The document summarizes Kuznets' hypothesis that income inequality within countries initially rises and then falls with economic development. It provides evidence from Kuznets' 1955 study showing higher inequality in less developed countries (LDCs) like India compared to developed countries (DCs) like the UK and US. Kuznets attributed the inverted-U shape relationship between development and inequality to structural changes in early industrialization benefiting high-income groups before policies and social changes in later stages reduced the gap. The document also discusses measures of inequality like the Gini coefficient and debates around Kuznets' hypothesis.
The document defines and explains the Gini coefficient, a measure of statistical dispersion used as a gauge of economic inequality. It is a ratio with a value between 0 and 1, with 0 representing perfect equality and 1 representing perfect inequality. The Gini coefficient is calculated based on the Lorenz curve, which plots cumulative incomes against the percentage of the population. The document provides various methods for calculating the Gini coefficient and discusses its advantages and limitations as a measure of inequality. It also includes a table ranking countries by their Gini coefficients.
Characteristics of underdeveloped economiesGeorgi Mathew
Underdeveloped economies are characterized by low per capita incomes, underutilized resources, inefficient production techniques, and potential for growth. They have incomes of $1025 or less and rely on agriculture, suffering from poverty, unemployment, and low levels of living. Population growth outpaces economic growth, exacerbating unemployment and poverty. Development requires improving infrastructure, education, health, and industrialization to increase productivity and standards of living.
The document discusses general equilibrium theory and its key assumptions and implications. It addresses the following points in 3 sentences:
General equilibrium theory posits that all markets, including both product and factor markets, will reach equilibrium simultaneously. This equilibrium will be Pareto optimal, meaning no individual can be made better off without making another worse off due to optimal resource allocation. The model assumes perfect competition, constant returns to scale, and that equilibrium is determined by price adjustments across interconnected markets.
The Big Push Theory proposes that developing countries require a minimum threshold of investment across multiple industries to overcome issues of indivisibilities and break out of poverty. It identifies three types of indivisibilities: in production due to infrastructure needs, in demand due to small markets, and in savings due to high investment requirements. The theory argues for coordinated investment in social overhead capital and multiple industries to realize increasing returns to scale. However, it has been criticized for not providing clear guidance and overlooking constraints faced by developing countries.
The document discusses Leontief input-output models, which analyze the interdependent production relationships between industries in an economy. The models are represented using input-output tables and input coefficient matrices. They assume industries use fixed input ratios and are subject to constant returns to scale. The models can be used to determine the optimal output levels for each industry that satisfy total demand without surpluses or shortages, accounting for industries using each other's outputs as inputs.
Specification Error is defined as a situation where one or more key feature, variable or assumption of a statistical model is not correct. Specification is the process of developing the statistical model in a regression analysis. Copy the link given below and paste it in new browser window to get more information on Specification Error:- http://www.transtutors.com/homework-help/economics/specification-errors.aspx
The document summarizes Kuznets' hypothesis that income inequality within countries initially rises and then falls with economic development. It provides evidence from Kuznets' 1955 study showing higher inequality in less developed countries (LDCs) like India compared to developed countries (DCs) like the UK and US. Kuznets attributed the inverted-U shape relationship between development and inequality to structural changes in early industrialization benefiting high-income groups before policies and social changes in later stages reduced the gap. The document also discusses measures of inequality like the Gini coefficient and debates around Kuznets' hypothesis.
The document defines and explains the Gini coefficient, a measure of statistical dispersion used as a gauge of economic inequality. It is a ratio with a value between 0 and 1, with 0 representing perfect equality and 1 representing perfect inequality. The Gini coefficient is calculated based on the Lorenz curve, which plots cumulative incomes against the percentage of the population. The document provides various methods for calculating the Gini coefficient and discusses its advantages and limitations as a measure of inequality. It also includes a table ranking countries by their Gini coefficients.
Characteristics of underdeveloped economiesGeorgi Mathew
Underdeveloped economies are characterized by low per capita incomes, underutilized resources, inefficient production techniques, and potential for growth. They have incomes of $1025 or less and rely on agriculture, suffering from poverty, unemployment, and low levels of living. Population growth outpaces economic growth, exacerbating unemployment and poverty. Development requires improving infrastructure, education, health, and industrialization to increase productivity and standards of living.
