Courses

Dive into the world of Kubernetes Operators and the Operator Framework in this comprehensive 1 hour 50 minute tutorial presented by Matt Dorn and Michael Hrivnak from Red Hat. Gain a solid understanding of these powerful tools for automating and managing complex applications on Kubernetes clusters. Learn how to leverage Operators to streamline deployment, scaling, and maintenance of containerized applications, while exploring the Operator Framework's capabilities for developing and managing custom Operators efficiently.

Explore the fundamentals of the Operator SDK in this 48-minute tutorial from Rawkode Academy. Learn about the Operator Framework, an open-source toolkit for managing Kubernetes native applications, and discover how the Operator SDK simplifies the process of building, testing, and packaging Operators. Dive into creating a new operator, adding custom resource definitions, implementing business logic, and deploying operators on a Kubernetes cluster. Gain insights into high-level APIs, code generation tools, and extensions for common Operator use cases. Follow along as the instructor demonstrates practical examples and shares valuable resources for further learning.

Learn essential programming concepts including bitwise operators, for loops, operator precedence, associativity, and variable scoping in this comprehensive video tutorial. Explore practical applications through LeetCode problem-solving sessions. Gain hands-on experience with bitwise AND, OR, NOT, and XOR operations, as well as left and right shift operators. Master for loop syntax and usage, tackling problems like calculating sums, generating Fibonacci sequences, and identifying prime numbers. Understand variable scope intricacies and operator precedence rules to write more efficient code. Apply newly acquired knowledge to solve two LeetCode challenges, reinforcing learning through real-world coding scenarios.

Explore the Fourier Neural Operator (FNO) in this 18-minute video lecture on Physics Informed Machine Learning. Delve into concepts such as operators as images, Fourier as convolution, and zero-shot super resolution. Examine the generalization of neural operators, conditions and operator kernels, and mesh invariance. Understand the advantages of neural operators over other methods and discover their applications in Green's Function and Laplace Neural Operators. Produced at the University of Washington with funding support from the Boeing Company, this comprehensive overview provides valuable insights into advanced machine learning techniques for physics-based problems.

Explore the intersection of machine learning operations (MLOps) and software operators in this 14-minute conference talk from Operator Day Europe 2023. Discover how MLOps, a set of practices for operating ML workloads, addresses challenges in machine learning deployment and management. Learn about the logical connection between software operators and implementing MLOps best practices. Gain insights into how these operators can improve the performance of ML workloads and tackle issues such as infrastructure costs. Delve into the world of Charmed Operators and their role in enhancing MLOps practices, with links provided for further exploration of Juju and the Charmed Operator ecosystem.

Explore the concept of Deep Operator Networks (DeepONet) in the context of Physics Informed Machine Learning through this 17-minute video lecture. Delve into the central idea behind DeepONets, understand the solution operator, and examine a practical example application with results. Learn about this innovative approach to machine learning in physics, produced at the University of Washington with funding support from the Boeing Company.

Explore a comprehensive session from Operator Day Europe 2023 focusing on data management in Kubernetes using MySQL Charmed Operators. Delve into the essential properties of robust database operators on Kubernetes, demonstrated through practical examples with MySQL. Learn about implementing high availability through MySQL group replication and MySQL Router, enhancing security with encryption in transit via TLS operator integration, and mastering backup and restore processes using Percona's XtraBackup tool. Gain valuable insights into Charmed Operators, including an introduction to Juju, accessing operator collections on Charmhub.io, understanding the Juju Charmed Operator Lifecycle Manager, and utilizing the Juju Charmed Operator SDK. Discover how to leverage these tools and technologies to optimize your Kubernetes data management strategies.

Explore exponential expression rates for neural operator approximation to the solution operator of certain Forward-Backward Stochastic Differential Equations (FBSDEs) in this 25-minute conference talk by Anastasis Kratsios from McMaster University. Delivered at the Eastern Conference on Mathematical Finance, hosted by the Fields Institute on September 26th, 2024, delve into advanced mathematical concepts at the intersection of neural networks, stochastic processes, and financial modeling. Gain insights into cutting-edge research that bridges machine learning techniques with complex mathematical finance problems, potentially revolutionizing approaches to solving FBSDEs in various applications.

Explore Koopman operator theory and its applications in machine learning for dynamical systems in this lecture by Igor Mezic from the University of California. Delivered as part of the Third Symposium on Machine Learning and Dynamical Systems at the Fields Institute, delve into advanced concepts at the intersection of operator theory and data-driven modeling. Gain insights into how Koopman operators can enhance understanding and prediction of complex dynamical systems, with potential applications across various scientific and engineering domains.

Explore the cutting-edge application of Koopman Operator Theory (KOT) to machine learning for dynamical systems in this informative lecture. Delve into the challenges faced by traditional machine learning approaches when dealing with complex process dynamics, and discover how KOT offers a solution inspired by human intelligence. Learn about the mathematical foundations of KOT and its ability to create generative, predictive, and context-aware models adaptable to feedback control applications. Gain insights into computational methods that enable efficient processing, and examine real-world applications in fluid dynamics, power grid dynamics, network security, soft robotics, and game dynamics. This talk, presented by Igor Mezic from the University of California, Santa Barbara, provides a comprehensive overview of KOT-based machine learning and its potential to revolutionize our understanding and control of complex dynamical systems.

