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Computational Physics (Lecture 18)

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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Principles for ESS Time Schedule & VDER Usecase.

Exploring the principles and key components of the VDER program, including ESS time scheduling and value stack compensation. The VDER components such as E-value, LSRV, DRV, Energy Value, and ICAP are discussed alongside the MCOS studies that assess marginal system cost reductions due to distributed

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ECC Social Value Reporting and Evaluation Framework

Essex County Council (ECC) has implemented a robust Social Value Reporting and Evaluation framework based on the Local Government Association's National TOMs method. This framework categorizes and assesses social value contributions in two parts - Value Score and Supporting Statement Score - to deri

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Three-Dimensional Trochlear Groove Curvilinearity vs. Tibial Tubercle-Trochlear Groove Distance in Predicting Patellofemoral Instability

Patellofemoral joint stability relies on various factors, with the TT-TG distance commonly used to assess patellar instability risk. However, a study suggests that 3D measurements of trochlear groove curvilinearity may be more effective in differentiating individuals with recurrent patella dislocati

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Maximizing Social Value in Procurement: Strategies for Success

Learn how to maximize social value opportunities in procurement by identifying your strengths, understanding buyer requirements, and preparing your business to offer more value. This involves assessing your impact on local wellbeing, engaging with the community, and aligning with social responsibili

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Understanding Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM)

Recurrent Neural Networks (RNNs) and Long Short-Term Memory (LSTM) are powerful tools for sequential data learning, mimicking the persistent nature of human thoughts. These neural networks can be applied to various real-life applications such as time-series data prediction, text sequence processing,

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Murray City School District FY25 Budget Overview

Murray City School District is preparing for the FY25 budget hearing in June 2024. The budget officer, usually the superintendent, must submit a tentative budget before June 1 each year. Legal requirements include holding a public hearing and publishing budget information for public inspection. The

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Comprehensive Guide to Creating Partner Value Propositions

Explore the importance of Partner Value Propositions in driving alliances, mastering skills, and enhancing revenue generation. Discover how Customer Value Propositions and Market Trends influence buying motivations and solution offerings. Learn about templates for solving customer problems and examp

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Understanding the Value of Money and Standards

The value of money refers to its purchasing power, which is influenced by the price level of goods and services. Different standards, such as wholesale, retail, and labor, help measure the value of money. Money can have internal and external value, affecting domestic and foreign transactions. The Qu

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Understanding Real Estate Valuation and Market Value

Explore the concepts of real estate valuation, market value, and the methods used to determine the worth of properties. Learn about the importance of valuation in decision-making processes related to investments, financing, operations, and more. Understand how market value is derived based on probab

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Understanding Place Value in Mathematics

Explore the basics of place value, from ones to thousands, and learn how to expand a numeral into its place values. Discover the power of each place in a number and write numerals in expanded form to understand the value of each digit. Dive into the concept of place value through images and explanat

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Understanding Place Value in Numbers

Introduction to the concept of place value in numbers, covering topics such as the value of each digit, place value calculation, successors, predecessors, period division, ascending/descending order, and the importance of numbers in everyday life. Explained through examples and visuals, this educati

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Understanding Value Stream Mapping in Toyota Production Systems

Value Stream Mapping is a powerful tool used by Industrial Engineers to visualize processes, identify areas of improvement, and enhance efficiency. This method involves numbering steps, naming each one, indicating paths with arrows, flagging problem areas with stars, and brainstorming solutions. Var

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Enhancing Infrastructure Investment Through Land Value Capture Mechanisms

Explore the role of Land Value Capture (LVC) in financing urban infrastructure projects, enabling governments to secure upfront funding by capturing real estate value gains. LVC promotes cost-sharing, incentivizes policy measures, and unlocks additional financing in the face of limited traditional s

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Understanding Signs, System, and Semiotics According to Saussure

Saussure's concept of sign value emphasizes the importance of relationships within a system, where a sign's meaning is not absolute but dependent on its interactions with other signs. He highlights the distinction between signification and value, showcasing how signs derive their value from the syst

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Understanding Selection Strategies in Animal Genetics and Breeding

Genes influence traits through Additive Gene Action (AGA) and Non-Additive Gene Action (NAGA) in animal breeding. Recurrent Selection (RS) and Reciprocal Recurrent Selection (RRS) play crucial roles in improving animals. Selection for General Combining Ability (GCA) and Specific Combining Ability (S

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Overview of Neural Network Architectures for Machine Learning

This content provides an overview of feed-forward neural networks and recurrent networks, including their structures, functions, and applications in machine learning. It discusses the differences between the two architectures and their practical implications. Additionally, it highlights the challeng

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Understanding Techniques of Time Value of Money

Techniques of Time Value of Money include compounding and discounting. Compounding calculates future value while discounting determines present value. Learn how these techniques impact cash flows and investments.

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Factors Affecting the Amount of Depreciation in Asset Valuation

Depreciation in asset valuation depends on the cost, estimated useful life, and probable salvage value. The cost of an asset includes various expenses incurred to put it in working condition. Estimated net residual value is the expected sale value of the asset at the end of its useful life after ded

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Enhancing Social Value through Strategic Procurement

STAR Procurement, the shared service for multiple councils, emphasizes the importance of Social Value in procurement practices. The Social Value Portal serves as a management tool to measure and demonstrate the benefits of Social Value commitments. Bidders are required to provide quantitative and qu

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Exploring Place Value in Morning Counting Sessions

Morning counting sessions for children involve exploring place value, tricky tens numbers, and applying understanding of place value through activities. Children learn to recognize and interpret numbers such as 139, understand the concept of tens, and enhance their fluency with place value in a fun

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Integrated Value Creation in Corporate Finance