The document discusses general equilibrium theory and its key assumptions and implications. It addresses the following points in 3 sentences:
General equilibrium theory posits that all markets, including both product and factor markets, will reach equilibrium simultaneously. This equilibrium will be Pareto optimal, meaning no individual can be made better off without making another worse off due to optimal resource allocation. The model assumes perfect competition, constant returns to scale, and that equilibrium is determined by price adjustments across interconnected markets.
The Big Push Theory proposes that developing countries require a minimum threshold of investment across multiple industries to overcome issues of indivisibilities and break out of poverty. It identifies three types of indivisibilities: in production due to infrastructure needs, in demand due to small markets, and in savings due to high investment requirements. The theory argues for coordinated investment in social overhead capital and multiple industries to realize increasing returns to scale. However, it has been criticized for not providing clear guidance and overlooking constraints faced by developing countries.
The document discusses Leontief input-output models, which analyze the interdependent production relationships between industries in an economy. The models are represented using input-output tables and input coefficient matrices. They assume industries use fixed input ratios and are subject to constant returns to scale. The models can be used to determine the optimal output levels for each industry that satisfy total demand without surpluses or shortages, accounting for industries using each other's outputs as inputs.
Specification Error is defined as a situation where one or more key feature, variable or assumption of a statistical model is not correct. Specification is the process of developing the statistical model in a regression analysis. Copy the link given below and paste it in new browser window to get more information on Specification Error:- http://www.transtutors.com/homework-help/economics/specification-errors.aspx
This document provides an overview of distributed lag models. It defines distributed lag models as models where the current value of a dependent variable is predicted based on current and past values of an explanatory variable. It discusses finite and infinite distributed lag models. Methods for estimating distributed lag models like ad hoc estimation and the Koyck model are described. The Koyck model specifies an exponential decline in lag weights. Problems with estimation like multicollinearity, serial correlation, and heteroscedasticity are also summarized.
Unit Root Test
1: What is unit root?
2: How to check unit root?
3: Types of unit root test
4: Dickey fuller
5: Augmented dickey fuller
6: Phillip perron
7: Testing Unit Root on E-views
This document discusses several methods used to measure economic development. It describes common metrics like gross national product (GNP) and per capita income, as well as indexes that account for other factors like quality of life, education, health and gender equality. These include the Physical Quality of Life Index, Human Development Index, Capability Approach, and Gender Related Development Index. No single measure can fully capture a country's economic development, so economists consider multiple criteria to evaluate progress.
The document discusses the theory of unbalanced growth as proposed by economists like Hirschman and Rostow. The key points are:
1. The theory argues for prioritizing investment in strategic sectors rather than all sectors simultaneously due to scarce resources in developing countries.
2. Investment in priority sectors will stimulate growth in other sectors through "linkage effects" as costs decrease and demand increases.
3. Hirschman classified investments as either social overhead capital (infrastructure) or direct productive activities (agriculture, industry) and argued the two cannot be expanded simultaneously so one sector should be prioritized initially.
This document discusses equilibrium in consumption and production using an Edgeworth box model. It explains that equilibrium occurs where the indifference curves of two consumers are tangent, known as the contract curve. General equilibrium is achieved when the contract curve touches the production possibility frontier in the Edgeworth box, establishing equilibrium in both markets simultaneously. However, general equilibrium is not unique and depends on given prices; the model assumes perfect competition and does not explain price determination.
The development gap and how it can be measuredjodiecmills
There are several ways to measure development levels and the gap between developed and developing countries:
1) GDP and GNP per capita are traditional economic measures but don't capture inequalities within countries.
2) Social indicators like health, education, and housing provide a more holistic view of development.
3) Composite indices that combine economic and social factors, such as the Human Development Index, provide a comprehensive overview of development levels.
4) Other indices measure specific issues like the digital divide, gender inequality, and livability between countries. No single measure can fully capture a country's development status.
This document discusses various methods for measuring inequality and poverty. It defines key terms like Lorenz curves, the Gini coefficient, quintiles, and dispersion ratios. The Lorenz curve plots the cumulative percentages of population against the cumulative percentages of income or expenditure they receive. The Gini coefficient measures the area between the Lorenz curve and perfect equality. Other measures discussed include the Theil index, generalized entropy measures, Atkinson's index, and the share of income or expenditure held by the lowest quintile. These measures provide different ways to analyze inequality across populations and identify how resources are distributed.
