what is lstm and explain its functioning with an example. what are the performance parameters and how do they work.
Answers
LSTM is an abbreviation for long short-term memory. It is a model or architecture that extends recurrent neural networks' memory. Recurrent neural networks often have short-term memory,' in that they utilize durable prior knowledge in the present neural network.
What are the benefits of LSTMs?LSTMs offer a wide range of parameters, including learning rates and input and output biases. As a result, no precise modifications are required. The difficulty of updating each weight is decreased to O (1) with LSTMs, which is analogous to Back Propagation Through Time (BPTT). We must first convert the data before we can fit an LSTM model to it. Prior to fitting a model and making a forecast, the dataset is subjected to the three data transforms listed below. Make the time series data stationary by transforming it.
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Related Questions
I NEED YOU TO SUMMARIZE THE ANSWER RIGHT NOW ASAP
There are, in fact, three very important benefits of installment selling. It enables a new article to come into general use more rapidly than would otherwise be possible. It greatly increases production. And from these facts it follows that installment buying reduces costs of production, at the same time making possible an improvement in quality. . . .
Answers
Answer:
And from these facts it follows that installment buying reduces costs of production, at the same time making possible an improvement in quality.
Explanation:
I can change it if you don't like it or not long enough
The declaration of indepedence expresses the philosophy that the power of government comes from?
Answers
The declaration of independence expresses the philosophy that the power of government comes from the people.
What is independence?Freedom from governing or being ruled by another country.Independence develops one's ability to be self-reliant and self-sufficient, to do what is required to make a fulfilling life for oneself and one's family.It fosters self-esteem and confidence, as well as drive and perseverance in academics. It promotes self-reliance, giving your youngster a sense of control over their lives.The Declaration of Independence represents the notion that government authority is derived from the people.In 1821, Mexico declared independence from Spain.Therefore, the declaration of independence expresses the philosophy that the power of government comes from the people.
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What is not an american political value identified in the textbook that helps resolve conflict?
Answers
The correct answer is option c) fraternity.
Fraternity holds a marginal position in modern political philosophy since it emphasizes community and clashes with the individualism present in the dominant liberal tradition. As a result, it concentrates upon what brings us together rather than what divides us. In addition, fraternity sounds not only ancient to modern ears but also politically inappropriate, because it expresses an ideal of male solidarity to the exclusion of women. Thus, the fraternity has been seen as an ethical rather than a political issue. That is why it is not an American political value that helps resolve conflict.
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Which of the following is NOT an American political value identified in the textbook that helps resolve conflict?
a) democracy
b) equality
c) fraternity
d) liberty
The opposite of a country that has cultural diversity would be a country that is
A. privileged
B. color-blind
C. homogeneous
D. dominant
Answers
Answer:
C. homogeneous
Explanation:
The word homogeneous means the same kind or alike.
What was the significance of the colonial victory at Fort Ticonderoga?
It provided new recruits into the continental army.
It led to the conquering of the Canadian territories.
It was the end of Benedict Arnold.
It gave the Americans additional arsena.
Answers
Answer:
Correct answer is It gave the Americans additional arsenal.
Explanation:
First option is not correct as it didn't provide new recruits in that period. Actually, process of recruitment was very slow during first year of war.
Second option is not correct as Canada was in control of Britain during the war.
Third option is not correct as this was the first great battle during the war in which Arnold participated.
Fourth option is a correct one as they captured a lot of cannons, which they later used during the siege of Boston.
Answer: Correct answer is It gave the Americans additional arsenal.
Explanation:
First option is not correct as it didn't provide new recruits in that period. Actually, process of recruitment was very slow during first year of war.
Second option is not correct as Canada was in control of Britain during the war.
Third option is not correct as this was the first great battle during the war in which Arnold participated.
Fourth option is a correct one as they captured a lot of cannons, which they later used during the siege of Boston.
Describe the effect of climate in mortality rate.
Answers
Answer:
hope it helps...
Explanation:
Similarly, a day with a mean temperature below 20° F is associated with an increase in annual mortality of roughly 0.07–0.08 percent. ... The preferred estimates suggest that climate change will lead to an increase in the age adjusted U.S. mortality rate of 3 percent by the end of the twenty-first century.
Climate can be defined as the weather conditions of a given geographical area over a long time period.
Mortality rate can be defined as the death of human beings in a given area or period of time.
Climate affects mortality rate in several ways. During periods of high temperature, and low temperature. During these periods, the temperature rises or it could fall.
Several life threatening illnesses occur due to changes in climate. Extreme rainfall has brought about the loss of lots of lives and the displacements of a lot of persons from their homes.
