Machine Learning Inference Courses and Certifications

Introduction to AWS Inferentia and Amazon EC2 Inf1 Instances

In this video, you will learn about machine learning inference processing challenges and use cases, and get an understanding of the AWS solution to help solve the challenges using Amazon EC2 Inf1 instances powered by AWS Inferentia.

• Pluralsight
• On-Demand
• Free Trial Available

TensorFlow

TensorFlow Lite - Solution for Running ML On-Device

Explore TensorFlow Lite for efficient on-device ML inference, featuring low latency, high performance, and small binary size. Learn about mobile BERT, support libraries, and microcontroller applications.

• YouTube
• 34 minutes
• On-Demand
• Free Online Course

Deep Learning Neural Network Acceleration at the Edge

Explore neural network acceleration for edge computing, covering frameworks, formats, and hardware solutions. Learn about efforts to consolidate technologies and enable innovation in intelligent devices.

• YouTube
• 37 minutes
• On-Demand
• Free Online Course

PyCon US

Using Python to Power Serverless Applications

Explore best practices for building serverless solutions with Python, focusing on API calls, streaming data, and ML inference. Learn techniques for production-grade systems with observability.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Conference Talk

CNCF [Cloud Native Computing Foundation]

Serverless for ML Inference on Kubernetes - Panacea or Folly

Explore serverless ML inference on Kubernetes: performance, costs, and architecture. Gain insights from benchmarking experiments to optimize your ML inference system.

• YouTube
• 27 minutes
• On-Demand
• Conference Talk

Inference on KubeEdge

Explore KubeEdge for efficient edge computing inference with Adrian Gonzalez-Martin from Seldon. Learn about deploying and managing machine learning models at the network edge.

• YouTube
• 50 minutes
• On-Demand
• Free Online Course

CNCF [Cloud Native Computing Foundation]

The Hitchhiker's Guide to Kubernetes Platforms - Building AI Development Platforms

Explore building a robust AI platform on Kubernetes, featuring modular APIs for efficient management and deployment. Learn from Bloomberg's implementation using open-source projects as guides.

• YouTube
• 26 minutes
• On-Demand
• Free Online Course

Simons Institute

Deep Learning and the Relational Algebra

Exploring the integration of machine learning inference in query processing, including tensor operations and autograd in relational algebra, with insights from early research experiences.

• YouTube
• 32 minutes
• On-Demand
• Free Online Course

Amazon Web Services;  Amazon

Introduction to AWS Inferentia and Amazon EC2 Inf1 Instances (Korean)

AWS Inferentia와 EC2 Inf1 인스턴스를 활용한 고성능 딥러닝 추론 솔루션 소개. 기계 학습 추론 처리 과제 해결을 위한 AWS 기술과 도구에 대해 알아봅니다.

• AWS Skill Builder
• On-Demand
• Free Certificate

Amazon Web Services;  Amazon

Introducción a AWS Inferentia y las instancias Amazon EC2 Inf1 (Español LATAM) | Introduction to AWS Inferentia and Amazon EC2 Inf1 Instances (LATAM Spanish)

Explora los desafíos y soluciones para el procesamiento de inferencias con machine learning, enfocándose en las instancias Inf1 de Amazon EC2 y la tecnología AWS Inferentia.

• AWS Skill Builder
• On-Demand
• Free Certificate

Amazon Web Services;  Amazon

Introducción a AWS Inferentia y las instancias Amazon EC2 Inf1 (Español LATAM) | Introduction to AWS Inferentia and Amazon EC2 Inf1 Instances (LATAM Spanish)

Explora los desafíos y soluciones para el procesamiento de inferencias con machine learning, enfocándose en las instancias Inf1 de Amazon EC2 y la tecnología AWS Inferentia.

• AWS Skill Builder
• On-Demand
• Free Certificate

Amazon Web Services;  Amazon

Introduction to AWS Inferentia and Amazon EC2 Inf1 Instances (Japanese)

AWS Inferentiaと Amazon EC2 Inf1インスタンスを活用した機械学習推論処理の最適化について学び、高性能で費用対効果の高いソリューションを実現する方法を理解できます。

• AWS Skill Builder
• 15 minutes
• On-Demand
• Free Certificate

Amazon Web Services;  Amazon

Introduction to Amazon Elastic Inference

Learn to cut machine learning inference costs by 75% with Amazon Elastic Inference in this less than 1-hour course by Amazon Web Services.

• AWS Skill Builder
• Finished
• Free Certificate

Amazon Web Services;  Amazon

Introduction to Amazon Elastic Inference (Thai)

Learn to cut ML inference costs by 75% with AWS Elastic Inference in under 1 hour. Includes a demo. (AWS, Thai language)

• AWS Skill Builder
• Finished
• Free Certificate