This document discusses income inequality through the Lorenz curve and Gini coefficient. It begins by explaining the Lorenz curve represents income distribution, with the line of equality showing an equal distribution and the Lorenz curve showing the actual distribution. It then defines the Gini coefficient as a numerical value between 0 and 1 that indicates a country's inequality, where 0 is perfect equality and 1 is perfect inequality. The document concludes by explaining how to calculate the Gini index by taking the ratio of the areas on a Lorenz curve diagram.
The Bergson social welfare function was introduced to provide a scientifically normative study of welfare economics. It defines social welfare as a function of the welfare of each member of the community, depending on factors like their consumption and services. The function establishes a relation between social welfare (W) and the utility levels (U) of each individual (U1, U2, etc.), representing social welfare as an increasing function of individual utilities. It assumes social welfare depends on individual wealth/income and distribution of welfare, and allows for interpersonal comparisons of utility. However, the concept has been criticized for not applying to all governments, being difficult to construct, arbitrary, and not empirically significant or helpful for solving problems.
Lewis theory, Rani-Fie-Lewis Theory on unlimited supplies of Labour and Todaro Model of Rural Urban Migration are famous theories on Rural_Urban Migration in Development economics
This document provides a summary of Roni Bhowmik's presentation on input-output analysis. The presentation was given on November 17, 2013 at the University of Chinese Academy of Sciences. It discusses the key concepts of input-output analysis developed by Wassily Leontief, including how input-output tables can be used to model interrelationships between sectors in an economy and estimate multiplier effects. The presentation also provides an example of an input-output table and calculations for direct requirements, total requirements, and type I, II and III multipliers.
Karl Gunnar Myrdal was a Swedish economist who received the Nobel Prize in Economics in 1974. He is known for his theories of cumulative causation, backwash effects, and the need for government intervention to promote balanced regional development. According to Myrdal, free market forces tend to increase inequalities between developed and underdeveloped regions. The backwash effects of economic activity in developed regions drain wealth from poorer regions in a vicious cycle of underdevelopment.
The document discusses deadweight loss that occurs due to taxes and monopolies. It provides the following key points:
- A tax creates a wedge between the price paid by buyers and received by sellers, resulting in a reduction in quantity traded and deadweight loss for society. The size of the deadweight loss depends on the price elasticities of supply and demand.
- Monopolies also create deadweight loss by setting price above marginal cost. Price discrimination allows monopolies to reduce deadweight loss by charging different prices to different customers.
- Estimating deadweight loss is difficult but important for evaluating market efficiency. Two approaches discussed are Harburger's method using industry profit margins and Cowling and Mueller's method
The document discusses the three major functions of government in economics according to Professor Musgrave:
1) Allocation function - The government provides goods and services called "social goods" that satisfy collective wants when the market cannot.
2) Distribution function - The government adjusts the distribution of wealth and income to ensure a "fair" state through taxes and transfer payments policies.
3) Stabilization function - The government uses fiscal and monetary policies to maintain high employment, price stability, and economic growth while considering trade and balance of payments effects. This is also called compensatory finance.
1) General equilibrium analysis studies when all markets in an economy are simultaneously in equilibrium. It looks at the interdependence between economic agents.
2) The model assumes two goods, two consumers, two factors of production (labor and capital), perfect competition, and profit/utility maximization.
3) Equilibrium in production occurs when firms maximize profits by equalizing marginal rates of technical substitution between goods. Equilibrium in exchange occurs when consumers maximize utility by equalizing marginal rates of substitution between goods with their budget constraints.
4) Overall general equilibrium is reached when rates of substitution are equal between consumers and firms, meaning the economy is using its resources efficiently at the tangency point between the production possibility frontier and indifference
There are three main measures of poverty:
1. The headcount index, which measures the proportion of the population that is poor in a simple count.
2. The poverty gap index, which adds up how far individuals fall below the poverty line on average, expressing this as a percentage of the poverty line.
3. The squared poverty gap index, which is a measure of poverty that takes into account inequality among the poor by weighting poverty gaps by the gaps themselves.
The Kaldor-Hicks Compensation Principle was given by British Economists Nicholas Kaldor And Noble laureate John Hicks. Both are famous for giving their contribution to economic concepts in the existing knowledge of literature.
Concept and application of cd and ces production function in resource managem...Nar B Chhetri
The document defines production functions and describes the Cobb-Douglas and CES production functions. It provides the mathematical forms and properties of each. The Cobb-Douglas production function relates output to labor and capital inputs. It is widely used in empirical analyses. The CES production function generalizes the Cobb-Douglas by allowing the elasticity of substitution to vary. Both functions exhibit constant returns to scale under certain parameter values. Examples are given of estimating production functions for various industries and crops using regression analysis.