Extreme Temperature changes that occur during summer time cause extreme heat and dryness. The end result is the loss of lives and properties to wildfires.
Extreme drop in temperature during winter time causes death due to cold and other cold related diseases.
In conclusion climate affects mortality through the varying degrees in the changes in Weather and Temperature of a place
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Which of the following is an example of the idea of intersectionality in research about media and race?
A. In magazines, Asians are more likely to be depicted as female In movies.
B. Latin people are not likely to be represented as all.
C. On television, Black people are more likely to be depicted as violent.
D. In newspapers, virtually no South Asian people hold editorial positions.
Answers
The example that best illustrates the idea of intersectionality in research about media and race is:
D. In newspapers, virtually no South Asian people hold editorial positions.
Intersectionality refers to the interconnected nature of social categorizations such as race, gender, and class, which create overlapping and interdependent systems of discrimination. Option D demonstrates this concept as it highlights the lack of representation for South Asian individuals in editorial positions, indicating that their race may intersect with other factors (such as class or professional hierarchy) to create barriers in the media industry.
By considering intersectionality, it becomes possible to better understand the complex and overlapping ways in which systems of oppression and privilege operate in society. It allows for a more nuanced analysis of social issues and informs efforts to promote inclusivity, equality, and social justice for all individuals, regardless of their intersecting identities.
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An example of the idea of intersectionality in research about media and race is: In newspapers, virtually no South Asian people hold editorial positions. The correct answer is option D.
Intersectionality refers to the interconnectedness of various social identities and how they intersect to shape a person's experiences and opportunities. The example provided in option D highlights the intersectionality of race and employment in the media industry.
It points out the underrepresentation of South Asian people specifically in editorial positions within newspapers, which suggests the existence of systemic barriers or biases that prevent their advancement in this field. This example illustrates how race intersects with professional opportunities within a specific media context.
Therefore, the correct answer is option D. In newspapers, virtually no South Asian people hold editorial positions.
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What does the story of Ruth and Naomi teach? Choose three answers.
the importance of helping others in need
the importance of teaching others
the importance of defending yourself
the importance of overcoming difficult situations
the importance of becoming a prophet I WILL GIVE BRAINLIEST!! Please hurry!!!!!
Answers
Answer:
What does the story of Ruth and Naomi teach? Choose three answers.
the importance of helping others in need
the importance of teaching others
the importance of overcoming difficult situations
Explanation:
got it right on engenuity
Answer:
A, B, and D
Explanation:
I took it on Edge
What conclusions does Hanushek draw about the role of quality versus quantity in education and their relationship to economic growth? Where does USA stand and how does he explain US growth performance? What about the future? (additional resource: see the articles by Hanushek under lecture notes) Summarize,in a few sentences, Hanushek's findings about Latin America vs East Asia.
Answers
Hanushek's findings suggest that the quality of education plays a more significant role in economic growth than the quantity of education. He argues that the United States' economic growth performance can be partly explained by its focus on quality education, despite average education quantity.
Hanushek emphasizes the need for educational policies that prioritize improving the quality of teaching and learning outcomes to ensure sustainable economic growth. In comparing Latin America and East Asia, Hanushek finds that East Asian countries have made substantial progress in improving their education systems, resulting in higher economic growth rates compared to Latin American countries.
According to Hanushek, the quality of education has a stronger impact on economic growth than the quantity of education. He argues that while increasing the number of years spent in school is important, the actual knowledge and skills acquired by students are more crucial for economic development. Hanushek suggests that the United States' growth performance can be attributed to its focus on quality education, which has led to a highly skilled workforce and innovation.
In comparing Latin America and East Asia, Hanushek finds that East Asian countries, such as South Korea and Japan, have made significant strides in improving the quality of their education systems. These countries have focused on raising educational standards, investing in teacher quality, and promoting accountability. As a result, they have experienced higher economic growth rates compared to Latin American countries, where educational improvements have been relatively slower and less effective.
For the future, Hanushek highlights the importance of continuing to prioritize quality education. He suggests that policies should aim to improve teacher effectiveness, enhance student learning outcomes, and ensure that education systems adapt to the changing demands of the global economy. Hanushek's findings underscore the crucial role of quality education in fostering sustainable economic growth and competitiveness.
