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Session 14: Introduction to Supervised Machine Learning in Open RAN
⏲ 4:28 👁 40K
An Intro to KiCad – Part 9: Generate BOM and Order Parts | DigiKey
⏲ 14 minutes 4 seconds 👁 36.7K
DKRed PCB – Ordering and Review - Another Teaching Moment | Digi-Key Electronics
⏲ 2 minutes 57 seconds 👁 10K
Three knots that are often used in everyday life
⏲ 2:42 👁 20K
How to Connect Host PC to a Digi AnywhereUSB Plus with Port Forwarding
⏲ 3 minutes 5 seconds 👁 2.1K
Digi-Kamp Best Workamping Job Ever-Digikey
⏲ 23 minutes 33 seconds 👁 19.4K
Session 23 : Multi-Access Edge Computing (MEC) in Open RAN (ORAN) Explained for Beginners
⏲ 4:48 👁 15K
How to Order Capacitors Online from Digikey
⏲ 48 minutes 35 seconds 👁 596
Documenting Your Electronics Projects - Electronics with Becky Stern | DigiKey
⏲ 6 minutes 4 seconds 👁 13.2K
Session 21 : NFV (Network Function Virtualization) Concept in Open RAN
⏲ 6:31 👁 15K
Digi-Key Event Timeline 2015 - 2018
⏲ 41 seconds 👁 50
2022 Holiday Gift Giving Guide from Digi-Key
⏲ 40 seconds 👁 384
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_session-14-introduction-to-supervised-machine-learning-in-open-ran.webp "Welcome to Session 14 of our Open RAN series! In this session, we'll introduce supervised machine learning and its application in designing intelligent systems for Open RAN.<br/><br/><br/>Understanding Supervised Machine Learning:<br/>Supervised machine learning is a type of machine learning where the algorithm learns from labeled data. It involves training a model on a dataset that contains input-output pairs, where the input is the data and the output is the corresponding label or target variable. The algorithm learns to map inputs to outputs by finding patterns in the data. In Open RAN, supervised learning can be used for tasks such as predicting network performance based on historical data.<br/><br/>Types of Supervised Machine Learning:<br/>There are two main types of supervised machine learning: classification and regression. In classification, the algorithm learns to categorize data into predefined classes or categories. For example, it can classify network traffic into different application types (e.g., video streaming, web browsing). Regression, on the other hand, involves predicting continuous values or quantities. It is used when the output variable is a real or continuous value, such as predicting the signal strength of a network connection.<br/><br/>Binary and Multi-Class Classification:<br/>Binary classification involves categorizing data into two classes or categories. For example, it can be used to classify network traffic as either malicious or benign. Multi-class classification, on the other hand, involves categorizing data into more than two classes. It can be used to classify network traffic into multiple application types (e.g., video streaming, social media, email).<br/><br/>Regression in Machine Learning:<br/>Regression is a supervised learning technique used for predicting continuous values or quantities. It involves fitting a mathematical model to the data, which can then be used to make predictions. In Open RAN, regression can be used for tasks such as predicting network latency, throughput, or coverage based on various input variables such as network parameters, traffic patterns, and environmental conditions.<br/><br/>Subscribe to \")
_an-intro-to-kicad-part-9-generate-bom-and-order-parts-124-digikey.webp "DigiKey")
_dkred-pcb-ordering-and-review-another-teaching-moment-124-digi-key-electronics.webp "DigiKey")
_three-knots-that-are-often-used-in-everyday-life.webp "Three knots that are often used in everyday life<br/><br/>In this video you can learn three magical knots to tie a rope. I hope its useful for you.<br/>Thanks for watching.<br/><br/>#magicknots #knottricks <br/>#emergencyknot #magic #knots")
_how-to-connect-host-pc-to-a-digi-anywhereusb-plus-with-port-forwarding.webp "Digi International Inc.")