This theory relies on the market behaviour of the consumer to know about his preferences with regard to the various combinations for the two reactions and responses of the consumer.
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...SOFTTECHHUB
The choice of an operating system plays a pivotal role in shaping our computing experience. For decades, Microsoft's Windows has dominated the market, offering a familiar and widely adopted platform for personal and professional use. However, as technological advancements continue to push the boundaries of innovation, alternative operating systems have emerged, challenging the status quo and offering users a fresh perspective on computing.
One such alternative that has garnered significant attention and acclaim is Nitrux Linux 3.5.0, a sleek, powerful, and user-friendly Linux distribution that promises to redefine the way we interact with our devices. With its focus on performance, security, and customization, Nitrux Linux presents a compelling case for those seeking to break free from the constraints of proprietary software and embrace the freedom and flexibility of open-source computing.
UiPath Test Automation using UiPath Test Suite series, part 6DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 6. In this session, we will cover Test Automation with generative AI and Open AI.
UiPath Test Automation with generative AI and Open AI webinar offers an in-depth exploration of leveraging cutting-edge technologies for test automation within the UiPath platform. Attendees will delve into the integration of generative AI, a test automation solution, with Open AI advanced natural language processing capabilities.
Throughout the session, participants will discover how this synergy empowers testers to automate repetitive tasks, enhance testing accuracy, and expedite the software testing life cycle. Topics covered include the seamless integration process, practical use cases, and the benefits of harnessing AI-driven automation for UiPath testing initiatives. By attending this webinar, testers, and automation professionals can gain valuable insights into harnessing the power of AI to optimize their test automation workflows within the UiPath ecosystem, ultimately driving efficiency and quality in software development processes.
What will you get from this session?
1. Insights into integrating generative AI.
2. Understanding how this integration enhances test automation within the UiPath platform
3. Practical demonstrations
4. Exploration of real-world use cases illustrating the benefits of AI-driven test automation for UiPath
Topics covered:
What is generative AI
Test Automation with generative AI and Open AI.
UiPath integration with generative AI
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
This document provides an overview of distributed lag models. It defines distributed lag models as models where the current value of a dependent variable is predicted based on current and past values of an explanatory variable. It discusses finite and infinite distributed lag models. Methods for estimating distributed lag models like ad hoc estimation and the Koyck model are described. The Koyck model specifies an exponential decline in lag weights. Problems with estimation like multicollinearity, serial correlation, and heteroscedasticity are also summarized.
Unit Root Test
1: What is unit root?
2: How to check unit root?
3: Types of unit root test
4: Dickey fuller
5: Augmented dickey fuller
6: Phillip perron
7: Testing Unit Root on E-views
This document discusses several methods used to measure economic development. It describes common metrics like gross national product (GNP) and per capita income, as well as indexes that account for other factors like quality of life, education, health and gender equality. These include the Physical Quality of Life Index, Human Development Index, Capability Approach, and Gender Related Development Index. No single measure can fully capture a country's economic development, so economists consider multiple criteria to evaluate progress.
The document discusses the theory of unbalanced growth as proposed by economists like Hirschman and Rostow. The key points are:
1. The theory argues for prioritizing investment in strategic sectors rather than all sectors simultaneously due to scarce resources in developing countries.
2. Investment in priority sectors will stimulate growth in other sectors through "linkage effects" as costs decrease and demand increases.
3. Hirschman classified investments as either social overhead capital (infrastructure) or direct productive activities (agriculture, industry) and argued the two cannot be expanded simultaneously so one sector should be prioritized initially.
This document discusses equilibrium in consumption and production using an Edgeworth box model. It explains that equilibrium occurs where the indifference curves of two consumers are tangent, known as the contract curve. General equilibrium is achieved when the contract curve touches the production possibility frontier in the Edgeworth box, establishing equilibrium in both markets simultaneously. However, general equilibrium is not unique and depends on given prices; the model assumes perfect competition and does not explain price determination.
The development gap and how it can be measuredjodiecmills
There are several ways to measure development levels and the gap between developed and developing countries:
1) GDP and GNP per capita are traditional economic measures but don't capture inequalities within countries.
2) Social indicators like health, education, and housing provide a more holistic view of development.
3) Composite indices that combine economic and social factors, such as the Human Development Index, provide a comprehensive overview of development levels.