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With the help of diagram, explain if the appropriate macroeconomic policies to defend when the following economic conditions with balance of payment is in deficit:- a. Depreciation in exchange rate (10 marks) b. Withdrawal of retirement funds. (10 marks) c. Increase in property gain tax. (10 marks)
Answers
a. Depreciation in exchange rate When a nation is in deficit in its balance of payments, macroeconomic policies can be used to rectify this situation. Depreciation in exchange rates is one of the most widely used macroeconomic policies for dealing with a balance of payments deficit. When the exchange rate depreciates, it makes domestic products more competitive and lowers import prices. This causes an increase in net exports and a decline in imports, resulting in a reduction in the trade deficit. This can be illustrated using the following diagram:
b. Withdrawal of retirement funds Another macroeconomic policy that can be used to address a balance of payments deficit is the withdrawal of retirement funds. The withdrawal of retirement funds boosts domestic demand, which, in turn, increases the production of goods and services, as well as employment, thereby increasing the country's income. As a result, the country will export more and import less. The diagram below illustrates this:
c. Increase in property gain tax When a balance of payments deficit occurs, an increase in property gain tax can be used as a macroeconomic policy. This can be accomplished by taxing profits on the sale of property, such as stocks, real estate, and other assets. The tax revenue from the property gain tax can be used to support government expenditure, such as infrastructure, healthcare, and education, which in turn increases domestic consumption. As a result, the country can begin to export more than it imports, reducing the balance of payments deficit. The diagram below depicts this situation: Each of these macroeconomic policies is a viable solution to balance of payment deficits. However, selecting an appropriate macroeconomic policy depends on the country's particular situation.
About MacroeconomicMacroeconomic is the study of the economy as a whole. Macroeconomics describes economic changes that affect society, firms, and markets.
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the most important value dimension that shapes our sense of self is the power distance value dimension
Answers
The power distance value dimension is the most significant value dimension that affects how we perceive ourselves.
It refers to the level of disparity among members of a society and how that inequality is tolerated. This value dimension affects our attitudes and actions in relation to hierarchy, authority, and respect for tradition, which forms our sense of self.
It may also influence our interactions with others and our expectations of how they should treat us. Our feeling of identification and belonging within a society can be shaped by power distance, which has the power to both generate and reinforce cultural and social norms.
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The complete question is:
What is the most important value dimension that shapes our sense of self?
Pls. Answer I don’t get it
Answers
how did self governing colonies worked with english government digaram
Answers
Each colony had a governing who served as head of the authorities. Most governors have been assisted via way of means of an advisory council. In royal colonies the English king or queen decided on the governor and the council members. In proprietary colonies, the owners selected all of those officials.
The House of Burgesses became one of the earliest examples of colonies restricted self-authorities. 1620: Mayflower Compact (majority rule & Separation of Church and State) After receiving permission to settle in British North America, William Bradford and a set of Separatists left Leiden, Holland for North America in 1619.
The Mayflower Compact became critical as it became the primary file to set up self-authorities withinside the New World. It remained energetic till 1691 whilst Plymouth Colony have become a part of Massachusetts Bay Colony.
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according to a feminist perspective on global development, personal development must coincide with political and social action.
true or false
Answers
The statement “according to a feminist perspective on global development, personal development must coincide with political and social action” is true because personal development is seen as interconnected with political and social action.
According to a feminist perspective on global development, personal development is seen as interconnected with political and social action. Feminism emphasizes the importance of addressing structural inequalities and power imbalances that affect women and marginalized groups at both individual and societal levels.
It recognizes that personal growth and empowerment can be enhanced through collective efforts to challenge oppressive systems, advocate for gender equality, and promote social change. From this perspective, personal development is not seen as separate from political and social action but rather as integral to it, the statement is true.
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What are the tiny invaders being discussed in this article? Where are they arriving? Why are they arriving there ?
Answers
I inferred you are referring to the article found here https://kids.nationalgeographic.com/explore/science/green-invaders/
Explanation:
The tiny invaders being discussed in this article are plants. These plants are considered are invaders because they come from other countries, but are now threatening the existence of the country's native plants. They were brought in by people because they wanted to make their gardens and yards look beautiful since they rarely found locally.
Answer:
These tiny invaders are the seeds of plants. They arrive across geographical boundaries and climate extremes. Plants often spread from place to place through human travel and trade. More frequently, invasive species travel to their new homes by accident.
Explanation:
Got 100 percent!
Why does socialization continue throughout life?
Answers
Answer:
Socialization is the process by which human infants acquire the skills necessary to perform as a functioning member of their society, a process that continues throughout an individual's life. It is the behavioral patterns reinforced by socializing agents of society, like schools and workplaces.
Explanation:
Hope this helps!
