Industrial Automation Systems Courses

Ross Dynamics Lab

Integrable and Non-Integrable Hamiltonian Systems - KAM Tori - Poincare Sections - Poisson Brackets

Explore integrable and non-integrable Hamiltonian systems, KAM theory, Poincaré sections, and Poisson brackets in this advanced dynamics lecture, offering insights into complex nonlinear systems and their behavior.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Amazon EC2 Systems Manager

Learn to manage EC2 instances efficiently with Systems Manager, covering IAM roles, Run Command, State Manager, Parameter Store, Inventory, Maintenance Window, and Patch Manager.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Steve Brunton

Dynamical Systems

Explore advanced techniques in dynamical systems analysis, including SINDy, Koopman theory, and deep learning applications for modeling complex nonlinear systems.

• YouTube
• 6 hours
• On-Demand
• Free Video

Steve Brunton

Data-Driven Dynamical Systems with Machine Learning

Explore modern machine learning methods for modeling complex dynamical systems from data. Learn data-driven control techniques and apply them to various fields of science and engineering.

• YouTube
• 15 hours
• On-Demand
• Free Video

Databricks

Building Recommendation Systems Using Graph Neural Networks

Explore graph neural networks for recommendation systems, focusing on RECKON's encoder-decoder architecture to improve entity intelligence and personalize user experiences.

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

Databricks

Intermittent Demand Forecasting at Scale Using Meta-Modeling - Deep Auto-Regressive Linear Dynamic Systems

Discover Walmart's innovative solution for predicting demand of slow-moving items using meta-modeling, combining linear dynamic systems and deep auto-regressive networks for accurate forecasts across thousands of SKUs and stores.

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

Databricks

Data Quality Approach for Netflix Personalization Systems

Explore Netflix's approach to data quality for personalization systems, covering automated monitoring, visualization, and regression control methods using Spark-powered infrastructure.

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

Databricks

Apache Spark NLP for Healthcare - Building Real-World AI Systems

Explore real-world healthcare AI systems using NLP, covering patient risk prediction, diagnosis automation, and revenue optimization. Learn key considerations for building domain-specific models and scalable ML pipelines.

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

Bryan Cafferky

Master Azure Automation - Bringing It All Together!

Integrate client-side PowerShell with Azure Automation Service using the Authoring Toolkit. Create, edit, and deploy Runbooks locally for seamless and powerful automation of your work.

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

Bryan Cafferky

Master Azure Automation - Client Side Automation

Automate Azure resource management using PowerShell scripts on your local machine. Learn to create, maintain, and deploy resources efficiently, making Azure work easier and more streamlined.

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

Bryan Cafferky

Azure HDInsight Automation - PowerShell Meets Hadoop!

Automate Azure HDInsight for cost management and value maximization. Learn to create, call, and run functions, manage clusters, and leverage the Hadoop ecosystem efficiently.

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

Bryan Cafferky

Master Azure Automation - The Azure Automation Service

Learn to automate tasks in Azure using Automation Accounts. Explore job scheduling, runbooks, configuration management, and PowerShell modules for efficient cloud operations.

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

Bryan Cafferky

PowerShell Remoting - Scaling Automation to a New Level

Learn to configure and utilize PowerShell remoting on Azure VMs, enabling scalable automation through remote command execution and practical demonstrations.

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

Unity

Training and Deploying AI for Industrial Robotics - Unite Now 2020

Explore AI training for industrial robotics using Unity, featuring domain randomization and insights on shaping the future of robotics from industry experts.

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

Unity

Using Game Foundation to Quickly Build Common Game Systems - Unite Now 2020

Learn to quickly integrate an item store using Game Foundation, a readymade economy system that speeds up game development. Explore currency setup, inventory management, and backend support in this Unity tutorial.

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