4) Other indices measure specific issues like the digital divide, gender inequality, and livability between countries. No single measure can fully capture a country's development status.
This document discusses various methods for measuring inequality and poverty. It defines key terms like Lorenz curves, the Gini coefficient, quintiles, and dispersion ratios. The Lorenz curve plots the cumulative percentages of population against the cumulative percentages of income or expenditure they receive. The Gini coefficient measures the area between the Lorenz curve and perfect equality. Other measures discussed include the Theil index, generalized entropy measures, Atkinson's index, and the share of income or expenditure held by the lowest quintile. These measures provide different ways to analyze inequality across populations and identify how resources are distributed.
This document discusses income inequality through the Lorenz curve and Gini coefficient. It begins by explaining the Lorenz curve represents income distribution, with the line of equality showing an equal distribution and the Lorenz curve showing the actual distribution. It then defines the Gini coefficient as a numerical value between 0 and 1 that indicates a country's inequality, where 0 is perfect equality and 1 is perfect inequality. The document concludes by explaining how to calculate the Gini index by taking the ratio of the areas on a Lorenz curve diagram.
The Bergson social welfare function was introduced to provide a scientifically normative study of welfare economics. It defines social welfare as a function of the welfare of each member of the community, depending on factors like their consumption and services. The function establishes a relation between social welfare (W) and the utility levels (U) of each individual (U1, U2, etc.), representing social welfare as an increasing function of individual utilities. It assumes social welfare depends on individual wealth/income and distribution of welfare, and allows for interpersonal comparisons of utility. However, the concept has been criticized for not applying to all governments, being difficult to construct, arbitrary, and not empirically significant or helpful for solving problems.
Lewis theory, Rani-Fie-Lewis Theory on unlimited supplies of Labour and Todaro Model of Rural Urban Migration are famous theories on Rural_Urban Migration in Development economics
This document provides a summary of Roni Bhowmik's presentation on input-output analysis. The presentation was given on November 17, 2013 at the University of Chinese Academy of Sciences. It discusses the key concepts of input-output analysis developed by Wassily Leontief, including how input-output tables can be used to model interrelationships between sectors in an economy and estimate multiplier effects. The presentation also provides an example of an input-output table and calculations for direct requirements, total requirements, and type I, II and III multipliers.
Karl Gunnar Myrdal was a Swedish economist who received the Nobel Prize in Economics in 1974. He is known for his theories of cumulative causation, backwash effects, and the need for government intervention to promote balanced regional development. According to Myrdal, free market forces tend to increase inequalities between developed and underdeveloped regions. The backwash effects of economic activity in developed regions drain wealth from poorer regions in a vicious cycle of underdevelopment.
The document discusses deadweight loss that occurs due to taxes and monopolies. It provides the following key points:
- A tax creates a wedge between the price paid by buyers and received by sellers, resulting in a reduction in quantity traded and deadweight loss for society. The size of the deadweight loss depends on the price elasticities of supply and demand.
- Monopolies also create deadweight loss by setting price above marginal cost. Price discrimination allows monopolies to reduce deadweight loss by charging different prices to different customers.
- Estimating deadweight loss is difficult but important for evaluating market efficiency. Two approaches discussed are Harburger's method using industry profit margins and Cowling and Mueller's method
The document discusses the three major functions of government in economics according to Professor Musgrave:
1) Allocation function - The government provides goods and services called "social goods" that satisfy collective wants when the market cannot.
2) Distribution function - The government adjusts the distribution of wealth and income to ensure a "fair" state through taxes and transfer payments policies.
3) Stabilization function - The government uses fiscal and monetary policies to maintain high employment, price stability, and economic growth while considering trade and balance of payments effects. This is also called compensatory finance.
1) General equilibrium analysis studies when all markets in an economy are simultaneously in equilibrium. It looks at the interdependence between economic agents.
2) The model assumes two goods, two consumers, two factors of production (labor and capital), perfect competition, and profit/utility maximization.
3) Equilibrium in production occurs when firms maximize profits by equalizing marginal rates of technical substitution between goods. Equilibrium in exchange occurs when consumers maximize utility by equalizing marginal rates of substitution between goods with their budget constraints.
4) Overall general equilibrium is reached when rates of substitution are equal between consumers and firms, meaning the economy is using its resources efficiently at the tangency point between the production possibility frontier and indifference
There are three main measures of poverty:
1. The headcount index, which measures the proportion of the population that is poor in a simple count.
2. The poverty gap index, which adds up how far individuals fall below the poverty line on average, expressing this as a percentage of the poverty line.