Explore the process of building state-machine-based Operators in Rust using Krator in this conference talk. Learn about the development of a simple Operator with Krator through a live demonstration, and delve into the API's design decisions and their alignment with Kubernetes philosophies. Discover new Operator functionalities introduced beyond Krustlet's requirements, and gain insights into the Krator crate's roadmap. Understand how state machines can be leveraged to enhance Operator development in Rust, with a focus on the Pod lifecycle implementation and its broader applications in Kubernetes ecosystems.

Explore the new Point Operators (POPs) family in TouchDesigner through this comprehensive 23-minute video tutorial. Dive into the core concepts of this GPU-based operator family, designed for creating and modifying 3D data. Learn about different types of 3D data POPs can contain, supported primitive types, and their applications in 3D rendering and instancing. Discover the performance benefits POPs offer compared to the SOP family. Gain insights into POP attributes, popViewer, point, vertex, and primitive lists, as well as POP generators and filters. Note that POPs are currently in alpha stage, so information may change before the stable release. Follow along with timestamps for easy navigation through specific topics, from basic concepts to real-time performance considerations.

Who doesn’t love the comfort of savory baked dishes? Let the oven do all of the cooking with these versatile dishes. The best part? For all the recipes different elements can be made in advance. This makes it all feel easier and can save you a lot of time on the day you want to serve them.

Explore the introduction of TOSA (Tensor Operator Set Architecture), a standardized specification for machine learning operators, in this 44-minute tech talk by Arm Software Developers. Learn about the challenges in the rapidly evolving ML world, including inconsistencies across frameworks and technologies. Discover how TOSA aims to provide standardization, ensuring consistent results, enabling device portability, and facilitating cloud-first development for edge devices. Gain insights into the TOSA specification, its benefits for application developers, and how to implement it in your solutions. The talk includes a Q&A session and is part of Arm's bi-weekly AI Virtual Tech Talk Series.

Explore the concept of "The Operator is the Model" in this 44-minute conference talk by Igor Mezic from UC Santa Barbara, delivered at the Fourth Symposium on Machine Learning and Dynamical Systems. Delve into the intersection of machine learning and dynamical systems, gaining insights from a leading expert in the field. Discover how operators play a crucial role in modeling complex systems and their potential applications in various scientific disciplines.

Explore a 26-minute lecture from the Fields Institute's Focus Program on Analytic Function Spaces and their Applications, delivered by Caleb Parks from the University of Arkansas. Delve into the intricacies of Volterra-type operators on Hardy spaces and their relationship with multiplication operators on analytic tent spaces. Gain insights into advanced mathematical concepts and their applications in functional analysis and complex analysis. Enhance your understanding of operator theory and its connections to analytic function spaces through this specialized presentation.

Explore the integration of Juju and Terraform for enhanced infrastructure provisioning and application lifecycle management in this 32-minute conference talk from Operator Day Europe 2023. Dive into the capabilities of Juju for reliable application operation and learn how it can work alongside existing enterprise infrastructure. Discover the versatility of Hashicorp Terraform and its extensive provider ecosystem. Examine the Juju Terraform provider and its potential to combine these powerful technologies. Gain insights into use cases and development roadmaps for the Juju Python library, Go client, and Terraform provider. Learn how to leverage these tools to streamline your cloud resource management and application deployment processes across various platforms and services.

With a few healthy tips and ingredient swaps, making your favorite sweet recipes fit your dietary needs is simple. Join our resident cake slayer, Joshua John Russell, as he shares smart baking substitutions to make four delicious, lifestyle-conscious cakes. By the end of class, you’ll be able to modify recipes for all kinds of special (or not-so-special) occasions. Plus, find out how Joshua changed his eating habits to accommodate his own dietary requirements.

Explore the fundamental concept of the time evolution operator in quantum mechanics through this 16-minute physics lecture. Derive the mathematical expression for this crucial unitary operator, also known as the propagator, which describes how quantum states evolve over time despite time itself not having an operator in quantum mechanics. Learn about the operator's essential properties, including its ability to preserve total probability, maintain all quantum information intact, and allow for reversible processes in principle. Understand how this operator conserves the norm of wavefunctions and all inner products while encoding both dynamical and interference phases that give rise to quantum phenomena. Discover how the time evolution operator serves as the fundamental "time engine" of quantum mechanics, transforming the Hamiltonian energy of a system into actual physical evolution.

Explore the fascinating world of vertex operator algebras in this comprehensive 5-hour lecture series. Gain a gentle introduction to vertex algebras, understand their significance, and delve into the vector spaces that form their foundation. Learn about the normally ordered product and examine commutative vertex algebras. Investigate non-negative products and discover the origins of vertex algebras. Study the Heisenberg Algebra, perform example calculations, and explore permutation orbifolds of vertex operator algebras. This in-depth series provides a solid foundation for understanding these complex mathematical structures and their applications.