What are the limitations of the model?

A Realtor in Massachusetts is analyzing the relationship between the sale price of a home (in $), it’s the square footage (in ft2), the number of bedrooms, the number of bathrooms, and a colonial dummy variable (colonial equals 1 if a colonial-style home; 0 otherwise). The relater collects data of 36 sales in Massachusetts for the analysis. The attached file “Assignment – Dataset 2” contains the data.Address the following questions: a) Develop a Neural Network (NN) prediction model for the sales price (Number of layers = 3, dense layers, activation function of “Relu”, number of nodes in each layer = 32).b) Predict the price of 2100 ft2 colonial style home with two bedrooms and two bathrooms.c) What are the limitations of the model?Submit a PDF file for your answers as well as the excel sheet. Include the Python code in the PDF.

Describe what is social networking in general.

Describe a company (Zappos, https://www.zappos.com/ ) that is using social networking to stay competitive. Indicate the way its business is affected through the use of social networking.Paper should relate to some of the related concepts as specified in chapter 8 and chapter extension 3, 11. Besides, appropriate concepts outlined in other chapters can also be included to substantiate the paper.Make sure your paper focuses on the issues raised by the assignment topic. Section your paper as suggested in the template below so that it is easy to understand and follow. Make each template requirement as section title in the paper. The template structure is as follows:Describe what is social networking in general.Describe how social networking makes business competitive.Describe the company Zappos and its working/competitive environment. Anytime a company is described, make sure the company description provides details like its products, its history, etc. even if the company is widely known.Describe how social networking features are making Zappos competitive. Provide instances of social networking applications utilized by the selected company that are properly referenced.

What are the different places one can find second-hand evidence mentioned in the video?

Step 1: Review or re-watch https://www.youtube.com/watch?v=zQHx45CQWFE and answer the following questions: What are the three different types of first-hand evidence mentioned in the video? What are the different places one can find second-hand evidence mentioned in the video? Give one example each of expert, historical, and quantitative evidence. Pick one example of a logical fallacy (i.e., incorrect reasoning) that can affect your use of evidence and explain why the fallacy doesn’t give useful conclusions from the evidence.

-Explore your reactions to use of the repetitive transcranial magnetic stimulation and deep brain stimulation modalities, discussed in this unit. Are you in favor of or opposed to these modalities? Provide a rationale.

-Explore your reactions to use of the repetitive transcranial magnetic stimulation and deep brain stimulation modalities, discussed in this unit. Are you in favor of or opposed to these modalities? Provide a rationale. – This modalities have been used to treat some psychiatric diseases with great results, put examples of patients or diseases for what it can be useful, and what considerations need to be taken into account. -There has been a recent increased interest in do-it-yourself brain stimulation as a means of improving cognitive ability (Lumosity). Explain your opinion regarding do-it-yourself brain stimulation.Your post will be checked in Turnitin for plagiarism. Responses should be a minimum of 350 words, scholarly written, APA formatted, and referenced. A minimum of 3 references are required (other than your text).*Attached is some related information that may be useful.

Why do you think an examination of the variables is important when writing the research questions and hypothesis in a quantitative study?

Chapter 7: Research Questions and HypothesisIn what ways the research questions and hypothesis may be considered signposts in research?Select the three factors that you think may be the most important considerations when writing qualitative research questions. Justify your choice.Why do you think an examination of the variables is important when writing the research questions and hypothesis in a quantitative study?To what extent do you agree with the notion that the most rigorous form of quantitative research follows from a test of theory?How do research questions and hypothesis work in conjunction with the purpose statement?

Write a narrative work explaining what happens to the main character after the ending of the short story.

Write a creative prequel or sequel to a short story you have read/or heard about in class. You may also add a scene. Or you may write an original short story. (1,000-2,500 words)Keep in mind the elements of fiction (characters, setting, plot, point of view, symbolism, tone, theme and language) as you shape your story. These elements should be clear so that your reader can identify each of them in your story.The plot needs to include a exposition (background/beginning), conflicts (rising action), climax and resolution (ending)SHOW rather than tell. Use descriptive language, including the five senses, and dialogue.If you create the prequel or sequel, make sure there is a clear connection to the actual short story. PrequelWrite a narrative work explaining how the main character became the way that he/she did. In the prequel, you will need to keep a similar theme and main characters as found in the original. However, you can change some of the elements such as the setting or POV or add a character.For example, how did the protagonist in “The Lone Ranger and Tonto have a Fist Fight in Heaven” become an alcoholic and lose hope.Explain the events that led to or caused the protagonist to leave the reservation before the story begins. Reread the story to pick up clues. Use vivid language and dialogue. Most of all, be creative.SequelWrite a narrative work explaining what happens to the main character after the ending of the short story. You will need to keep a similar theme and main characters in the sequel ; otherwise, you can change some of the elements such as the setting or POV or add a character.For example, what kind of parent or wife will the mother in “Fiesta, 1980” be like in the future. Explain the events that cause her to stay in the marriage or leave her abusive husband. Reread the story to pick up clues. Use vivid language and dialogue. Most of all, be creative.

In the absence of partnership agreement, how does partnership share profit or loss?

LM 3 Discussion Board1. Mention and Explain the four most common legal forms of organization.2. Explain the characteristics of :a. Limited Liabilities Companyb. Partnership3. Mention and explain three provisions of partnership agreement?4. In the absence of partnership agreement, how does partnership share profit or loss?5. How does a partnership admit a new partner?6. Define the concept of ” Partner Bonus”, and state how does partner bonus determined.7. Explain what happens to partnership when:a. A partner withdraws.b. A partner dies.

Identify the theories of gender development that are either employed in the article or referred to in the article. Identify what research method was used.

You are to find and choose a research article to review on gender and/or sexuality and social services, social work, human services, mental health, etc. Then you are to read and critique the article, in a least 750 words and in APA, format on the following:Identify the theories of gender development that are either employed in the article or referred to in the article. Identify what research method was used. Describe how the article applies the theory or how the theory could be applied.Identify the rhetorical shaping of gender present in the article—the idea or image projected of women, men, trans persons, etc. in the article. Support your response with evidence from the article.Critique what the article communicates—verbally and non-verbally—about gender and/or sexuality and social services, social work, human services, mental health, etc. from the perspective of the content, relationship, and symbolic level of meaning to you. Is it problematic, monolithic, culturally competent, limited by population sample, etc. Use at least 3 different and specific examples to illustrate your points.

What techniques are implemented before and during negotiations to ensure fair and reasonable prices?

Read Sections 2.5 through 2.5.5 of the CMBOK. Describe the team members involved with negotiations. What techniques are implemented before and during negotiations to ensure fair and reasonable prices?Please feel free to use personal experience, university library, videos, and/or other reputable articles to state your position.Instructions: Your initial post should be at least 250 words. Please respond to at least 3 other students. Responses should be a minimum of 100 words and include direct questions.