Neural networks explained with the example of feedforward vs. recurrent networks. Feedforward networks propagate data, while recurrent models allow loops for cascade effects. Recurrent networks are less influential but closer to the brain's function. Introduction to handwritten digit classification

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Explore the evolving landscape of 5G technology, from enhanced mobile broadband to groundbreaking use cases and standalone networks. Learn how supportive regulations and spectrum allocation are vital for unlocking 5G's full potential. Discover the transformative impact of Standalone 5G networks on i

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Explore European powers' moral duty to intervene in Ottoman affairs during the 19th century, motivated by humanitarian and imperial interests. Discover the impact of the Concert of Europe and legal theories on humanitarian intervention.

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Child and adolescent health in humanitarian settings require a comprehensive approach that includes assessing, prioritizing, coordinating, responding, monitoring, evaluating, and reviewing activities. Developing a monitoring and evaluation plan is crucial in improving data quality, promoting collabo

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Explore the importance of legal aid in safeguarding legal identity rights for displaced populations through case studies and discussions in humanitarian contexts. Learn about coordination efforts, partnerships with national actors, and good practices in legal documentation programs, such as the UNHC

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This operational guide focuses on four interconnected programmatic action areas - Assess & Prioritise, Coordinate, Respond, and Monitor, Evaluate & Review. It provides guidance on obtaining data, coordinating approaches, planning and enacting activities, and using data systems to improve child and a

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Explore the crucial role of NGOs in responding to crises and disasters, as well as in the prevention and management of future emergencies. Learn about ISO 26000 guidelines on global social responsibility and how organizations can protect vulnerable groups in risk situations. Gain insights from exper

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The Inter-Agency Standing Committee (IASC) plays a crucial role in coordinating humanitarian efforts, with a focus on mine action in the global protection cluster. This involves clear responsibilities, strategic planning, and advocacy to address humanitarian needs. The IASC Reference Module for Clus

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This module provides a detailed operational guide on assessing and prioritizing child and adolescent health in humanitarian settings. It covers obtaining data on child/adolescent health, coordinating responses, planning activities, and utilizing data systems for monitoring and evaluation. Key compon

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In the realm of computer networks, nodes share resources through digital telecommunications networks. These networks enable lightning-fast data exchange and boast attributes like speed, accuracy, diligence, versatility, and vast storage capabilities. Additionally, various types of networks exist tod

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This comprehensive guide provides insights on coordinating child and adolescent health in humanitarian settings, emphasizing the importance of understanding and implementing key actions. It covers the utilization of resources like the operational guide, self-assessment tracker, and core humanitarian

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Learn about Sphere, a global movement focusing on humanitarian standards and quality assistance. Explore the Sphere Handbook, its philosophy, and the importance of humanitarian standards. Discover the key areas covered in the Handbook and why they are essential for effective crisis response. Join a

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Graph Neural Networks (GNNs) are a versatile form of neural networks that encompass various network architectures like NNs, CNNs, and RNNs, as well as unsupervised learning models such as RBM and DBNs. They find applications in diverse fields such as object detection, machine translation, and drug d

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Challenges in implementing gender-responsive humanitarian programmes require greater political will, leadership, resources, accountability, and capacity building. Feminist leadership aims to transform power dynamics, fight inequality, and create inclusive structures. It involves principles, values,

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Learn how to build artificial neural networks from scratch, focusing on multi-level feedforward networks like multi-level perceptrons. Discover how neural networks function, including training large networks in parallel and distributed systems, and grasp concepts such as learning non-linear function

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Artificial Neural Networks aim to mimic brain processing. Back-propagation is a key method to train these networks, optimizing weights to minimize loss. Multi-layer networks enable learning complex patterns by creating internal representations. Historical background traces the development from early

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The humanitarian landscape involves various organizations working together to provide assistance during crises. Coordination challenges, such as identifying needs, existing assistance, and government involvement, have been prevalent. The Inter-Agency Standing Committee (IASC) was established in 1991

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Evaluation of past crises reveals the importance of core humanitarian standards in providing timely, coordinated, and effective assistance. Learning from experience, feedback mechanisms, and competent staff are key for addressing humanitarian crises. Data and systems play a crucial role in monitorin

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The Samsung SmartThings hub is a versatile device connecting Zigbee and Zwave networks, offering secure access to SkySpark via HTTPS. Zigbee and Zwave networks operate on distinct frequencies, enabling efficient communication without interference with WiFi. These networks support various devices for

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Inter-Cluster Coordination and Information Management play vital roles in humanitarian emergencies. The coordination mechanism involves regular meetings convened by the RC/HC and coordinated by OCHA, providing opportunities for clusters to collaborate on shared planning, needs assessments, and poole