3. The squared poverty gap index, which is a measure of poverty that takes into account inequality among the poor by weighting poverty gaps by the gaps themselves.
The Kaldor-Hicks Compensation Principle was given by British Economists Nicholas Kaldor And Noble laureate John Hicks. Both are famous for giving their contribution to economic concepts in the existing knowledge of literature.
Concept and application of cd and ces production function in resource managem...Nar B Chhetri
The document defines production functions and describes the Cobb-Douglas and CES production functions. It provides the mathematical forms and properties of each. The Cobb-Douglas production function relates output to labor and capital inputs. It is widely used in empirical analyses. The CES production function generalizes the Cobb-Douglas by allowing the elasticity of substitution to vary. Both functions exhibit constant returns to scale under certain parameter values. Examples are given of estimating production functions for various industries and crops using regression analysis.
This theory relies on the market behaviour of the consumer to know about his preferences with regard to the various combinations for the two reactions and responses of the consumer.
Why You Should Replace Windows 11 with Nitrux Linux 3.5.0 for enhanced perfor...SOFTTECHHUB
The choice of an operating system plays a pivotal role in shaping our computing experience. For decades, Microsoft's Windows has dominated the market, offering a familiar and widely adopted platform for personal and professional use. However, as technological advancements continue to push the boundaries of innovation, alternative operating systems have emerged, challenging the status quo and offering users a fresh perspective on computing.
One such alternative that has garnered significant attention and acclaim is Nitrux Linux 3.5.0, a sleek, powerful, and user-friendly Linux distribution that promises to redefine the way we interact with our devices. With its focus on performance, security, and customization, Nitrux Linux presents a compelling case for those seeking to break free from the constraints of proprietary software and embrace the freedom and flexibility of open-source computing.
UiPath Test Automation using UiPath Test Suite series, part 6DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 6. In this session, we will cover Test Automation with generative AI and Open AI.
UiPath Test Automation with generative AI and Open AI webinar offers an in-depth exploration of leveraging cutting-edge technologies for test automation within the UiPath platform. Attendees will delve into the integration of generative AI, a test automation solution, with Open AI advanced natural language processing capabilities.
Throughout the session, participants will discover how this synergy empowers testers to automate repetitive tasks, enhance testing accuracy, and expedite the software testing life cycle. Topics covered include the seamless integration process, practical use cases, and the benefits of harnessing AI-driven automation for UiPath testing initiatives. By attending this webinar, testers, and automation professionals can gain valuable insights into harnessing the power of AI to optimize their test automation workflows within the UiPath ecosystem, ultimately driving efficiency and quality in software development processes.
What will you get from this session?
1. Insights into integrating generative AI.
2. Understanding how this integration enhances test automation within the UiPath platform
3. Practical demonstrations
4. Exploration of real-world use cases illustrating the benefits of AI-driven test automation for UiPath
Topics covered:
What is generative AI
Test Automation with generative AI and Open AI.
UiPath integration with generative AI
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024Neo4j
Neha Bajwa, Vice President of Product Marketing, Neo4j
Join us as we explore breakthrough innovations enabled by interconnected data and AI. Discover firsthand how organizations use relationships in data to uncover contextual insights and solve our most pressing challenges – from optimizing supply chains, detecting fraud, and improving customer experiences to accelerating drug discoveries.
Maruthi Prithivirajan, Head of ASEAN & IN Solution Architecture, Neo4j
Get an inside look at the latest Neo4j innovations that enable relationship-driven intelligence at scale. Learn more about the newest cloud integrations and product enhancements that make Neo4j an essential choice for developers building apps with interconnected data and generative AI.
Unlocking Productivity: Leveraging the Potential of Copilot in Microsoft 365, a presentation by Christoforos Vlachos, Senior Solutions Manager – Modern Workplace, Uni Systems
GraphSummit Singapore | The Future of Agility: Supercharging Digital Transfor...Neo4j
Leonard Jayamohan, Partner & Generative AI Lead, Deloitte
This keynote will reveal how Deloitte leverages Neo4j’s graph power for groundbreaking digital twin solutions, achieving a staggering 100x performance boost. Discover the essential role knowledge graphs play in successful generative AI implementations. Plus, get an exclusive look at an innovative Neo4j + Generative AI solution Deloitte is developing in-house.
