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Homework #1
· Introduction
Define what the homework required and outline how you addressed each requirement in the later sections.
· Next Section
Start on answering the questions and detailing your work in this section. The rest of this template provides formatting information. Replace this with your text and format accordingly.
· Selecting a Template (Heading 2)
Use subsections if necessary.
· Maintaining the Integrity of the Specifications
...
· Prepare Your Paper Before Styling
Before you begin to format your paper, first write and save the content as a separate text file. Complete all content and organizational editing before formatting. Please note sections A-D below for more information on proofreading, spelling and grammar.
Keep your text and graphic files separate until after the text has been formatted and styled. Do not use hard tabs, and limit use of hard returns to only one return at the end of a paragraph. Do not add any kind of pagination anywhere in the paper. Do not number text heads-the template will do that for you.
· A
eviations and Acronyms
Define a
eviations and acronyms the first time they are used in the text, even after they have been defined in the abstract. A
eviations such as IEEE, SI, MKS, CGS, sc, dc, and rms do not have to be defined. Do not use a
eviations in the title or heads unless they are unavoidable.
· Units
· Use either SI (MKS) or CGS as primary units. (SI units are encouraged.) English units may be used as secondary units (in parentheses). An exception would be the use of English units as identifiers in trade, such as “3.5-inch disk drive”.
· Avoid combining SI and CGS units, such as cu
ent in amperes and magnetic field in oersteds. This often leads to confusion because equations do not balance dimensionally. If you must use mixed units, clearly state the units for each quantity that you use in an equation.
· Do not mix complete spellings and a
eviations of units: “W
m2” or “webers per square meter”, not “webers/m2”. Spell out units when they appear in text: “. . . a few henries”, not “. . . a few H”.
· Use a zero before decimal points: “0.25”, not “.25”. Use “cm3”, not “cc”. (bullet list)
· Equations
The equations are an exception to the prescribed specifications of this template. You will need to determine whether or not your equation should be typed using either the Times New Roman or the Symbol font (please no other font). To create multileveled equations, it may be necessary to treat the equation as a graphic and insert it into the text after your paper is styled.
Number equations consecutively. Equation numbers, within parentheses, are to position flush right, as in (1), using a right tab stop. To make your equations more compact, you may use the solidus ( / ), the exp function, or appropriate exponents. Italicize Roman symbols for quantities and variables, but not Greek symbols. Use a long dash rather than a hyphen for a minus sign. Punctuate equations with commas or periods when they are part of a sentence, as in:
    ab    
Note that the equation is centered using a center tab stop. Be sure that the symbols in your equation have been defined before or immediately following the equation. Use “(1)”, not “Eq. (1)” or “equation (1)”, except at the beginning of a sentence: “Equation (1) is . . .”
· Some Common Mistakes
· The word “data” is plural, not singular.
· The subscript for the permeability of vacuum 0, and other common scientific constants, is zero with subscript formatting, not a lowercase letter “o”.
· In American English, commas, semicolons, periods, question and exclamation marks are located within quotation marks only when a complete thought or name is cited, such as a title or full quotation. When quotation marks are used, instead of a bold or italic typeface, to highlight a word or phrase, punctuation should appear outside of the quotation marks. A parenthetical phrase or statement at the end of a sentence is punctuated outside of the closing parenthesis (like this). (A parenthetical sentence is punctuated within the parentheses.)
· A graph within a graph is an “inset”, not an “insert”. The word alternatively is prefe
ed to the word “alternately” (unless you really mean something that alternates).
· Do not use the word “essentially” to mean “approximately” or “effectively”.
· In your paper title, if the words “that uses” can accurately replace the word “using”, capitalize the “u”; if not, keep using lower-cased.
· Be aware of the different meanings of the homophones “affect” and “effect”, “complement” and “compliment”, “discreet” and “discrete”, “principal” and “principle”.
· Do not confuse “imply” and “infer”.
· The prefix “non” is not a word; it should be joined to the word it modifies, usually without a hyphen.
· There is no period after the “et” in the Latin a
eviation “et al.”.
· The a
eviation “i.e.” means “that is”, and the a
eviation “e.g.” means “for example”.
An excellent style manual for science writers is [7].
· Using the Template
After the text edit has been completed, the paper is ready for the template. Duplicate the template file by using the Save As command, and use the naming convention prescribed by your conference for the name of your paper. In this newly created file, highlight all of the contents and import your prepared text file. You are now ready to style your paper; use the scroll down window on the left of the MS Word Formatting toolbar.
· Authors and Affiliations
· Identify the Headings
Headings, or heads, are organizational devices that guide the reader through your paper. There are two types: component heads and text heads.
Component heads identify the different components of your paper and are not topically subordinate to each other. Examples include Acknowledgments and References and, for these, the co
ect style to use is “Heading 5”. Use “figure caption” for your Figure captions, and “table head” for your table title. Run-in heads, such as “Abstract”, will require you to apply a style (in this case, italic) in addition to the style provided by the drop down menu to differentiate the head from the text.
Text heads organize the topics on a relational, hierarchical basis. For example, the paper title is the primary text head because all subsequent material relates and elaborates on this one topic. If there are two or more sub-topics, the next level head (uppercase Roman numerals) should be used and, conversely, if there are not at least two sub-topics, then no subheads should be introduced. Styles named “Heading 1”, “Heading 2”, “Heading 3”, and “Heading 4” are prescribed.
· Figures and Tables
· Positioning Figures and Tables: Place figures and tables at the top and bottom of columns. Avoid placing them in the middle of columns. Large figures and tables may span across both columns. Figure captions should be below the figures; table heads should appear above the tables. Insert figures and tables after they are cited in the text. Use the a
eviation “Fig. 1”, even at the beginning of a sentence.
I. Table Type Styles
    Table Head
    Table Column Head
    
