which are main pillars that mlops combines to enable efficient ml model productionization

Answers

Answer 1

The main pillars that MLOps combines to enable efficient ML model productionization are continuous integration and delivery, model versioning and testing, and monitoring and feedback.

MLOps is a combination of machine learning (ML) and operational requirements to develop and maintain machine learning models. It is a technique that assists in automating the production, deployment, and maintenance of ML models.MLOps refers to a process that combines DevOps practices with ML. It includes the necessary infrastructure, pipeline, and automation to take machine learning from the experimentation phase to production efficiently.

Here are the three main pillars of MLOps:

1. Continuous Integration and Delivery (CI/CD): This pillar of MLOps incorporates the automation process of software development. It involves version control, testing, and deployment, as well as monitoring the release process.

2. Model Versioning and Testing: In the MLOps process, model versioning involves the versioning and management of trained ML models. Testing includes performing a battery of tests on the model in the development process. It involves unit tests, integration tests, regression tests, and A/B testing.

3. Monitoring and Feedback: This pillar of MLOps ensures that models are monitored in production and feedback is given regularly to improve the model. Monitoring helps identify potential errors and drifts in the model performance. Regular feedback helps in improving the model performance and its relevance to the business.

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Related Questions

are laws requiring sex offender registries effective? in other words, is this good policy? consider the stages of policy development. remember that in the criminal justice system, many policies take the form of laws. this question may involve additional research because i am asking you to discuss your informed opinion, not just how you feel about it. you can start with the information on pp 131-132 in mallicoat, but feel free to use other resources. be sure to cite your source.

Answers

Laws requiring sex offender registries are effective because they help to keep the public safe and reduce crime rates. Sex offender registries are an important tool for law enforcement in managing and preventing sex crimes.

Sex offender registration has become a standard policy in most countries, including the United States of America.The stages of policy development are: Problem identificationAgenda settingPolicy formulationPolicy implementationPolicy evaluationPolicy modification or terminationSome of the benefits of sex offender registries are that they help in identifying and tracking convicted sex offenders, particularly those who pose a high risk of reoffending.

The registries also provide information to the public about the location and whereabouts of convicted sex offenders, thus helping to prevent the commission of new sex crimes by these offenders. The registries also serve as a deterrent to would-be offenders by informing them that they will be closely monitored after their release from prison.Furthermore, sex offender registries provide valuable information to law enforcement agencies, which can use the information to investigate new sex crimes or to solve existing ones.

The registries also help to reduce the costs associated with the criminal justice system by reducing the number of sex crimes committed and by ensuring that convicted offenders are closely monitored after their release from prison.In conclusion, laws requiring sex offender registries are an effective policy that helps to keep the public safe and reduce crime rates. It is important to continue to evaluate and modify these policies as necessary to ensure that they remain effective and up-to-date.

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Using the information included in the table to guide you, which three of the following statements are probably true? Check all that apply. View Avallable Hint(s) Data are missing for some categories and countries.
A GNI per capita, PPP (2017) of under 1100 is consistent with an incorne of less than $3.10 a day. Child mortality rates have improved in all countries between 1990 and 2016.
Sub-Saharan African countries generaly have gender inequality problems favoring females rather than males.
There is room for improvement in the Under Age 5 Mortality Rate (2016).

Answers

Based on the information in the table, the three statements that are probably true are:

1. Data are missing for some categories and countries.

2. A GNI per capita, PPP (2017) of under 1100 is consistent with an income of less than $3.10 a day.

3. There is room for improvement in the Under Age 5 Mortality Rate (2016).

The table provides information on various indicators for different countries, and it is evident that data are missing for some categories and countries. This means that the information presented is not comprehensive and may not provide a complete picture.

Additionally, the table shows that a GNI per capita, PPP (2017) of under 1100 is consistent with an income of less than $3.10 a day. GNI per capita is a measure of average income, and a value below 1100 indicates a low income level, which aligns with an income of less than $3.10 a day. This suggests that a significant portion of the population in these countries may be living in poverty.

Furthermore, the table indicates that there is room for improvement in the Under Age 5 Mortality Rate (2016). The Under Age 5 Mortality Rate is a measure of the number of deaths per 1,000 live births in children under the age of five. The fact that there is room for improvement suggests that the mortality rate for children under the age of five is still relatively high in some countries, indicating a need for further efforts to improve healthcare and reduce child mortality.

