/14/202316,000SC-100T00
1/16/20241/19/202416,000SC-100T00
2/13/20242/16/202416,000SC-100T00
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12/18/202312/21/202316,000SC-300T00
1/23/20241/26/202416,000SC-300T00
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12/11/202312/14/202316,000PL-100T00
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1/17/20241/19/202412,000PL-300T00
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12/11/202312/15/202320,000PL-400T00
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12/11/202312/14/202316,000PL-500T00
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1/22/20241/24/202412,000PL-600T00
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12/8/202312/8/20234,000PL-900T00
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3/11/20243/11/20244,000PL-900T00
4/5/20244/5/20244,000PL-900T00
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10/16/202310/20/202362,0008256
12/11/202312/15/202362,0008256
6/12/20236/16/202362,0008296
9/4/20239/8/202362,0008296
12/11/202312/15/202362,0008296
6/19/20236/23/202362,0008726
7/17/20237/21/202362,0008726
8/21/20238/25/202362,0008726
9/18/20239/22/202362,0008726
10/16/202310/20/202362,0008726
11/20/202311/24/202362,0008726
12/11/202312/15/202362,0008726
6/26/20236/30/202362,0009005
7/17/20237/21/202362,0009005
8/28/20239/1/202362,0009005
9/25/20239/29/202362,0009005
10/30/202311/3/202362,0009005
11/27/202312/1/202362,0009005
12/18/202312/22/202362,0009005
6/7/20236/9/202336,000TMAOCP
7/12/20237/14/202336,000TMAOCP
8/2/20238/4/202336,000TMAOCP
9/25/20239/27/202336,000TMAOCP
10/10/202310/12/202336,000TMAOCP
11/1/202311/3/202336,000TMAOCP
12/6/202312/8/202336,000TMAOCP
6/14/20236/16/202336,000TMDSCP20
7/19/20237/21/202336,000TMDSCP20
8/2/20238/4/202336,000TMDSCP20
9/6/20239/8/202336,000TMDSCP20
10/10/202310/12/202336,000TMDSCP20
11/1/202311/3/202336,000TMDSCP20
12/6/202312/8/202336,000TMDSCP20
6/12/20236/14/202336,000TMDDCP
7/24/20237/26/202336,000TMDDCP
8/21/20238/23/202336,000TMDDCP
9/18/20239/20/202336,000TMDDCP
10/24/202310/26/202336,000TMDDCP
11/20/202311/22/202336,000TMDDCP
12/18/202312/20/202336,000TMDDCP
7/24/20237/26/202325,000CT-ITF+
12/6/202312/8/202325,000CT-ITF+
7/10/20237/14/202348,000CT01-Network+
8/2/20238/4/202339,000CT02-Network+
12/13/202312/15/202339,000CT02-Network+
10/30/202311/3/202348,000CT01-Security+
11/6/202311/10/202348,000CT01-Security+
6/7/20236/9/202339,000CT02-Security+
8/16/20238/18/202339,000CT02-Security+
10/9/202310/11/202339,000CT02-Security+
12/6/202312/8/202339,000CT02-Security+
9/25/20239/29/202345,000CT-Cloud+
10/2/202310/6/202345,000CT-Server+
11/13/202311/17/202348,000CT01-CySA+
8/2/20238/4/202339,000CT02-CySA+
11/1/202311/3/202339,000CT02-CySA+
7/17/20237/21/202348,000CT-PenTest+
12/11/202312/15/202348,000CT-PenTest+
10/2/202310/6/202354,000CT-CASP+
7/24/20237/26/202328,000CT-Cloud Essentials+
11/1/202311/3/202328,000CT-Cloud Essentials+
6/7/20236/9/202345,000CT-Project+
9/4/20239/6/202345,000CT-Project+
6/21/20236/23/202322,000ITIL-V4
7/12/20237/14/202322,000ITIL-V4
6/21/20236/23/202348,500ITIL-V4+Exam
7/12/20237/14/202348,500ITIL-V4+Exam
10/16/202310/20/202337,950RH124
11/6/202311/10/202337,950RH124
12/18/202312/22/202337,950RH124
6/19/20236/23/202347,450RH134
8/28/20239/1/202347,450RH134
9/25/20239/29/202347,450RH134
10/30/202311/3/202347,450RH134
11/27/202312/1/202347,450RH134
12/25/202312/29/202347,450RH134
6/19/20236/23/202357,530RH135
8/28/20239/1/202357,530RH135
9/25/20239/29/202357,530RH135
10/30/202311/3/202357,530RH135
11/27/202312/1/202357,530RH135
12/25/202312/29/202357,530RH135
8/15/20238/18/202360,960RH294
9/11/20239/14/202360,960RH294
10/24/202310/27/202360,960RH294
11/20/202311/23/202360,960RH294
12/12/202312/15/202360,960RH294
8/15/20238/18/202371,040RH295
9/11/20239/14/202371,040RH295
10/24/202310/27/202371,040RH295
11/20/202311/23/202371,040RH295
12/12/202312/15/202371,040RH295
11/6/202311/9/202360,960DO180
6/28/20236/30/202345,720DO188
10/9/202310/12/202345,720DO280
12/12/202312/15/202345,720DO280
--60,960DO288
6/6/20236/8/20239,500PYTN102
6/19/20236/21/20237,500PYTN103
6/26/20236/30/202319,900PYTN104
7/10/20237/14/202335,000PMP7
11/27/202312/1/202335,000PMP7
8/18/20238/18/20234,000AI-050T00
9/15/20239/15/20234,000AI-050T00
10/20/202310/20/20234,000AI-050T00
11/17/202311/17/20234,000AI-050T00
12/15/202312/15/20234,000AI-050T00
8/18/20238/18/20234,000DP-601T00
9/15/20239/15/20234,000DP-601T00
10/20/202310/20/20234,000DP-601T00
11/17/202311/17/20234,000DP-601T00
12/15/202312/15/20234,000DP-601T00
8/15/20238/16/20234,000IC-002T00
9/18/20239/19/20234,000IC-002T00
10/19/202310/20/20234,000IC-002T00
11/16/202311/17/20234,000IC-002T00
12/7/202312/8/20234,000IC-002T00
8/21/20238/24/202316,000DP-203T00

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