Building Production Ready Search Pipelines with Spark and MilvusZilliz
Spark is the widely used ETL tool for processing, indexing and ingesting data to serving stack for search. Milvus is the production-ready open-source vector database. In this talk we will show how to use Spark to process unstructured data to extract vector representations, and push the vectors to Milvus vector database for search serving.
How to Get CNIC Information System with Paksim Ga.pptxdanishmna97
Pakdata Cf is a groundbreaking system designed to streamline and facilitate access to CNIC information. This innovative platform leverages advanced technology to provide users with efficient and secure access to their CNIC details.
For the full video of this presentation, please visit: https://www.edge-ai-vision.com/2024/06/building-and-scaling-ai-applications-with-the-nx-ai-manager-a-presentation-from-network-optix/
Robin van Emden, Senior Director of Data Science at Network Optix, presents the “Building and Scaling AI Applications with the Nx AI Manager,” tutorial at the May 2024 Embedded Vision Summit.
In this presentation, van Emden covers the basics of scaling edge AI solutions using the Nx tool kit. He emphasizes the process of developing AI models and deploying them globally. He also showcases the conversion of AI models and the creation of effective edge AI pipelines, with a focus on pre-processing, model conversion, selecting the appropriate inference engine for the target hardware and post-processing.
van Emden shows how Nx can simplify the developer’s life and facilitate a rapid transition from concept to production-ready applications.He provides valuable insights into developing scalable and efficient edge AI solutions, with a strong focus on practical implementation.
Driving Business Innovation: Latest Generative AI Advancements & Success StorySafe Software
Are you ready to revolutionize how you handle data? Join us for a webinar where we’ll bring you up to speed with the latest advancements in Generative AI technology and discover how leveraging FME with tools from giants like Google Gemini, Amazon, and Microsoft OpenAI can supercharge your workflow efficiency.
During the hour, we’ll take you through:
Guest Speaker Segment with Hannah Barrington: Dive into the world of dynamic real estate marketing with Hannah, the Marketing Manager at Workspace Group. Hear firsthand how their team generates engaging descriptions for thousands of office units by integrating diverse data sources—from PDF floorplans to web pages—using FME transformers, like OpenAIVisionConnector and AnthropicVisionConnector. This use case will show you how GenAI can streamline content creation for marketing across the board.
Ollama Use Case: Learn how Scenario Specialist Dmitri Bagh has utilized Ollama within FME to input data, create custom models, and enhance security protocols. This segment will include demos to illustrate the full capabilities of FME in AI-driven processes.
Custom AI Models: Discover how to leverage FME to build personalized AI models using your data. Whether it’s populating a model with local data for added security or integrating public AI tools, find out how FME facilitates a versatile and secure approach to AI.
We’ll wrap up with a live Q&A session where you can engage with our experts on your specific use cases, and learn more about optimizing your data workflows with AI.
This webinar is ideal for professionals seeking to harness the power of AI within their data management systems while ensuring high levels of customization and security. Whether you're a novice or an expert, gain actionable insights and strategies to elevate your data processes. Join us to see how FME and AI can revolutionize how you work with data!
Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slackshyamraj55
Discover the seamless integration of RPA (Robotic Process Automation), COMPOSER, and APM with AWS IDP enhanced with Slack notifications. Explore how these technologies converge to streamline workflows, optimize performance, and ensure secure access, all while leveraging the power of AWS IDP and real-time communication via Slack notifications.
GraphRAG for Life Science to increase LLM accuracyTomaz Bratanic
GraphRAG for life science domain, where you retriever information from biomedical knowledge graphs using LLMs to increase the accuracy and performance of generated answers
UiPath Test Automation using UiPath Test Suite series, part 5DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 5. In this session, we will cover CI/CD with devops.
Topics covered:
CI/CD with in UiPath
End-to-end overview of CI/CD pipeline with Azure devops
Speaker:
Lyndsey Byblow, Test Suite Sales Engineer @ UiPath, Inc.
Essentials of Automations: The Art of Triggers and Actions in FMESafe Software
In this second installment of our Essentials of Automations webinar series, we’ll explore the landscape of triggers and actions, guiding you through the nuances of authoring and adapting workspaces for seamless automations. Gain an understanding of the full spectrum of triggers and actions available in FME, empowering you to enhance your workspaces for efficient automation.
We’ll kick things off by showcasing the most commonly used event-based triggers, introducing you to various automation workflows like manual triggers, schedules, directory watchers, and more. Plus, see how these elements play out in real scenarios.