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Explain how physical stress can impact a learner, whilst preparing for a test or exam​

Answers

Answer:

study and focus on what your looking at

The 2010 Supreme Court decision in Citizens United v. FEC allows
a. corporations, unions, and individuals to donate unlimited funds to presidential campaigns
b. corporations, unions, and individuals to donate unlimited funds to entities that are "independent" of the candidates
c. corporations, unions, and individuals to donate unlimited funds to political parties
d. political parties to create special funds to donate to candidates from federal monies.
e. options A and B are true.

Answers

The 2010 Supreme Court decision in Citizens United v. FEC allows option C. corporations, unions, and individuals to donate unlimited funds to political parties

What informs the 2010 Supreme Court decision in Citizens United v. FEC?

The case was decided in 2010. The Supreme Court proclaimed that the free speech clause of the First Amendment disallows the government from limiting independent expenditures for political activities by corporations, including nonprofit corporations, labor unions, and other associations.

Therefore, the correct answer is as given above. The supreme court ruled that corporations, unions, and individuals can donate unlimited funds to political parties.

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Which method is recommended for climbing a tree to enter an elevated stand?.

Answers

The method that is recommended for climbing a tree to enter an elevated stand is to always use three points of contact with your hands and feet.

What is a Safety Guideline?

This refers to the set of rules or steps that a person has to take in order to safely execute a thing with the minimum of risk.

Hence, we can see that the recommended method to be used to climb a tree to enter an elevated stand is to use three points of contact with your hands and feet and also to keep a firm hold and not let go.

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Barbecue is an important part of the cuisine of the American South, and people from the Carolinas to Texas debate the best recipe for barbecue sauce. This is an example of​
A. family culture
B. national culture
C. religious culture
D. regional culture

Answers

If Barbecue is an important part of the cuisine of the American South, and people from the Carolinas to Texas debate the best recipe for barbecue sauce. This is an example of​ :C. religious culture.

What is regional culture?

Regional culture can be defined as the type of culture that is formed by the people who lived in a region in which the people then adapt to the culture.

This given scenario best illustrate regional culture based on the fact that the culture that was adopted by the people of American South and people from the Carolinas to Texas  is that barbecue was know to be an important  part of their cuisine.

Therefore the correct option is C.

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What did the united states government do to encourage businesses to convert factories to wartime production?.

Answers

Answer:

A government agency established on January 16, 1942. Its purpose was to regulate the production and distribution of materials during World War II in the United States, and to convert peacetime industries to meet the demands of war.

Explanation:

The location of the countries in the North Africa/Southwest Asia region has made the area an important place for

Answers

Answer:

Wassup? Here's Ur Answer

Explanation:

The location of the countries in the North Africa/Southwest Asia region has made the area an important place for trade Due to the dry, harsh climate in Southwest Asia (the Middle East), which of these is necessary for large scale agriculture to take place?

Happy to Help From, Adam

HELP ME, I AM TIMED!!! Which statement best describes polytheism?

A) a belief in many gods
B) a belief in life after death
C) a belief in a god’s control over nature
D) a belief in the need to sacrifice to the gods

Answers

Answer:

A) a belief in many gods

Answer:

A

Explanation:

The _____ was a part of the series of studies sponsored by the Committee on Human Development to identify how people adjusted to normal aging processes.

Answers

The "Midlife Development in the United States" (MIDUS) study was a part of the series of studies sponsored by the Committee on Human Development to identify how people adjusted to normal aging processes.

The MIDUS study aimed to examine various aspects of midlife development, including physical health, psychological well-being, and social relationships. It involved a large-scale longitudinal investigation that followed a diverse sample of individuals across the United States over an extended period. By collecting data on multiple dimensions of aging, the MIDUS study provided valuable insights into the factors that influence individuals' adjustment to the aging process and their overall well-being during midlife and beyond.

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Explain the importance of photosynthesis.

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Answer:

We need photosynthesis because it is the first source of oxygen in the atmosphere, And Its basically life, because without it the planets will not survive and will die, The importance of photosynthesis in our life is the oxygen it produces

Research clearly shows that which type of goals lead to higher levels of task performance?
A. Detailed and easy
B. Specific and challenging
C. "Do your best" goals
D. Vague or no goals

Answers

Research consistently shows that B. Specific and challenging goals tend to lead to higher levels of task performance.

This concept is known as goal setting theory, which suggests that setting specific and challenging goals can increase motivation and drive individuals to achieve higher levels of performance.