_digi-kamp-best-workamping-job-ever-digikey.webp "No Acres Homestead")
_session-23-multi-access-edge-computing-mec-in-open-ran-oran-explained-for-beginners.webp "Welcome to Session 23! In this video, we'll dive into the world of Multi-Access Edge Computing (MEC) within the framework of Open RAN (ORAN). This beginner-friendly session breaks down the concepts, providing an easy-to-understand overview with real-world examples. We discuss the key benefits, potential challenges, and various use cases of MEC in ORAN. Learn why MEC is crucial for the future of mobile networks and how it can revolutionize connectivity and performance.<br/><br/>Key Concepts :<br/>* Introduction to MEC and ORAN<br/>* Key advantages of MEC in ORAN<br/>* Common challenges and disadvantages<br/>* Practical use cases of MEC in ORAN<br/>* The importance of MEC in modern network architecture<br/><br/><br/>Welcome to Session 23!<br/>Hello everyone, and welcome to Session 23 of our series. Today, we will explore the fascinating topic of Multi-Access Edge Computing (MEC) in the context of Open RAN (ORAN). This session is designed for beginners, so we'll start with the basics and build up to more detailed insights.<br/><br/>Introduction to MEC and ORAN<br/>Multi-Access Edge Computing (MEC) is an innovative technology that brings computation and data storage closer to the end user, significantly enhancing the performance and efficiency of applications and services. Open RAN (ORAN) is a new approach to building mobile networks using open and interoperable interfaces. By combining MEC with ORAN, we create a powerful synergy that transforms how data is processed and transmitted across networks.<br/><br/>Key Advantages of MEC in ORAN<br/>* Reduced Latency: Processing data closer to the source drastically reduces latency, which is critical for applications such as online gaming, video streaming, and virtual reality.<br/>* Improved Network Efficiency: MEC offloads traffic from the core network, resulting in more efficient use of network resources and better overall performance.<br/>* Enhanced Security: Local data processing offers improved security and privacy controls, reducing the risk of data breaches.<br/><br/>Common Challenges and Disadvantages<br/>* Complexity: Implementing MEC in an ORAN environment can be complex, requiring careful planning and integration.<br/>* Cost: Initial deployment costs can be high, but the long-term benefits often justify the investment.<br/><br/>Practical Use Cases of MEC in ORAN<br/>* Smart Cities: MEC enables real-time data processing for traffic management, public safety, and environmental monitoring.<br/>* Healthcare: Supports advanced telemedicine applications by providing low-latency, high-reliability connections for remote surgeries and patient monitoring.<br/>* Industrial IoT: Facilitates real-time analytics and automation in manufacturing, improving efficiency and reducing downtime.<br/><br/>Subscribe to \")
_how-to-order-capacitors-online-from-digikey.webp "Mears Lab")
_documenting-your-electronics-projects-electronics-with-becky-stern-124-digikey.webp "DigiKey")
_session-21-nfv-network-function-virtualization-concept-in-open-ran.webp "In this session, we'll explore the fundamental concepts of NFV (Network Function Virtualization) in the context of Open RAN. We'll delve into the orchestration of virtualized network functions, the role of NFV Management and Virtualization, and how these elements work together to transform traditional network architectures.<br/><br/>Understanding NFV in Open RAN:<br/><br/>NFV Fundamentals: Delve into the core principles of NFV, where traditional hardware-based network functions are replaced with software-based virtual instances, driving agility and scalability.<br/>Essential Components: Learn about the critical components of NFV architecture, including Virtual Network Functions (VNFs), NFV Infrastructure (NFVI), and the NFV Management and Orchestration (MANO) layer.<br/>Benefits of NFV: Explore how NFV optimizes resource utilization, accelerates service deployment, and reduces operational costs, fostering a more adaptable and responsive network ecosystem.<br/>NFV Applications in Open RAN: Understand the pivotal role of NFV in Open RAN, enabling the virtualization of RAN functions and facilitating the seamless deployment of new services.<br/><br/>Understanding NFV and Orchestration:<br/>NFV is a technology that virtualizes network functions traditionally performed by dedicated hardware. Orchestration is the automated arrangement, coordination, and management of these virtualized network functions to enable efficient network operation.<br/><br/>NFV Management and Virtualization (NFVM):<br/>NFVM is a key component of NFV architecture that manages the lifecycle of virtualized network functions. It handles tasks such as instantiation, monitoring, scaling, and termination of virtualized functions.<br/><br/>Orchestration Function:<br/>Orchestration in NFV involves coordinating the deployment and interconnection of virtualized network functions according to service requirements. It ensures that network resources are allocated efficiently and dynamically based on demand.<br/><br/>Conclusion:<br/>NFV and orchestration play a crucial role in the evolution of Open RAN, enabling operators to build agile, scalable, and cost-effective networks. Understanding these concepts is essential for anyone involved in the design, deployment, or management of modern telecom networks.<br/><br/><br/>Subscribe to \")
_digi-key-event-timeline-2015-2018.webp "DigiKey")
_2022-holiday-gift-giving-guide-from-digi-key.webp "DigiKey")
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