Amazon SageMaker Courses and Certifications

AWS Events

Scaling Foundation Model Inference on Amazon SageMaker AI

Master advanced techniques for optimizing and deploying open-source models like Qwen3 and Llama4 on SageMaker with vLLM, KV caching, and autoscaling for production AI workflows.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

AWS Events

Streamline AI Model Development Lifecycle with Amazon SageMaker AI - AIM364

Discover how Amazon SageMaker AI unifies model development with scalable environments, from IDE integration to HyperPod compute optimization for training and deploying large foundation models.

• YouTube
• 1 hour
• Self-Paced
• Free Video

AWS Events

Turn Unstructured Data in Amazon S3 into AI-Ready Assets with SageMaker Catalog

Unlock unstructured data in Amazon S3 and transform it into AI-ready assets using SageMaker Catalog for improved RAG accuracy and team collaboration.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

AWS Events

Automatic Enterprise ML with Amazon SageMaker and Nextworld

Discover how to build powerful AI models for supply chain optimization and cash flow forecasting in hours using Amazon SageMaker AutoML and Nextworld's platform.

• YouTube
• 17 minutes
• Self-Paced
• Free Video

AWS Events

From Enterprise Data Mesh to AI with Amazon SageMaker Unified Studio

Discover how financial institutions transform fragmented data into unified AI platforms using Amazon SageMaker Unified Studio with domain-driven architecture and automated governance.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

AWS Events

iTTi's Cross-Company Data Mesh Blueprint with Amazon SageMaker

Discover how iTTi implemented a hybrid Data Mesh architecture across multiple companies using Amazon EMR on EKS and SageMaker for self-service data discovery and governance.

• YouTube
• 17 minutes
• Self-Paced
• Free Video

AWS Events

Slickdeals' AI-Powered Deal Discovery with Amazon SageMaker - SMB206

Explore how Slickdeals transformed into an AI-powered deal discovery engine using Amazon SageMaker, implementing ML for content summarization, personalization, and recommendations.

• YouTube
• 18 minutes
• Self-Paced
• Free Video

AWS Events

Build, Govern, and Share Amazon QuickSight Dashboards with Amazon SageMaker

Discover how to create shareable BI dashboards using Amazon SageMaker Catalog and Quick Suite in a secure, integrated workflow for data governance and team collaboration.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

Training Models in AWS with SageMaker Python SDK

Train, retrieve, and evaluate machine learning models in AWS using the SageMaker Python SDK, from S3 data upload through ModelTrainer workflows.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Deploying Models to AWS Endpoints with SageMaker

Deploy machine learning models to SageMaker serverless and real-time endpoints, test inference performance, and manage endpoint lifecycle, cleanup, and costs.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Managing ML Resources in SageMaker AI Console

Manage machine learning resources, production endpoints, model artifacts, and CloudWatch alarms through the SageMaker AI Console.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate

AWS SageMaker Practical for Beginners | Build 6 Projects

2769 ratings at Udemy

Master AWS SageMaker Algorithms (Linear Learner, XGBoost, PCA, Image Classification) & Learn SageMaker Studio & AutoML

• Udemy
• 16 hours 14 minutes
• Self-Paced
• Paid Course

Become an AWS SageMaker Machine Learning Engineer in 30 Days

1409 ratings at Udemy

Build 30+ ML Projects in 30 Days in AWS, Master SageMaker JumpStart, Canvas, AutoPilot, DataWrangler, Lambda & S3

• Udemy
• 1 day 18 hours 54 minutes
• Self-Paced
• Paid Course

SageMaker Unified Studio Foundations for Data Analytics

Explore Amazon SageMaker Unified Studio: navigate its interface for SQL analytics, machine learning and generative AI, work with lakehouse architecture, and apply built-in data governance.

• Coursera
• 1 hour 3 minutes
• Self-Paced
• Free Online Course

Amazon Web Services;  Amazon

Introduction to Amazon SageMaker (Traditional Chinese)

介紹 Amazon SageMaker 的核心元件，聚焦筆記本、機器學習模型訓練與託管。

• AWS Skill Builder
• Self-Paced
• Free Certificate