Answer:
Socialization is the process by which human infants acquire the skills necessary to perform as a functioning member of their society, a process that continues throughout an individual's life. It is the behavioral patterns reinforced by socializing agents of society, like schools and workplaces.
Why is it important to study bio cultural anthropology?
Answers
Answer:
Studying health and healing from a biocultural perspective takes illness and/or disease and puts it in the context of how a culture embodies the illness they feel as a result of the disease.
In your opinion, which component of government spending is the most important?
Answers
1) How does Canada’s justice system and the youth criminal justice act attempt to treat young offenders fairly and equality?
2) What role do Canada’s citizens and organizations play in the fairness and equality of Canada’s justice system for youth?
Answers
1. The Canadian justice system and the Youth Criminal Justice Act (YCJA) aim to treat young offenders fairly and equally by recognizing that young people are still developing and are therefore less culpable for their actions than adults. The YCJA sets out specific procedures and principles that must be followed when dealing with young offenders, and it emphasizes the importance of rehabilitating and reintegrating young people into society.
Under the YCJA, young offenders have the right to be treated fairly and with dignity, and to have their privacy protected. They are also entitled to legal representation, and the YCJA requires that they be given an opportunity to participate in the decision-making process that affects their lives.
In addition, the YCJA emphasizes the importance of addressing the underlying causes of young people's offending behavior, such as poverty, social isolation, or mental health issues. This can help to ensure that young offenders are not unfairly punished for circumstances that are beyond their control.
2. Canadian citizens and organizations play a crucial role in ensuring the fairness and equality of Canada's justice system for youth. By participating in the criminal justice process, either as jurors, witnesses, or victims, they can help to ensure that the system is accountable and transparent.
Citizens and organizations can also advocate for changes to the justice system that would better serve the needs of young offenders, such as providing more resources for rehabilitation or addressing systemic issues that contribute to youth offending.
Citizens and organizations can play a role in educating young people about the justice system and their rights within it, which can help to promote a greater understanding and respect for the law among young people.
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Step 1: Work in a group to create a food web.
a) Combine the information you gathered about your organism with the information from other
members in your group.
b) Create a food web on a poster board that accurately shows the feeding relationships between
all of the organisms.
1. The producer will be provided by your teacher.
2. Include a drawing of the sun providing energy for the producer.
3. Arrange and glue the printed images of organisms on the poster board.
4. Draw arrows to show the feeding relationships between all of the organisms.
I'm doing a food web about Dolichothele Diamantinensis, also known as the Brazilian blue dwarf beauty tarantula PLEASE HELP WILL give brainliest and a lot of points
Answers
All of the food chains in an ecosystem make into a food web. Each organism in an ecosystem resides at a certain trophic level, position, or web of relationships with other organisms.
What are the groups in a food web?By their position in the food chain, consumers can be distinguished: first order (primary) consumers eat producers; second order (secondary) consumers eat primary consumers; third order (tertiary) consumers eat secondary; and so on.
Not all species lower on a food chain are necessarily consumed by consumers higher up.
A food web is made up of all the linked and overlapping food systems in an ecosystem. In feeding chains, organisms are categorised into trophic levels.
Therefore, all of the food chains in an ecosystem make into a food web. Each organism in an ecosystem resides at a certain trophic level, position, or web of relationships with other organisms.
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Which one of the following lists are ALL renewable resources?
Answers
Answer:solar, wind, water, energy,
Explanation:
The united states experienced a recession that lasted for more than a year in the late 2000s. how did this recession most likely affect u.s. trade partners canada and mexico?
Answers
What caused this economic chaos?
Economists point to the collapse of the subprime market -- defaults on high-risk home loans -- as the main culprit, leading to a credit crunch in the global banking system and a steep decline in bank lending.But in reality, the reasons are more complex. According to a 2011 report by the Financial Crisis Inquiry Commission, the Great Recession was a preventable disaster caused by widespread failures, including government regulations and Wall Street's risky behavior.To learn more about Great Recession, refer to:
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Where were the two atomic bombs dropped, ending the war between the United
States and Japan?
A. Iwo Jima and Midway
B. Hiroshima and Tokyo
C. Berlin and Paris
D. Hiroshima and Nagasaki
Answers
Answer:
D.
Explanation:
The United States detonated two atomic bombs over the Japanese cities of Hiroshima and Nagasaki in August 1945, killing 210,000 people—children, women, and men.
MICROECON HELP!!!
Given a normal market demand curve for airline travel, if airline pilots get a raise in pay, then there is a/an
increase in supply of airline tickets.
decrease in supply of airline tickets.
increase in quantity supplied of airline tickets.
decrease in quantity supplied of airline tickets.
decrease in demand for airline tickets.