Explore the concept of integrated value creation in corporate finance, emphasizing the importance of managing for long-term value while incorporating social and environmental goals. Learn about responsible management practices that focus on creating net present value (NPV) through a balance of finan

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Understanding Terminal Value in Valuation

Valuation of publicly traded firms with potentially infinite lives involves estimating cash flows for a growth period and a terminal value to capture value at the end. The stable growth rate, which cannot exceed the economy's growth rate, plays a crucial role in determining the present value of futu

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Maximizing Customer Value, Satisfaction & Loyalty in Business

Explore the essence of customer value, satisfaction, and loyalty in business success through Dr. Ananda Sabil Hussein's insightful perspective. Learn about customer perceived value, determinants of value, steps in value analysis, loyalty definitions, satisfaction measurements, and the significance o

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Treatment Strategies for Recurrent Venous Thromboembolism in Factor V Leiden Patients

This presentation discusses the treatment options for recurrent venous thromboembolism in patients with Factor V Leiden mutation. It explores the pathophysiology, epidemiology, and diagnosis criteria for Factor V Leiden, reviews failed anticoagulation history, and suggests outpatient anticoagulation

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Case Study: Recurrent Outflow Failure and Catheter Encapsulation in PD Patient

Case study of a 69-year-old patient with hypertensive nephrosclerosis experiencing recurrent outflow failure and encapsulation of a PD catheter. Initial difficulties with catheter placement led to multiple instances of pain on inflow/outflow, necessitating repositioning and replacement procedures. E

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Epochwise Back Propagation Through Time for Recurrent Networks

In the context of training recurrent networks, Epochwise Back Propagation Through Time involves dividing the data set into independent epochs, each representing a specific temporal pattern of interest. The start time of each epoch, denoted by 'no', is crucial for capturing the sequential dependencie

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The Value of Knowledge: A Philosophical Exploration

Exploring the value of knowledge through the lens of Plato's Meno Problem, this text delves into why knowledge is considered more valuable than mere true belief. It discusses Plato's solution to the problem, the secondary and tertiary value problems, and constraints on solutions and strategies in un

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How to Calculate Present Value & Future Value Using Microsoft Excel

Learn how to calculate present value and future value using Microsoft Excel functions such as PV and FV. Understand the syntax, arguments, and examples for determining the value of single amounts, annuities, and lump sums. Step-by-step instructions provided for efficient financial calculations.

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Exploring Land Value Return and Recycling for Transportation Funding

With transportation investment needs surpassing available resources, investigating the potential of land value return and recycling as a revenue source can benefit public agencies. This involves recovering and reusing a portion of the increased land value generated by public investment in transporta

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Understanding Recurrent Neural Networks: Fundamentals and Applications

Explore the realm of Recurrent Neural Networks (RNNs), including Long Short-Term Memory (LSTM) models and sequence-to-sequence architectures. Delve into backpropagation through time, vanishing/exploding gradients, and the importance of modeling sequences for various applications. Discover why RNNs o

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Importance of Recurrent Property Taxes for Fiscal Sustainability

Recurrent property taxes play a crucial role in enhancing fiscal sustainability by reducing dependency on inter-governmental transfers, increasing local government accountability, and promoting equity in taxation. This article discusses the benefits of recurring property taxes, emphasizes the need f

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Maximizing Shareholder Value Creation Through Strategic Business Practices

Explore the concept of shareholder value creation, the importance of generating revenues exceeding economic costs, and meeting shareholders' expectations. Learn about Economic Value Added (EVA), key value drivers, aligning strategy with value creation, and essential factors for overall business succ

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Understanding Trade in Value-Added (TiVA) and Global Value Chains

Trade in Value-Added (TiVA) offers crucial insights into the complexities of global value chains and economic globalization. By shifting focus from gross trade statistics to value creation along supply chains, TiVA helps in formulating better policies and addressing systemic risks associated with ma

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Efficacy of Ombitasvir-Paritaprevir-Ritonavir and Dasabuvir with Ribavirin in Liver Transplant Recipients with Recurrent HCV GT1

The CORAL-I trial evaluated the safety and efficacy of the 3D regimen (ombitasvir-paritaprevir-ritonavir + dasabuvir) combined with ribavirin for 24 weeks in liver transplant recipients with recurrent HCV genotype 1. The study included treatment-naive individuals after transplantation, with specific

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Understanding Recurrent Neural Networks (RNNs) and LSTM Variants

Explore the basics of Recurrent Neural Networks (RNNs) including the Vanilla RNN unit, LSTM unit, forward and backward passes, LSTM variants like Peephole LSTM and GRU. Dive into detailed illustrations and considerations for tasks like translation from English to French. Discover the inner workings

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Economic Foundations of Imperialism: Exploitation and Value Transfer

Imperialism primarily functions as an economic mechanism for exploiting value rather than seeking political dominance. The transfer of value occurs through mechanisms like unequal exchange, global value chain flows, and capital flows, leading to the long-term appropriation of value by imperialist na

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Radiomic Feature Assessment Through Downsampling Strategy

Radiomics involves extracting quantitative features from medical images to help in diagnosis, treatment response prediction, and prognosis. However, a recurrent problem in radiomics is the lack of satisfying classification or prediction models due to insufficient data or irrelevant information. To a

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Multimodal Recurrent Attention CNN for Image Aesthetic Prediction

Using a multimodal recurrent attention neural network, MRACNN, this study proposes a unified approach for image aesthetic prediction by jointly learning visual and textual features. Inspired by human attention mechanisms, the network utilizes datasets like AVA and photo.net comments to enhance multi

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Understanding Absolute Value Equations and Inequalities

In this lesson, students will learn to solve absolute value equations and inequalities both algebraically and graphically. The concept of absolute value, which represents the distance between a number and zero on the number line, is explained through examples and solutions. The importance of using g

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