Whether you’re tweaking your current setup or building from the ground up, this session will arm you with the tools and insights needed to transform your FME usage into a powerhouse of productivity. Join us to discover effective strategies that simplify complex processes, enhancing your productivity and transforming your data management practices with FME. Let’s turn complexity into clarity and make your workspaces work wonders!
TrustArc Webinar - 2024 Global Privacy SurveyTrustArc
How does your privacy program stack up against your peers? What challenges are privacy teams tackling and prioritizing in 2024?
In the fifth annual Global Privacy Benchmarks Survey, we asked over 1,800 global privacy professionals and business executives to share their perspectives on the current state of privacy inside and outside of their organizations. This year’s report focused on emerging areas of importance for privacy and compliance professionals, including considerations and implications of Artificial Intelligence (AI) technologies, building brand trust, and different approaches for achieving higher privacy competence scores.
See how organizational priorities and strategic approaches to data security and privacy are evolving around the globe.
This webinar will review:
- The top 10 privacy insights from the fifth annual Global Privacy Benchmarks Survey
- The top challenges for privacy leaders, practitioners, and organizations in 2024
- Key themes to consider in developing and maintaining your privacy program
Removing Uninteresting Bytes in Software FuzzingAftab Hussain
Imagine a world where software fuzzing, the process of mutating bytes in test seeds to uncover hidden and erroneous program behaviors, becomes faster and more effective. A lot depends on the initial seeds, which can significantly dictate the trajectory of a fuzzing campaign, particularly in terms of how long it takes to uncover interesting behaviour in your code. We introduce DIAR, a technique designed to speedup fuzzing campaigns by pinpointing and eliminating those uninteresting bytes in the seeds. Picture this: instead of wasting valuable resources on meaningless mutations in large, bloated seeds, DIAR removes the unnecessary bytes, streamlining the entire process.
In this work, we equipped AFL, a popular fuzzer, with DIAR and examined two critical Linux libraries -- Libxml's xmllint, a tool for parsing xml documents, and Binutil's readelf, an essential debugging and security analysis command-line tool used to display detailed information about ELF (Executable and Linkable Format). Our preliminary results show that AFL+DIAR does not only discover new paths more quickly but also achieves higher coverage overall. This work thus showcases how starting with lean and optimized seeds can lead to faster, more comprehensive fuzzing campaigns -- and DIAR helps you find such seeds.
- These are slides of the talk given at IEEE International Conference on Software Testing Verification and Validation Workshop, ICSTW 2022.
Cosa hanno in comune un mattoncino Lego e la backdoor XZ?Speck&Tech
ABSTRACT: A prima vista, un mattoncino Lego e la backdoor XZ potrebbero avere in comune il fatto di essere entrambi blocchi di costruzione, o dipendenze di progetti creativi e software. La realtà è che un mattoncino Lego e il caso della backdoor XZ hanno molto di più di tutto ciò in comune.
Partecipate alla presentazione per immergervi in una storia di interoperabilità, standard e formati aperti, per poi discutere del ruolo importante che i contributori hanno in una comunità open source sostenibile.
BIO: Sostenitrice del software libero e dei formati standard e aperti. È stata un membro attivo dei progetti Fedora e openSUSE e ha co-fondato l'Associazione LibreItalia dove è stata coinvolta in diversi eventi, migrazioni e formazione relativi a LibreOffice. In precedenza ha lavorato a migrazioni e corsi di formazione su LibreOffice per diverse amministrazioni pubbliche e privati. Da gennaio 2020 lavora in SUSE come Software Release Engineer per Uyuni e SUSE Manager e quando non segue la sua passione per i computer e per Geeko coltiva la sua curiosità per l'astronomia (da cui deriva il suo nickname deneb_alpha).
3. 2 Calculation The Lorenz Curve is employed to illustrate the calculation of Gini Coefficient. Suppose there is a hundred families. These families are arranged in ascending income. The Lorenz curve is constructed by plotting the cumulative share of household on the horizontal axis and cumulative share of household income on the vertical axis. Gini Index is equals to Area A divided by Area A and B
4. 3 Examples The nearer a country’s Gini Coefficient is to 1, the more serious a country’s economic inequality. Places Gini Coefficient Survey Year Australia 0.352 1994 Canada 0.331 1998 France 0.327 1995 Germany 0.283 2000 Japan 0.249 1993 Singapore 0.425 1998