14 Jun AI and neural networks
IT6277 AI and Neural networks
TASK
Build a Deep Learning model to predict if a client of a bank will subscribe (yes/no) a term deposit (binary classification task).
THE DATA
The data is related with direct marketing campaigns of a Portuguese banking institution. The marketing campaigns were based on phone calls. Often, more than one contact to the same client was required, in order to access if the product (bank term deposit) would be (‘yes’) or not (‘no’) subscribed.
Attributes:
Input variables:
1 – age (numeric)
2 – job : type of job (categorical: ‘admin.’,’blue-collar’,’entrepreneur’,’housemaid’,’management’,’retired’,’self-employed’,’services’,’student’,’technician’,’unemployed’,’unknown’)
3 – marital : marital status (categorical: ‘divorced’,’married’,’single’,’unknown’; note: ‘divorced’ means divorced or widowed)
4 – education (categorical: ‘basic.4y’,’basic.6y’,’basic.9y’,’high.school’,’illiterate’,’professional.course’,’university.degree’,’unknown’)
5 – default: has credit in default? (categorical: ‘no’,’yes’,’unknown’)
6 – housing: has housing loan? (categorical: ‘no’,’yes’,’unknown’)
7 – loan: has personal loan? (categorical: ‘no’,’yes’,’unknown’) # related with the last contact of the current campaign:
8 – contact: contact communication type (categorical: ‘cellular’,’telephone’)
9 – month: last contact month of year (categorical: ‘jan’, ‘feb’, ‘mar’, …, ‘nov’, ‘dec’)
10 – day_of_week: last contact day of the week (categorical: ‘mon’,’tue’,’wed’,’thu’,’fri’)
11 – duration: last contact duration, in seconds (numeric). Important note: this attribute highly affects the output target (e.g., if duration=0 then y=’no’). Yet, the duration is not known before a call is performed. Also, after the end of the call y is obviously known. Thus, this input should only be included for benchmark purposes and should be discarded if the intention is to have a realistic predictive model. # other attributes:
12 – campaign: number of contacts performed during this campaign and for this client (numeric, includes last contact)
13 – pdays: number of days that passed by after the client was last contacted from a previous campaign (numeric; 999 means client was not previously contacted)
14 – previous: number of contacts performed before this campaign and for this client (numeric) 15 – poutcome: outcome of the previous marketing campaign (categorical: ‘failure’,’nonexistent’,’success’) # social and economic context attributes
16 – emp.var.rate: employment variation rate – quarterly indicator (numeric)
17 – cons.price.idx: consumer price index – monthly indicator (numeric)
18 – cons.conf.idx: consumer confidence index – monthly indicator (numeric)
19 – euribor3m: euribor 3 month rate – daily indicator (numeric)
20 – nr.employed: number of employees – quarterly indicator (numeric) Output variable (desired target):
21 – y – has the client subscribed a term deposit? (binary: ‘yes’,’no’)
You can download the dataset and find more information about the data at
https://archive.ics.uci.edu/ml/datasets/bank+marketing#
Our website has a team of professional writers who can help you write any of your homework. They will write your papers from scratch. We also have a team of editors just to make sure all papers are of HIGH QUALITY & PLAGIARISM FREE. To make an Order you only need to click Ask A Question and we will direct you to our Order Page at WriteDemy. Then fill Our Order Form with all your assignment instructions. Select your deadline and pay for your paper. You will get it few hours before your set deadline.
Fill in all the assignment paper details that are required in the order form with the standard information being the page count, deadline, academic level and type of paper. It is advisable to have this information at hand so that you can quickly fill in the necessary information needed in the form for the essay writer to be immediately assigned to your writing project. Make payment for the custom essay order to enable us to assign a suitable writer to your order. Payments are made through Paypal on a secured billing page. Finally, sit back and relax.
About Writedemy
We are a professional paper writing website. If you have searched a question and bumped into our website just know you are in the right place to get help in your coursework. We offer HIGH QUALITY & PLAGIARISM FREE Papers.
How It Works
To make an Order you only need to click on “Order Now” and we will direct you to our Order Page. Fill Our Order Form with all your assignment instructions. Select your deadline and pay for your paper. You will get it few hours before your set deadline.
Are there Discounts?
All new clients are eligible for 20% off in their first Order. Our payment method is safe and secure.