Answers
Answer:
increase in supply of airline tickets
why do teachers give essay test?what do they want rhe student to be able to do?
Answers
Answer:
Well-constructed essay questions test higher-level knowledge than most objective questions. They also furnish students with valuable writing practice and provide the opportunity for mutual feedback between teacher and student.
QUESTION 4: Spend a little time looking up the term 'atomisation', and learning more about how Mass Media actually leaves us isolated and lonely. We live in the most connected society ever imagined, and yet we are often very lonely: how can that be? Atomisation is the result of mass media - millions of us can watch the same show or the same movie at the same time, and yet we form no actual connections to one another. We don't talk to strangers in a movie theatre. We barely know our neighbours. In this particular moment where we're all stuck indoors, literally being told to ISOLATE from one another... do you think The Internet has the potential to bring people together in a meaningful way? If Radio and Film and TV caused Atomisation and isolation and loneliness... could the internet help to fix this problem?
Answers
While mass media has been associated with atomisation and loneliness, the internet has the potential to bring people together in a meaningful way. Through online platforms, social media, and virtual communities, the internet allows individuals to connect, communicate, and form relationships, potentially mitigating the sense of isolation caused by traditional mass media.
Atomisation refers to the process of individuals becoming disconnected or isolated from one another. Mass media, including radio, film, and television, has been argued to contribute to atomisation by creating a situation where people consume media in isolation, lacking direct social interaction. Despite living in a highly connected society, feelings of loneliness persist. While consuming the same media simultaneously, individuals do not form genuine connections with each other.In the current context of physical isolation, the internet has the potential to alleviate loneliness by providing platforms for meaningful interaction. Online communities, social media, and virtual communication tools allow individuals to connect, engage in conversations, and form relationships. Unlike traditional mass media, the internet offers opportunities for active participation and direct communication with others. Through the internet, people can bridge distances, find like-minded individuals, and build connections based on shared interests or experiences.While the internet cannot completely solve the problem of atomisation caused by traditional media, it provides avenues for people to interact and establish meaningful relationships, potentially mitigating feelings of isolation and loneliness..For more such question on Social media
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These programs show that the federal government has changed its philosophy over the years in that the government now provides what service to many Americans?
A) Healthcare
B) Care and Aid Programs
C) Modernization and Art
D) Protection and Finance
Answers
Over the years, the federal government has shifted its philosophy to provide more care and aid programs to many Americans. This change in approach has been evident in the government's various social programs such as welfare, food assistance, and unemployment benefits. These programs aim to help those in need and provide support to those who may be struggling to make ends meet
Over the years, the federal government has shifted its philosophy to provide more care and aid programs to many Americans. This change in approach has been evident in the government's various social programs such as welfare, food assistance, and unemployment benefits. These programs aim to help those in need and provide support to those who may be struggling to make ends meet. This shift in philosophy has been driven by a desire to improve the quality of life for all Americans and to ensure that everyone has access to the resources they need to succeed. While the government still provides other services such as healthcare, protection, and finance, the focus has increasingly been on care and aid programs to help those in need.
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Explain five trategie an individual can adopt to intimate build and utain a poitive relationhip with the people around him or her
Answers
Five ways to build strong relationships : Communicate in an honest and open manner. Good communication is essential to healthy relationships, whether it takes place in person, over the phone, or by email.
Gain interpersonal skills. This refers to your interpersonal skills.
Respect and gratitude for others.
Accept assistance and give assistance.
Be upbeat
Having open communication, trust, confidence, and honesty are just a few of the things that may make sure that couples continue in a relationship that fulfills them physically and emotionally, in addition to improving oneself while keeping uniqueness for the benefit of a healthy partnership. Here is a little tutorial that clarifies
After being together for a while, couples frequently enter into automatic mode that negatively impacts the quality of their relationship. Learn more about how to focus on what matters most in order to:
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Full Question : Explain five strategy an individual can adopt to intimate build and stain a positive relationship with the people around him or her
Which of the following describes the fighting and loyalties of the Vietcong?
A- Revolutionary forces under Mao Zedong
B- Buddhist protesters in South Vietnam
C- Guerrilla forces within the national liberation front
D- Opponents of the North Vietnamese communist goverment
Answers
Answer:
C, the vietcong used guerilla forces.
Answer:
Buddhist protesters in South vietnam
can someone help me please?
Answers
Answer:
ended through a series of negotiations between 1990 and 1993 and through unilateral steps by the de Klerk government
Explanation:
Explanation:
the south African people and governments of world community