Loan Prediction Practice Problem (Using Python)

  • BeginnerLevel

  • 1500+Students Enrolled

  • 30 MinsDuration

  • 4.8Average Rating

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About this Course

  • This course is designed for people who want to solve binary classification problems.
  • In this course, we are solving a real life case study of Dream Housing Finance. The company wants to automate the loan eligibility process (real-time) based on customer detail.
  • By the end of the course, you will have a solid understanding of Classification problem and Various approaches to solve the problem.

Learning Outcomes

Binary Classification

Master binary classification problems using Python.

Real-Life Problem

Apply data science skills to a practical loan prediction case.

Python Implementation

Build and evaluate classification models in Python.

Who Should Enroll

  • AI & Data Professionals – Understand advanced AI tools for analytics and data-driven decision-making.
  • Individuals wanting to learn binary classification and learn a best approach to solve them.
  • Tech Enthusiasts & Innovators – Learn and apply advanced AI tools to real-world challenges and industry use cases.

Course Curriculum

Explore a comprehensive curriculum covering Python and it's libraries, Learn to solve binary classification problems with Python..

tools

  1. 1. Introduction to the Course

  2. 2. Table of Contents

  3. 3. Problem Statement

  4. 4. Hypothesis Generation

  5. 5. Exercise 2 | Discussion

  6. 6. Getting Ready & Loading Data

  7. 7. Understanding the Data

  8. 8. Univariate Analysis

  9. 9. Bivariate Analysis

  10. 10. Missing Value & Outlier Treatment

  11. 11. Evaluation Metrics

  12. 12. Model Building: Part I

  13. 13. Model Building: Part II

Meet the instructor

Our instructor and mentors carry years of experience in data industry

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Kunal Jain

Founder & CEO, Analytics Vidhya

Kunal has 15+ years of experience in the field of Data Science and is the founder and CEO of Analytics Vidhya- the world's 2nd largest Data Science community.

Get this Course Now

With this course you’ll get

  • 30 Mins

    Duration

  • Kunal Jain

    Instructor

  • Beginner

    Level

Certificate of completion

Earn a professional certificate upon course completion

  • Globally recognized certificate
  • Verifiable online credential
  • Enhances professional credibility
certificate

Frequently Asked Questions

Looking for answers to other questions?

This course is meant for people looking to explore Classification Problems in Python.

You should have Python and Jupyter Notebook installed on your system.

The course is free of charge.

We would highly recommend taking the course in the order in which it has been designed to gain the maximum knowledge from it.

This is an introductory course and this does not include any placement support. Once you have worked on a few data science projects and hackathons, you can always apply to jobs on Analytics Vidhya portal.

Yes, you will receive a certificate of completion after successfully finishing the course and assessments.

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