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summer-training-internshala's Introduction

1. INTRODUCTION TO DATA SCIENCE

Get an overview of data science. Understand its different applications and get insights on how is data science disrupting industries.

2. PYTHON FOR DATA SCIENCE

Learn the basics of python - how to read a CSV file, understand operators, variables, dictionaries, functions, and data structure in data science.

3. UNDERSTANDING THE STATISTICS FOR DATA SCIENCE

Learn about data distribution, probability, data statistics and types of testing. Understand the concepts of Descriptive stats and Inferential stats.

4. PREDICTIVE MODELING AND BASICS OF MACHINE LEARNING

Learn about predictive models & their stages, data extraction & exploration, univariate & bivariate analysis, model building, and linear regression.

FINAL PROJECT

Problem Statement

Your client is a retail banking institution. Term deposits are a major source of income for a bank. A term deposit is a cash investment held at a financial institution. Your money is invested for an agreed rate of interest over a fixed amount of time, or term. The bank has various outreach plans to sell term deposits to their customers such as email marketing, advertisements, telephonic marketing and digital marketing. Telephonic marketing campaigns still remain one of the most effective way to reach out to people. However, they require huge investment as large call centers are hired to actually execute these campaigns. Hence, it is crucial to identify the customers most likely to convert beforehand so that they can be specifically targeted via call. You are provided with the client data such as : age of the client, their job type, their marital status, etc. Along with the client data, you are also provided with the information of the call such as the duration of the call, day and month of the call, etc. Given this information, your task is to predict if the client will subscribe to term deposit.

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Contributors

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