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Amazon SageMaker Training
Cloud ComputingUnlock the Power of Machine Learning with Amazon SageMaker: From Data Exploration to Model Deployment.
See Related CourseWhat you'll learn
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Understand the fundamentals of Amazon SageMaker and its role in machine learning.
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Learn to set up and manage Amazon SageMaker environments efficiently.
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Master the creation and utilisation of Amazon SageMaker notebook instances for data exploration.
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Gain hands-on experience in building, training, and deploying machine learning models.
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Explore the integration of Amazon SageMaker with Docker and Elastic Container Registry (ECR).
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Delve into reinforcement learning concepts and workflows using Amazon SageMaker RL.
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Implement robust security measures to protect data and ensure compliance in Amazon SageMaker.
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Learn to optimise model performance with automatic tuning and incremental training.
This course includes
tv16h On-demand Video
Skills you will gain
- Machine Learning Implementation
- Data Exploration and Preprocessing
- Model Training and Deployment
- Reinforcement Learning
- Security and Compliance
- Docker and ECR Integration
Prerequisites
- Familiarity with AWS services and infrastructure.
- Proficiency in Python for scripting and model development.
- Experience with data exploration and preprocessing techniques.
- Basic knowledge of cloud computing principles and practices.
- Awareness of data protection, identity and access management, and compliance standards.
8 sections
24 Activities
8
16
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Introduction to Amazon SageMaker
10m 30s
"Essential Concepts in Amazon SageMaker"
0m 0s
"Foundations of SageMaker: True/False Quiz"
0m 0s
Setting Up Amazon SageMaker
5m 15s
"IAM Terms Mastery: A Crossword Puzzle for Setting Up Amazon SageMaker"
0m 0s
"IAM Best Practices Mastery: A Security Quiz for Amazon SageMaker Setup"
0m 0s
Get Started with Amazon SageMaker
49m 52s
"SageMaker Workflow Mastery: Arrange the Steps"
0m 0s
"Data Exploration Essentials: Flashcards Quiz"
0m 0s
Using Notebook Instances
15m 18s
"SageMaker Notebook Mastery: Navigating Software Updates"
0m 0s
"Notebook Persona Explorer: Uncover Your Coding Style"
0m 0s
Build, Train, and Deploy a Model
24m 42s
"Optimising Models: Match the Model Tuning Techniques"
0m 0s
"SageMaker Mastery: Build, Train, Deploy - True or False Challenge"
0m 0s
Amazon SageMaker with ECR
7m 23s
"ECR Training Job Mastery: Fill in the Blanks"
0m 0s
"Docker Container Creation Odyssey: Image Sequencing"
0m 0s
Reinforcement Learning with Amazon SageMaker RL
13m 43s
"Mastering Reinforcement Learning: Single Choice Insights"
0m 0s
"Reinforcement Learning Adventure: Find the Words Challenge"
0m 0s
Security in Amazon SageMaker
10m 40s
"Data Protection Mastery: Secure SageMaker Quiz"
0m 0s
"SageMaker Chronicle: A Timeline of Logging and Monitoring Advancements"
0m 0s
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