Specific goals provide clear guidance and direction to individuals, outlining precisely what needs to be accomplished. They define the desired outcome in a specific manner, leaving no room for ambiguity. Challenging goals, on the other hand, push individuals to go beyond their comfort zones and strive for more significant achievements. They require individuals to exert additional effort and develop new strategies to meet the demands of the challenging goal.

In contrast, A. Detailed and easy goals may not provide sufficient motivation for individuals to push themselves beyond their current capabilities, leading to lower levels of performance. C. "Do your best" goals lack specificity, which can result in confusion and uncertainty about what is expected, leading to suboptimal performance. Similarly, D. Vague or no goals provide little direction or focus, making it difficult for individuals to prioritize their efforts and work towards a particular outcome.

Therefore, specific and challenging goals have been consistently identified as the type of goals that promote higher levels of task performance in research studies.

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Write a social responsibility report
In consequence of the activities that the student will participate in; It is aimed to contribute to society, human values, environment and natural life. In addition, by fulfilling the given tasks, the student will gain a sense of responsibility. In the followings, some institutions and foundations are given that student can participate in these activites.
a. Foundations that contribute social solidarity
o KIZILAY
o YEŞİLAY
o AFAD
o Darülaceze
o UNICEF
o Any Charity Institution in your Country
b. Foundations that contribute natural life and environment
o TEMA
o Doğa Derneği
o ÇEKÜL
o THKD
o Any charitable organization working to protect natural life in your Country
I did not go to volunteer for any company and I do not know what to do now

Answers

It is important to recognize the role that we play in society and to take responsibility for our actions. Through our participation in various activities, we have the opportunity to contribute to the well-being of others and to make a positive impact on the world around us.

In this report, we will highlight some of the institutions and foundations that offer opportunities for students to participate in activities that contribute to social solidarity, human values, and the environment. These include organizations such as KIZILAY, YEŞİLAY, AFAD, Darülaceze, UNICEF, and many others. By participating in these activities, we can gain a sense of responsibility and make a positive difference in the lives of others.

In addition to these organizations, there are also many charitable institutions and foundations that work to protect natural life and the environment. Examples include TEMA, Doğa Derneği, ÇEKÜL, and THKD, among others. By supporting these organizations, we can help to preserve the natural beauty of our planet and ensure that future generations can enjoy it as well.

While I did not go to volunteer for any company, I encourage all students to take advantage of the opportunities that are available to them. By participating in these activities, we can gain valuable experience, make new friends, and contribute to the betterment of our communities and the world at large.

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The systematic killing of Jews in Germany was called

Answers

The Holocaust! Hope this helps you with your answer.

The Holocaust, although the German policy was called the "Final Solution to the Jewish Question"


what is the Jurubaças' identity and their role in Sino-Portugese
negotiations after the 1622 Dutch attack?

Answers

The Jurubaca people, also known as the local Chinese or the Tanka people, are a group of Chinese people who have been living in the area surrounding Macao for generations. They played a crucial role in the Sino-Portuguese negotiations that occurred after the 1622 Dutch attack.

The Tanka people were known for their seafaring abilities and their work in the fishing industry, and they played a crucial role in the Sino-Portuguese negotiations that occurred after the 1622 Dutch attack.

In 1622, the Dutch captured the port city of Macau, which was then under Portuguese control. This event made the Chinese realize that the Portuguese were not invincible. As a result, the Chinese began to take a more active role in the negotiations between the Portuguese and the Chinese Empire.

The Jurubaças played a significant role in these negotiations, acting as intermediaries between the Portuguese and the Chinese authorities. The Jurubaças were able to communicate with both the Portuguese and the Chinese because of their ability to speak both languages.

As a result, they were able to facilitate the negotiations and help the two sides reach an agreement.

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writing for media
1 Reflect on the inverted pyramid style of writing - can it be used to support effective speech writing?
up to 300 words

Answers

The inverted pyramid style of writing can be a useful technique for effective speech writing. By starting with the most important information, staying focused on key messages, and being concise and to the point, speakers can engage their audience, stay on track, and make a lasting impact.

The inverted pyramid style of writing refers to a technique that is commonly used in journalism. It involves placing the most important information at the beginning of a story and gradually providing fewer and less important details as the story progresses. This approach allows readers to quickly grasp the key points of the story, even if they do not read the entire article.

