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 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.

Step up with Apache Airflow! Master Airflow Operators and create incredible data pipelines! What you'll learn: Master Apache Airflow OperatorsHow to version your DAGsHow to create DAG dependencies efficientlyHow to trigger your DAGs on specific daysCreate Incredible Data Pipelines by truly understanding Airflow operators Apache Airflow has more than 700 Operators and 70 tools it can interact with.It's huge! ? Operators are tasks in your data pipeline. They are important as they correspond to the actions of your data pipeline, to the different steps to produce the output you want.Now, Do you know well the Airflow's operators? Do you want to create reliable data pipelines? Are you looking for best practices around Operators?If yes, you've come to the right place!With the course Apache Airflow: The Operators Guide, will be able toVersion your DAGsRetry your tasks properlyCreate dependencies between your tasks and even your DAG RunsDemystifies the owner parameterTake actions if a task failsChoose the right way to create DAG dependenciesExecute a task only in a specific interval of timeGroup your tasks to make your DAGcleaner (not with SubDAG)Trigger your DAG based on a Calendarand much more!Warning! You must already know Airflow! Think of this course as your Airflow Operators Reference.The operator you are looking for is there?NOTYET!Vote for it, and I will make video in the month. You decide!So,If you already know Airflow and you're ready to step up! Enroll now and truly take your data pipelines to another level. ?

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 the architecture and implementation of FluentBit Operator in this 27-minute conference talk from KubeCon + CloudNativeCon. Learn how to build a cloud-native logging pipeline for edge and IoT scenarios using K3s. Discover solutions for collecting Kubernetes logs through a lightweight agent, controlling Fluent Bit via Kubernetes API, and enabling dynamic config reloading without pod restarts. Gain insights into the FluentBit Operator's journey from its creation by the KubeSphere community to becoming a subproject of the Fluent community. Understand how this mature tool addresses challenges in log collection and processing for cloud-native environments.

Explore Kubernetes-native solutions for edge and IoT use cases in this 45-minute webinar. Dive into the world of k0s, a CNCF-validated open source single binary Kubernetes distribution, and k0smotron, an operator for centralized control plane fleet management. Learn how these tools address technical challenges in distributed retail, manufacturing, scientific process management, telecommunications, and specialized remote field applications. Discover how k0s features like control plane/worker separation and encrypted connectivity meet edge requirements for efficiency and risk reduction. Watch a detailed demo on simplifying the bootstrapping process for a secure, multi-cluster Kubernetes system and managing remote workers at scale. Gain insights into leveraging Kubernetes operators, including open source Cluster API and Autopilot, for declarative infrastructure management and automated cluster updates across environments.

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 Capital One's transformative journey from hundreds of pipelines to a unified pipeline ecosystem in this insightful conference talk. Learn how the company transitioned from a traditional "Somebody builds, somebody operates" approach to a modern "You Build You Own" (YBYO) model. Discover the challenges faced during this evolution and the innovative solutions implemented to standardize software delivery at scale. Gain valuable insights into integrating various processes into a centralized pipeline system, revolutionizing software development, and empowering developers to build and deploy code rapidly while maintaining high standards of security, reliability, and quality. Understand how this unified approach can benefit organizations looking to embrace the power of DevOps and accelerate their technology transformation.

Explore KALE (Kubeflow Automated Pipeline Engine) in this 25-minute conference talk from KubeCon + CloudNativeCon North America 2021. Learn how to overcome common hurdles in developing AI and deep learning models by designing scalable, real-time data pipelines. Discover how KALE bridges the gap between data scientists' work in Jupyter Notebooks and production-grade pipelines, enabling efficient model training at scale and real-time serving. Gain insights into the best infrastructure setups for experiments and learn how to streamline the process of making models production-ready without requiring extensive infrastructure knowledge from data scientists and engineers.

Discover how to leverage Generative AI capabilities in this technical conference talk that demonstrates the implementation of AI/ML platforms on Kubernetes using Open Data Hub. Dive into a comprehensive demonstration featuring two Mistral-based Large Language Models (LLMs), comparing one that incorporates Retrieval-Augmented Generation (RAG) using PostgreSQL vector extensions against a standard implementation. Learn about the practical application of a Gradio chatbot interface and explore how RAG technology enhances response accuracy. Examine two distinct pipeline implementations - Administrative and Data Scientist personas - showcasing the seamless integration between Open Data Hub and OpenShift Pipelines powered by Tekton. Gain insights into essential components including Kubernetes Platform architecture, Node Feature Discovery, NVIDIA GPU Operators, Software Defined Storage solutions, Tekton pipeline orchestration, GitOps implementation through Argo CD, Gitea Operator functionality, and Knative and Istio service mesh capabilities. Master the implementation of GPU-accelerated AI solutions while maintaining scalable and secure infrastructure for next-generation applications.

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.

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.

Learn to orchestrate data pipelines using Apache Airflow in this 44-minute tutorial. Explore various Airflow operators including Bash Operator for running bash scripts, PythonOperator for executing Python code, SparkOperator for managing Spark jobs, EmailOperator for sending email alerts, and SlackOperator for Slack notifications. Gain practical insights into integrating these operators to create efficient and automated data workflows.

Learn the fundamentals of Apache Airflow in this comprehensive tutorial designed for beginners. Explore the core concepts of Airflow, discover how to execute pipelines using operators, and master the techniques for scheduling and monitoring Airflow pipelines. Gain hands-on experience with a live demonstration of the Kubernetes Pod Operator, providing practical insights into Airflow's integration with Kubernetes environments.

Explore the world of Service Workers in this insightful conference talk by Patrick Kettner at NDC Conferences. Gain a deep understanding of how Service Workers function, their role in modern web development, and their impact on enhancing web application performance and offline capabilities. Learn about implementation strategies, best practices, and potential use cases for Service Workers in your projects. Discover how this powerful technology can revolutionize the way you build and deliver web experiences, improving user engagement and overall application reliability.

Explore functional programming concepts and pipeline patterns in this conference talk from Meeting C++ 2024. Dive into the implementation of custom pipeline frameworks utilizing C++23's std::expected, with detailed explanations of monadic operations and function composition techniques. Learn how to leverage the ranges library introduced in C++20 for function composition through the overloaded pipe operator. Gain practical insights into new programming paradigms while understanding how to create and work with custom pipe operators in modern C++. Master the intricacies of std::expected and its practical applications in pipeline architectures, enhancing your ability to write more functional and composable C++ code.

Explore a conference talk on leveraging Go concurrency for a gigabyte-scale real-world data pipeline. Dive into the challenges of migrating data from MongoDB to a relational database system, understanding the intricacies of MongoDB's oplog, and the evolution of pipeline designs. Learn how to implement and optimize worker pools, address performance bottlenecks, and utilize fan-out techniques for each database. Discover the power of concurrent data pipelines, compare performance metrics, and gain insights into resource utilization. Examine the final optimized pipeline design handling 16 databases with 128 collections each, and extract key takeaways for building efficient, scalable data migration solutions using Go's concurrency features.