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Wireless Wide Area Networks (WWAN) utilize cellular network technology like GSM to facilitate seamless communication for mobile users by creating cells in a geographic service area. Cellular networks are structured with backbone networks, base stations, and mobile stations, allowing for growth and c

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Sexual exploitation and abuse in humanitarian settings pose serious threats to vulnerable populations, directly contradicting humanitarian principles. The establishment of initiatives like the Iraq PSEA Network aims to prevent and respond to such misconduct through awareness-raising, capacity buildi

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This research explores how logistic firms evolve into humanitarian entities in response to grand challenges like natural disasters and refugee crises. Case studies and data collection methodologies are utilized to understand the transformation process, as seen in examples such as SOS Mediterrane and

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Interconnection networks are essential in multiprocessor systems, linking processing elements, memory modules, and I/O units. They enable data exchange between processors and memory units, determining system performance. Fully connected interconnection networks offer high reliability but require ext

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Computer networks are vital for sharing resources, exchanging files, and enabling electronic communications. This content explores the basics of computer networks, the components involved, advantages like file sharing and resource sharing, and different network computing models such as centralized a

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This course focuses on computer communication networks at Anjuman College of Engineering and Technology in Tirupati, covering topics such as basic concepts, network layers, IP addressing, hardware aspects, LAN standards, security, and administration. Students will learn about theoretical and practic

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The Independent Evaluation and Audit Services conducted an evaluation of UN Women's work in humanitarian action from 2014-2018, assessing its relevance, effectiveness, and sustainability. The evaluation emphasized the need for stronger links between UN Women's global normative work and humanitarian

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The Global Humanitarian Assistance Report 2019 explores key findings regarding international humanitarian assistance, multi-year funding growth, funding to UN agencies, cash and voucher programs, and direct funding to local and national actors. The report highlights the challenges and disparities in

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This presentation provides an introduction to neural networks in IBM SPSS Modeler 14.2. It covers the concepts of directed data mining using neural networks, the structure of neural networks, terms associated with neural networks, and the process of inputs and outputs in neural network models. The d

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Global and regional knowledge networks play a vital role in agriculture by facilitating information sharing, collaboration, capacity building, and coordination among stakeholders. These networks improve access to information, foster collaboration, enhance capacity building, and strengthen coordinati

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This content discusses various tools and guidelines used in the strategic planning and implementation stages of humanitarian response operations. It covers gap analysis, flash appeals, gender considerations, humanitarian response plans, secondary data analysis, and GNC IM tools for informing strateg

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This study explores the New Way of Working in humanitarian crises, focusing on reinforcing national systems, anticipating crises, and transcending humanitarian-development divides. Promising trends include rising government ownership and increased linkages between humanitarian activities and governm

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The Humanitarian Programme Cycle (HPC) is a coordinated series of actions aimed at preparing for, managing, and delivering humanitarian responses efficiently. It focuses on delivering fast, coordinated, effective, and protection-driven aid to those affected by crises. Central to the HPC is the invol

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Understand the importance of promoting gender equality in humanitarian action, including principles, challenges, and the need to transform attitudes and beliefs. Learn key global standards, gender analysis, and leadership in humanitarian settings. Explore the rights of women and girls, gender inequa

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Router routing tables are crucial for directing packets to their destination networks. These tables contain information on directly connected and remote networks, as well as default routes. Routers use this information to determine the best path for packet forwarding based on network/next hop associ

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Analyzing the concept of structural similarity within Information Networks (INs), the study introduces P-Rank as a more advanced alternative to SimRank. By addressing the limitations of SimRank and offering a more efficient computational approach, P-Rank aims to provide a comprehensive measure of si

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This workshop addresses challenges and opportunities in achieving durable solutions for refugees and internally displaced persons. It emphasizes the importance of collaboration among various stakeholders, including humanitarian and development actors, to ensure long-term recovery and sustainable pea

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This content explores the concept of advanced classifiers like Neural Networks which compose complex relationships through combining perceptrons. It delves into the workings of the classic perceptron and how modern neural networks use more complex decision functions. The visuals provided offer a cle

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This module focuses on integrating gender-based violence interventions into humanitarian mine action, providing guidelines, agenda, outcomes, and strategies for implementation. It emphasizes informing and supporting humanitarian actors to develop action plans and accountability measures to address g

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Relational Bayesian networks play a crucial role in predicting ground facts and frequencies in complex relational data. Through first-order and ground probabilities, these networks provide insights into individual cases and categories. Learning Bayesian networks for such data involves exploring diff

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