AWS Discovery Days - Machine Learning Basics

Webinar Summary:

AWS’s Machine Learning Basics webinar provides an overview of how ML works and how AWS simplifies each stage of the workflow. It introduces key concepts such as data preparation, training, evaluation, and deployment, then maps them to AWS tools. The session highlights AI Services for plug-and-play intelligence and Amazon SageMaker for end-to-end model development, automation, and scalable inference. A brief demo typically shows loading data into S3, training a model in SageMaker, and deploying an endpoint. The webinar closes with guidance on choosing the right service, managing costs, and applying best practices for reliable, production-ready ML systems.

Webinar Summary:

This session introduces the essential concepts of security, compliance, and identity in modern IT environments. Learn how shared responsibility works, explore the Zero Trust framework, and understand encryption and hashing fundamentals. Discover how identity has become the new security perimeter through authentication, authorization, and modern identity services such as Microsoft Entra ID and federation.

Webinar Summary:

This 70-minute webinar focuses on delivering a practical and engaging introduction to static stress analysis, showing how engineers move from assumptions to confident design decisions before manufacturing. The session will begin with a real-life diving platform example to illustrate that visible bending or vibration does not automatically indicate failure, and that safety depends on stress distribution, geometry, constraints, and safety factors rather than material alone. To place this in an industry context, the webinar will provide a concise overview of Autodesk’s product ecosystem, followed by a focused introduction to Autodesk Fusion 360, its simulation environments, and available extensions that support integrated design and validation workflows. Participants will be guided through the static stress analysis workflow in Fusion 360, with emphasis on correct setup, interpretation of results, and engineering judgment. The session will also highlight the courses and learning pathways offered to help users develop strong fundamentals in simulation and stress analysis using Autodesk tools and certifications. Overall, the webinar will position static stress analysis as the central theme, while demonstrating how Autodesk solutions and training enable teams to reduce risk, shorten development cycles, and make data-driven engineering decisions