The answer to this question is yes, the inverted pyramid style of writing can be used to support effective speech writing. There are several reasons for this. Firstly, the technique allows speakers to capture the attention of their audience right from the beginning of their speech.

By starting with the most important information, speakers can immediately engage their listeners and make them interested in what they have to say. This is particularly important in situations where speakers have limited time to make their point. Secondly, the inverted pyramid style of writing can help speakers stay focused on the key messages they want to convey.

By organizing their speech in a logical and structured way, speakers can ensure that they cover all of the important points they need to make. This can be especially helpful in situations where speakers might be nervous or distracted, as it provides them with a clear roadmap for their presentation.

Finally, the inverted pyramid style of writing can help speakers be more concise and to the point. By prioritizing the most important information, speakers can avoid getting bogged down in unnecessary details or tangents. This can be especially helpful in situations where time is limited or where audiences have a short attention span.

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if you walk at a speed of 3.4 m/s for 63 seconds , how far away is your destination ?

Answers

Answer:

90 kilometres.

Explanation:

Robert Butler states that life review is set in motion by:Select one:a. retrospective glances on life's worth.b. looking forward to death.c. handing over the legacy to the next generation.d. conflicting views of wisdom against integrity.

Answers

According to Robert Butler, life review is set in motion by retrospective glances on life's worth.

The correct option is a. retrospective glances on life's worth.

This process involves reflecting on one's life experiences, accomplishments, and challenges to gain a greater understanding of one's identity and purpose. Life review can provide an opportunity for personal growth, as well as a chance to share wisdom and insights with future generations. The act of handing over one's legacy to the next generation is an important aspect of life review, as it allows individuals to pass on their values and experiences to future leaders. Overall, life review is a valuable process that can help individuals make sense of their past and find meaning in their lives.

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with the lack of clear boundaries around social classes in the united states, how do sociologists determine whether their subjects are in the upper class or the upper-middle class?

Answers

While the upper-middle class is frequently characterized as having control over only one's own life, the upper class is frequently defined as having control over both one's own life and the lives of those around them.

What factors do sociologists use when classifying someone as upper class or upper middle class?

Based on their level of money, education, and status, they are divided into two groups. Managers, small-business owners, teachers, and secretaries are examples of members of the lower middle class who frequently have lower earnings and less education.

What are some of the criteria used in the US to determine social class?

According to the vast majority of sociologists, social class is an affiliation based on comparable social characteristics, such as wealth, income, education, and occupation. These elements have an impact on a person's position and amount of power.

What distinguishes someone or a group of individuals as upper middle-class or working-class?

The most typical social classes are upper, medium, and lower classes. A social class is a collection of individuals organized into a set of hierarchical social categories. For instance, a person's education, wealth, occupation, income, and membership in a certain subculture or social network can all affect their social class.

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do you believe the miranda warning is an important part of our criminal justice system? Explain your answer.​

Answers

I personally believe the miranda warning is extravagantly important to the criminal justice system of the United States because when being out into police custody you should at least be read your rights which is technically what the miranda warning is. It's given by police to the suspect that they are obtaining into their custody to question that you don't have to speak especially if you're lawyer is not there and if you can't afford a lawyer you will be provided a public defender which is a given right of every American. I believe this law is out in place to keep people safe because people don't always know what to say when nervous, and it goes to say that words can always be twisted and used against you in the court of law.

In the PRO article, how are native peoples compared to Europeans? A Native peoples' ideas evolved while Europeans' did not change. B Native peoples were peaceful while Europeans were violent. C Both had powerful rulers who mistreated their people. D Both were violent civilizations that spread disease.

Answers

Answer:

Option: B.  Native peoples were peaceful while Europeans were violent.

Explanation:

European were more aggressive towards the Native Americans. Europeans Killed them in thousands to occupy their land. The Europeans fixed boundaries for land for farming and cattle keeping while Native Americans did not have a system of claiming land. The Native Americans associated with nature and worshiped it, while the Europeans had a European lifestyle and saw land as a way of generating wealth.

