Amazon SageMaker Courses and Certifications

Deploying Models to AWS Endpoints with SageMaker

Master SageMaker deployment with serverless and real-time endpoints. Package models, test at scale, monitor performance, and manage costs for production-ready ML inference solutions.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Automating ML Workflows with SageMaker Pipelines

Master automated ML workflows by building robust SageMaker Pipelines that connect data processing, training, evaluation, and deployment into repeatable, monitored systems.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

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

Become an AWS SageMaker Machine Learning Engineer in 30 Days

1224 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
• On-Demand
• Paid Course

Coursera

Implementando modelo Computer Vision en Amazon Sagemaker

En este proyecto vamos a utilizar un modelo disponible en Amazon SageMaker Studio para temas de visión computacional.

• Coursera
• 1 hour 25 minutes
• On-Demand
• Paid Course

AWS SageMaker Complete Course| PyTorch & Tensorflow NLP-2023

129 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 29 minutes
• On-Demand
• Paid Course

Integration and Deployment of GenAI Models

58 ratings at Udemy

Deploy machine learning and generative AI models using AWS SageMaker, Bedrock, and Anthropic Claude.

• Udemy
• 7 hours 32 minutes
• On-Demand
• Paid Course

AWS Certified ML Engineer Associate - Theory,Hands-On, Exams

48 ratings at Udemy

Theory | Hands-On Labs | Full Practice Exam with Explanations | Downloadable PDF Slides | Pass the certification exam

• Udemy
• 2 days 6 hours 33 minutes
• On-Demand
• Paid Course

Whizlabs

AWS: ML Workflows with SageMaker, Storage & Security

Master secure, scalable ML workflows on AWS using SageMaker, data storage services, and enterprise-grade security controls for production-ready machine learning systems.

• Coursera
• 10 hours 22 minutes
• On-Demand
• Paid Course

Whizlabs

AWS: Model Training , Optimization & Deployment

Master AWS machine learning workflows through SageMaker algorithms, hyperparameter tuning, and scalable deployment strategies for the MLA-C01 certification exam.

• Coursera
• 8 hours 52 minutes
• On-Demand
• Paid Course

SageMaker Unified Studio Foundations for Data Analytics

Discover Amazon SageMaker Unified Studio's interface, lakehouse architecture, and data governance for seamless SQL analytics, ML, and generative AI development workflows.

• Coursera
• 1 hour 3 minutes
• On-Demand
• Paid Course

Coursera

Deploy and Optimize Cloud AI Architectures

Master scalable ML deployment on Amazon SageMaker with distributed training, Spot Instances, autoscaling, and cost optimization through GPU monitoring and CloudWatch metrics.

• Coursera
• 1 hour 48 minutes
• On-Demand
• Paid Course

Amazon Web Services;  Amazon

AWS Foundations: How Amazon SageMaker Can Help (Japanese) (日本語吹き替え版)

Amazon SageMakerの主要機能を学び、機械学習パイプラインの実装課題解決方法を30分で習得。データ形式、モデルのトレーニング、評価、自動チューニングなどを解説。開発者やデータエンジニア向け。

• AWS Skill Builder
• On-Demand
• Free Certificate

Amazon Web Services;  Amazon

Introduction to Amazon SageMaker (Portuguese)

Visão geral do Amazon SageMaker: crie, treine e implante modelos de machine learning rapidamente. Explore notebooks, treinamento e hospedagem neste serviço gerenciado da AWS.

• AWS Skill Builder
• On-Demand
• Free Certificate