    Table column subhead
    Subhead
    Subhead
    copy
    More table copya
    
    
· Sample of a Table footnote. (Table footnote)
· Example of a figure caption. (figure caption)
Figure Labels: Use 8 point Times New Roman for Figure labels. Use words rather than symbols or a
eviations when writing Figure axis labels to avoid confusing the reader. As an example, write the quantity “Magnetization”, or “Magnetization, M”, not just “M”. If including units in the label, present them within parentheses. Do not label axes only with units. In the example, write “Magnetization (A/m)” or “Magnetization {A[m(1)]}”, not just “A/m”. Do not label axes with a ratio of quantities and units. For example, write “Temperature (K)”, not “Temperature/K”.
Acknowledgment (Heading 5)
The prefe
ed spelling of the word “acknowledgment” in America is without an “e” after the “g”. Avoid the stilted expression “one of us (R. B. G.) thanks ...”. Instead, try “R. B. G. thanks...”. Put sponsor acknowledgments in the unnumbered footnote on the first page.
References
The template will number citations consecutively within
ackets [1]. The sentence punctuation follows the
acket [2]. Refer simply to the reference number, as in [3]—do not use “Ref. [3]” or “reference [3]” except at the beginning of a sentence: “Reference [3] was the first ...”
Number footnotes separately in superscripts. Place the actual footnote at the bottom of the column in which it was cited. Do not put footnotes in the abstract or reference list. Use letters for table footnotes.
Unless there are six authors or more give all authors’ names; do not use “et al.”. Papers that have not been published, even if they have been submitted for publication, should be cited as “unpublished” [4]. Papers that have been accepted for publication should be cited as “in press” [5]. Capitalize only the first word in a paper title, except for proper nouns and element symbols.
For papers published in translation journals, please give the English citation first, followed by the original foreign-language citation [6].
1. G. Eason, B. Noble, and I. N. Sneddon, “On certain integrals of Lipschitz-Hankel type involving products of Bessel functions,” Phil. Trans. Roy. Soc. London, vol. A247, pp. 529–551, April XXXXXXXXXXreferences)
2. J. Clerk Maxwell, A Treatise on Electricity and Magnetism, 3rd ed., vol. 2. Oxford: Clarendon, 1892, pp.68–73.
3. I. S. Jacobs and C. P. Bean, “Fine particles, thin films and exchange anisotropy,” in Magnetism, vol. III, G. T. Rado and H. Suhl, Eds. New York: Academic, 1963, pp. 271–350.
4. K. Elissa, “Title of paper if known,” unpublished.
5. R. Nicole, “Title of paper with only first word capitalized,” J. Name Stand. A
ev., in press.
6. Y. Yorozu, M. Hirano, K. Oka, and Y. Tagawa, “Electron spectroscopy studies on magneto-optical media and plastic substrate interface,” IEEE Transl. J. Magn. Japan, vol. 2, pp. 740–741, August 1987 [Digests 9th Annual Conf. Magnetics Japan, p. 301, 1982].
7. M. Young, The Technical Writer’s Handbook.
Answered 3 days After May 05, 2022

Solution

Aditi answered on May 07 2022
98 Votes
CHURN MODELLING USING DEEP NEURAL NETWORKS
Table of contents
· Dataset Description
· Problem Attempted to Solve
· Data Pre-processing
· Neural Network Architecture and Parameters
· Neural Network Training and Testing
· Result Discussion
· Conclusion
Dataset Description
The dataset used in this work is the Churn Modelling dataset available on Kaggle: https:
www.kaggle.com/datasets/shrutimechlearn/churn-modelling . This dataset contains information about customers at a bank – like their credit score, their geographical location, their bank balance, the duration for which they have been associated with the bank, etc. The target variable tells whether a customer has left the bank, or is still there with the bank. It is essentially a binary variable. The value of the variable tells us the susceptibility of a customer leaving the bank. Here’s a more detailed list of the variables of the dataset, along with short descriptions of some – most are self-explanatory:
1. RowNumber: This just specifies the row number or customer number that we are talking about in this particular row.
2. CustomerId: This is the unique number that is assigned to the customer for identification.
3. Surname: This is the customers surname – often stored for saving space instead of the whole name.
4. CreditScore: This is the credit score of the customer, representing how “good” a customers profile looks like – in terms of debt payments, loan repayments, etc. Higher the credit score, better the chances of a customer to be considered for capital help.
5. Geography: This field is the location or country from which the customer hails from.
6. Gende
7. Age
8. Tenure: This is the duration for which the customer has been a part of the bank.
9. Balance: It is the bank balance of the customer.
10. NumOfProducts: This field gives the number of bank products that the customer is using.
11. HasCrCard: This field tells us whether the customer has a credit card or not.
12. IsActiveMember: This is a binary flag that tells us whether the customer has been actively using the bank products and is active with the bank for some...
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