Thomas Jefferson position in the declaration of independence

Answers

Answer: He was the primary author

Explanation:

Answer:

Primary author

Explanation:

Drafting the Declaration of Independence in 1776 became the defining event in Thomas Jefferson's life. Despite Jefferson's desire to return to Virginia to help write that state's constitution, the Continental Congress appointed him to the five-person committee for drafting a declaration of independence. That committee subsequently assigned him the task of producing a draft document for its consideration. Drawing on documents, such as the Virginia Declaration of Rights, state and local calls for independence, and his own draft of a Virginia constitution, Jefferson wrote a stunning statement of the colonists' right to rebel against the British government and establish their own based on the premise that all men are created equal and have the inalienable rights of life, liberty, and the pursuit of happiness.

when a person reports feeling anxious about flying, that is an example of: select one: a. an issue b. a symptom c. a sign d. a trait

Answers

When a person reports feeling anxious about flying, it is an example of a symptom. A symptom is a physical or emotional indicator of a medical condition or a psychological disorder. The correct answer is optiion (b).

In this case, the person is experiencing anxiety, which is a psychological symptom. Anxiety is a feeling of fear or nervousness that is often accompanied by physical symptoms like sweating, shaking, and shortness of breath. Feeling anxious about flying can be a symptom of a specific phobia, such as aviophobia, which is a fear of flying. It can also be a symptom of a more generalized anxiety disorder, which is characterized by excessive worry and fear about everyday situations.



It is important to recognize symptoms like anxiety and seek professional help if they are interfering with daily life. There are many effective treatments available, including cognitive-behavioral therapy, medication, and relaxation techniques. By addressing the underlying cause of the anxiety, individuals can learn to manage their symptoms and improve their quality of life. Hence the right answer is option (b).

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what are some of the questions you would be interested in answering while conducting a post-blast investigation and what answers are you looking for.

Answers

In order to comprehend the causes and effects of explosions and to guarantee the safety of those around, post-blast studies are essential. Inquirers may inquire about the following during a post-blast investigation are given below.

Questions:

Why did the explosion happen? The cause of the explosion, such as a gas leak or explosive device, will be sought after by investigators.

What kind of explosive substance was employed? The sort of explosive used in the explosion—such as TNT, C-4, or a homegrown explosive—will be a factor in the investigation.

How big was the explosion area? The blast radius, impact zones, and any structural or infrastructure damage will all be important factors in determining how far the explosion traveled, according to investigators.

Was there any foreshadowing of the explosion?

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HELP ASAP PLEASEEEE

High temperatures can lead to the melting of metamorphic rock and the formation of _____.
options:

lava


sediment


magma


sedimentary rock

Answers

High temperatures can lead to the melting of metamorphic rock and the formation of Magma.

What happens when metamorphic rocks are melted?

Metamorphic rocks are often formed when rocks are put through a high amount of heat such that rocks are forced together. This also allows for fluids to be formed at high pressure.

If more heat is subjected to the  metamorphic rocks, the result would be that the rocks would melt and then become magma which is the main material found in the Earth's mantle. The temperature needs to be quite high however for metamorphic rocks to melt.

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The Bible teaches us _____.

reasonably
implicitly
internally
explicitly

Answers

Answer:Reasonably

Explanation:

the statement that clients are responsible for their own actions and predicaments represents

Answers

The statement that clients are responsible for their own actions and predicaments represents the principle of client self-determination.

Client self-determination is an ethical principle that forms the foundation of human service practice. It means that clients have the right to make their own decisions, as well as to accept responsibility for their choices and the results that follow. The principle of client self-determination suggests that clients are responsible for their own actions and predicaments. Thus, human service professionals must help clients recognize their strengths and limitations, and they must collaborate with clients in developing realistic goals and action plans. In conclusion, clients are the main decision makers in their own lives. They have the right to make choices, and human service professionals are obliged to help them in their decision-making process.

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According to Piaget, by about 6 or 7 years of age, children enter the ____ stage.

Answers

Answer:

According to Piaget, by about 6 or 7 years of age, children enter the Preoperational stage.

Explanation:

I hope this helps have a great day.

explain how one piece of evidence supports broers’ argument regarding the effects of napoleon’s rule on the common people of europe

Answers

To explain how one piece of evidence supports Broers' argument regarding the effects of Napoleon's rule on the common people of Europe using Napoleonic Code we can consider the following:

One key piece of evidence supporting Broers' argument is the implementation of the Napoleonic Code. The Napoleonic Code was a comprehensive legal system introduced by Napoleon that aimed to replace the fragmented and outdated laws across Europe. This new code provided a unified legal framework, ensuring equality before the law, protection of property rights, and religious freedom for the common people.

By implementing the Napoleonic Code, Napoleon's rule had a significant effect on the lives of the common people in Europe. It allowed them to enjoy more equal rights and protections under the law, which was a notable improvement compared to the previous legal systems. This evidence demonstrates that Napoleon's rule had a positive impact on the common people, as Broers' argument suggests.

