Amazon SageMaker Courses and Certifications

NashKnolX

Amazon SageMaker for MLOps

Explore automated machine learning with Amazon SageMaker, covering AutoML for model training and deployment to AWS endpoints.

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

NashKnolX

Building and Deploying Machine Learning Models with Amazon SageMaker

Learn to build, train, and deploy ML models using Amazon SageMaker, covering data preprocessing, model selection, hyperparameter tuning, and evaluation.

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

NashKnolX

Custom ML Model Creation and Deployment Using AWS SageMaker

Deploy custom machine learning models efficiently with AWS SageMaker, streamlining the process from creation to production-ready implementation.

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

Amazon Web Services;  Amazon

No-code Machine Learning and Generative AI on AWS

Learn to build no-code machine learning models and use generative AI on AWS. Prepare data, train models, and leverage foundation models for text generation, summarization, and chat using Amazon SageMaker Canvas.

• AWS Skill Builder
• 5 hours 30 minutes
• On-Demand
• Free Certificate

Amazon Web Services;  Amazon

Lab - Train a model with Amazon SageMaker

Learn to train and evaluate an XGBoost model using Amazon SageMaker, explore custom training and inference code, import libraries, and set up hyperparameter tuning for improved ML model performance.

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

Amazon Web Services;  Amazon

AWS ML Engineer Associate 2.2 Train Models

Explore advanced model training techniques using Amazon SageMaker, including built-in algorithms, script mode, and optimization strategies for efficient ML workflows and reduced training time.

• AWS Skill Builder
• 1 hour 30 minutes
• On-Demand
• Paid Course

Amazon Web Services;  Amazon

AWS ML Engineer Associate 2.1 Choose a Modeling Approach

Explore AWS ML stack, SageMaker, and pre-trained solutions for optimal model selection. Learn to choose algorithms and interpret results for efficient problem-solving in machine learning.

• AWS Skill Builder
• 1 hour 30 minutes
• On-Demand
• Paid Course

Toronto Machine Learning Series (TMLS)

Train Your First NLP Transformer Model with Amazon SageMaker

Learn to train and deploy NLP Transformer models using Amazon SageMaker and Hugging Face. Gain hands-on experience with cutting-edge deep learning techniques for natural language processing.

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

Generative AI on AWS

Generative AI and Large Language Models: Fine-tuning with SageMaker, PEFT, RLHF and PPO

Master advanced LLM fine-tuning techniques using Amazon SageMaker, exploring PEFT, RLHF, and PPO methodologies for optimized AI model performance and customization.

• YouTube
• 2 hours 32 minutes
• On-Demand
• Free Video

MLOps World: Machine Learning in Production

Implementing MLOps Practices on AWS using Amazon SageMaker

Implement ML pipelines with CI/CD practices using SageMaker Pipelines. Gain hands-on experience in MLOps, incorporating DevOps principles into machine learning workflows for scalable and efficient model deployment.

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

Amazon Web Services;  Amazon

AWS Industry Quest: Healthcare

Interactive game-based learning experience to develop cloud skills for healthcare solutions. Build virtual hospital, complete exercises, and earn AWS digital badge while acquiring hands-on skills for real-world application.

• AWS Skill Builder
• On-Demand
• Paid Course

Amazon Web Services;  Amazon

Building Language Models on AWS

Learn to build, train, and deploy advanced language models on AWS using SageMaker. Covers distributed training, performance optimization, data ingestion, and customizing foundation models for generative AI tasks.

• AWS Skill Builder
• 5-6 hours
• On-Demand
• Free Certificate

Toronto Machine Learning Series (TMLS)

Build, Train, and Deploy Models with Amazon SageMaker

Learn to build, train, and deploy machine learning models using Amazon SageMaker through hands-on experience. Gain practical skills in ML model development and implementation on AWS platform.

• YouTube
• 1 hour 26 minutes
• On-Demand
• Free Video

Toronto Machine Learning Series (TMLS)

Put Deep Learning to Work - Accelerate Deep Learning through AWS SageMaker and ML Services

Accelerate deep learning with AWS SageMaker and ML services. Master distributed multiGPU BERT fine-tuning and GPU hosting for efficient model development and deployment.

• YouTube
• 2 hours 35 minutes
• On-Demand
• Free Video

Toronto Machine Learning Series (TMLS)

Improving Productivity for Building ML Workloads Using Amazon SageMaker Autopilot

Automate ML model training and tuning for customer churn prediction using Amazon SageMaker Autopilot, with deployment and iteration in SageMaker Studio.

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