Coder Social home page Coder Social logo

nagaganesh21 / bank-marketing-campaign Goto Github PK

View Code? Open in Web Editor NEW

This project forked from haabiba-alaa/bank-marketing-campaign

1.0 0.0 0.0 82 KB

The Term Deposit Prediction Project involves developing an artificial neural network (ANN) model to predict whether clients will subscribe to a term deposit offered by a Portuguese bank. By analyzing client attributes and past marketing campaign data, this project aims to enhance the bank's marketing strategy and improve subscription rates.

Jupyter Notebook 100.00%

bank-marketing-campaign's Introduction

Term Deposit Prediction Project

Project Overview

Welcome to the Term Deposit Prediction Project! In this project, I'll be working on a computer vision task and utilizing artificial neural networks (ANN) to predict whether a client will subscribe to a term deposit based on various attributes.

Dataset

The project dataset contains information related to direct marketing campaigns conducted by a Portuguese banking institution. Your task is to explore this dataset, preprocess the data, and build an ANN model that can effectively analyze and classify the given features.

Project Tasks

  1. Data Exploration: Dive into the dataset to gain insights into its structure and characteristics.

  2. Data Preprocessing: Prepare the data for training the ANN by handling missing values, scaling features, and any necessary transformations.

  3. Model Development: Create an artificial neural network (ANN) model suitable for binary classification.

  4. Model Training: Train the ANN model using the preprocessed data to accurately predict whether a client will subscribe to a term deposit.

Project Goals

The main goal of this project is to develop an effective model that contributes to the bank's marketing campaign strategies. Your efforts and skills can lead to innovative solutions and remarkable achievements in the field of predictive analytics.

bank-marketing-campaign's People

Contributors

haabiba-alaa avatar

Stargazers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.