Amazon SageMaker Courses and Certifications

Operationalizing Machine Learning on SageMaker

Learn advanced techniques for deploying professional ML projects on SageMaker, covering resource management, distributed training, high-throughput pipelines, and security in AWS.

• Udacity
• 4 weeks, 4-5 hours a week
• On-Demand
• Paid Course

AWS SageMaker Complete Course| PyTorch & Tensorflow NLP-2022

106 ratings at Udemy

Build DL/ML model in Sklearn,Tensorflow/Keras & PyTorch. How to bring docker container&Algorithm from local to Sagemaker

• Udemy
• 5 hours
• On-Demand
• Paid Course

Learning Amazon SageMaker

424 ratings at LinkedIn Learning

Learn how to use Amazon SageMaker to analyze data sets and train and deploy predictive machine learning models.

• LinkedIn Learning
• 1 hour 12 minutes
• On-Demand
• Free Trial Available

Deep Learning Using TensorFlow and Apache MXNet on Amazon Sagemaker

14 ratings at Pluralsight

This course is an in-depth introduction to SageMaker and the support it offers to train and deploy machine learning models in a distributed environment.

• Pluralsight
• 2 hours 22 minutes
• On-Demand
• Free Trial Available

HuggingFace

Managed Training with Amazon SageMaker and Transformers

Explore SageMaker and Hugging Face integration for efficient NLP model training, deployment, and optimization. Learn preprocessing, hyperparameter tuning, and model compression techniques.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Amazon SageMaker Technical Deep Dive Series

Comprehensive deep dive into Amazon SageMaker, covering notebook instances, algorithms, custom models, training, deployment, tuning, and advanced features for efficient machine learning workflows.

• YouTube
• 4 hours 30 minutes
• On-Demand
• Free Video

Amazon SageMaker

Learn to build, train, and deploy ML models using AWS SageMaker, covering notebook instances, S3 buckets, XGBoost algorithm, and endpoint predictions.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Amazon Web Services;  Amazon

AWS Foundations: How Amazon SageMaker Can Help

Explore Amazon SageMaker's role in machine learning pipelines, data formats, and model training. Learn to leverage key features for efficient ML workload management and automation.

• AWS Skill Builder
• On-Demand
• Free Certificate

Amazon Web Services;  Amazon

Introduction to Amazon SageMaker

Learn to build, train, and deploy machine learning models using Amazon SageMaker's fully-managed platform, exploring its key components for notebooks, training, and hosting.

• AWS Skill Builder
• 2-3 hours
• On-Demand
• Free Certificate

Great Learning

Amazon SageMaker Tutorial - How to Use Amazon SageMaker for Machine Learning

Learn to build, train, and deploy machine learning models using Amazon SageMaker. Explore its architecture, features, and hands-on implementation for streamlined ML development and production.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

Amazon Web Services;  Amazon

Introduction to Amazon SageMaker (Vietnamese)

Tìm hiểu về Amazon SageMaker: xây dựng, đào tạo và triển khai mô hình máy học nhanh chóng. Khám phá notebook, đào tạo và lưu trữ trong dịch vụ quản lý toàn diện này.

• AWS Skill Builder
• On-Demand
• Free Certificate

Amazon Web Services;  Amazon

AWS SimuLearn: Fine-Tuning an LLM on Amazon SageMaker

Hands-on experience with AI-powered simulations to design and implement AWS solutions for fine-tuning LLMs on SageMaker, developing technical and soft skills through interactive customer scenarios.

• AWS Skill Builder
• 1 hour
• On-Demand
• Paid Course

Amazon Web Services;  Amazon

AWS SimuLearn: Provision SageMaker in a Secure Environment

Hands-on AI-powered simulation for designing and implementing secure SageMaker environments on AWS. Practice real-world scenarios, improve communication skills, and gain practical experience with key AWS services.

• AWS Skill Builder
• 1 hour
• On-Demand
• Paid Course

Amazon Web Services;  Amazon

Digital Classroom - Machine Learning Pipeline on AWS

Hands-on project to build, train, and deploy a machine learning model using Amazon SageMaker for fraud detection or flight delay prediction. Ideal for beginners seeking practical ML pipeline experience.

• AWS Skill Builder
• 1 day
• On-Demand
• Paid Course

Amazon Web Services;  Amazon

Online Course Supplement: Practical Data Science with Amazon SageMaker

Explore data science with Amazon SageMaker: Learn to build, train, and deploy ML models on AWS. Gain hands-on experience in data preparation, model evaluation, and integration with web applications.

• AWS Skill Builder
• 6 hours
• On-Demand
• Free Certificate