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Training workers to do their jobs properly and working with suppliers to improve the quality of material they supply to you are examples of _____ costs.

Answers

Any business expense made with the goal of lowering the frequency of product or service mistakes is referred to as a preventative cost.

What is prevention cost ?

Total quality management (TQM) is the ongoing process of identifying and minimising or eliminating production defects, optimising the supply chain, enhancing the customer experience, and ensuring that staff members are trained to the highest standards. The goal of total quality management is to hold each party responsible for the whole standard of the finished good or service.

Any business expense made with the goal of lowering the frequency of product or service mistakes is referred to as a preventative cost. Spending more to improve raw material quality or boosting funds set aside for employee training are two examples of prevention costs. You weigh the predicted value of improvements against the overall prevention costs when determining the value of prevention expenses.

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Other Questions
Read the following passage"Formally, they are known as "Accessory Dwelling Units, (ADUS) but most people call them "granny flats" Whatever the name, these small, in-house or backyard living spaces are a good idea that can solvea lot of modern problems. Granny flats provide an important low-cost option in a tight and expensive housing market. They strengthen family bonds by making it possible for several generations to share thesame home or lot. They allow the disabled or elderly to be both independent yet also have help near at hand. More and more cities are changing their zoning laws to legalize ADUsIdentify the topic of the paragraph and what the author is saying about the topic. From that, find the stated main ideaTopic: accessory dwelling unitsO What the author is saying about the topic: cities should build ADUSStated main idea: More and more cities are changing their zoning laws to legalize ADUsTopic: granny flatsO What the author is saying about the topic: granny flats are a useful housing optionStated main idea: These small, in-house or backyard living spaces are a good idea that can solve a lot of modern problemsTopic: the housing crisisO What the author is saying about the topic: many people can't find housingStated main idea: Granny flats provide an important low cost option in a tight and expensive housing marketTopic: supporting familiesO What the author is saying about the topic: granny flats help extended families stay close togetherStated main idea: Formally, they are known as "Accessory Dwelling Units," (ADU) but most people call them "granny flats" why did some members of Congress oppose the bill martin Luther king holiday?(i have only a few hours so please help me) Why did the Industrial Revolution begin in England?A Strong banking systemB Long life expectancyC Mostly urban populationD Large population of landowners Suppose 2000 J of heat are added to 3.4 mol of argon gas at a constant pressure of 140 kPa. Part A Find the change in internal energy. Part B Find the change in temperature for this gas. Express your answer using two significant figuresPart C Calculate the change in volume of the gas. You stand at a place 200 miles north of the equator. Are you movingmore than or less than 40,000 kilometers per day? Determine the frequency of light with a wavelength of 2.672 x 10^-7cm 4x-6*x=238solve for x Help me please, go to the next page and see the picture? I need help on that. Hurry, this is the LAST THINGGG OMMGGG HURRRRYYY PLSSSS YOU'LL BE BRAINLIEST If the mother has a recessive condition (two copies of the gene) and the father is a carrier of a recessive trait, what is the probability for their children to inherit the trait?Choose one answera) 25%b) 75%c) 50%d) 100% 8) What was one of the most important inventions during the Tang Dynasty? Why was thisinvention important? What is evident of a country that has a parliamentary democracy? Senators must be U.S. citizens for at least 9 years.True or False g Name and describe two possible pathogens that could be responsible. The spinal tap reveals the presence of Gram-negative cocci in the CSF. What would be the likely diagnosis What is the difference between a renewable and non-renewable source of energy? Give 3 examples of each. Maria state that (-4,2) (2,4),(2,-2),(-4,-1) are the coordinate pairs of the vertices of her figure Why do you identify a topic of interest as the first step of the process of asking and refining questions to use as the basis of a research essay?A. To protect yourself from accusations of plagiarismB. To narrow the range of possible questionsC. To comply with MLA guidelines for writing research essaysD. To make sure the topic has not been covered before george purchased a life annuity for $2,200 that will provide him $55 monthly payments for as long as he lives. based on irs tables, george's life expectancy is 100 months. how much of the first $55 payment will george include in his gross income? If a chemical reaction has a mass of 20 grams how much mass will the product have if data for a time series analysis are collected on an annual basis only, which of the following components may be ignored? trend seasonal cyclical irregular Why is acid added to water first