Loan Default Prediction with Machine Learning

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Advanced level

Approx 8h to complete

100% online and self-paced

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Overview

Loan Default Prediction with Machine Learning Course Overview

Machine Learning is about making predictions using data. In this course, you’ll learn to use basic Machine Learning skills to predict which customers are likely to default on their loans.

Once your model classifies each loan, you'll learn to visualize your predictions to see how well the model performed.

Predicting defaults and creditworthiness is hugely valuable to risk management and pricing decisions. 

We will cover the entire Machine Learning process in Python, reinforcing concepts from Python fundamentals. You’ll learn how to create predictive classification models, fine-tune and test your process, and importantly how to interpret the results.

Machine Learning is a hot topic in the world of data, and in particular data science. At a basic level, Machine Learning is not as complex as it may sound. If you’ve ever done linear regression, you may be surprised to learn that you’ve already taken steps towards this exciting world.

Join Andrew for a comprehensive step-by-step walkthrough of the Machine Learning process.


Loan Default Prediction with Machine Learning Objectives

Upon completing this course, you will be able to:

  • Explain and discuss the main steps of the Machine Learning cycle
  • Load and clean data into a python notebook
  • Use Exploratory Data Analysis to identify variables with likely predictive power
  • Use Feature Engineering to transform data into a more useful format
  • Build a logistic regression and random forest prediction model
  • Evaluate and compare model performance using common evaluation metrics

Chapter 3 learning objectives


Loan Default Prediction with Machine Learning is a Course from CFI’s BIDA™ Program

CFI's upcoming Business Intelligence & Data Analyst (BIDA)™ program will cover all the basic, intermediate, and advanced topics about business intelligence and data analysis. This program will teach you the quantitative methods used in the finance and capital markets industry. It is ideal for students who want to learn how to analyze complex data.

Common career paths for students who take the BIDA™ program are Business Intelligence, Asset Management, Data Analyst, Quantitative Analyst, and other finance careers.

Students can sign up for updates and reserve a spot in the Business Intelligence & Data Analyst (BIDA)™ Program on the student dashboard. 




Who Should Take This Course?

The Machine Learning cycle is one of the most foundational aspects of Data Science. Using this process, we can learn to make predictions using all types of data and variables. Anyone looking to make predictions in a practical Python environment should absolutely be doing this course.

What You'll Learn

Lesson
Multimedia
Exams
Files

Become a certified Business Intelligence & Data Analyst (BIDA)™

Loan Default Prediction with Machine Learning is part of the Business Intelligence & Data Analyst (BIDA)™ certification, which includes 17 BIDA courses + all future courses in the program.

Business Intelligence & Data Analyst (BIDA)™ Certification
  • Skills Learned Data Visualization, Data Warehousing and Transformation, Data Modeling and Analysis
  • Career Prep Business Intelligence Analyst, Data Scientist, Data Visualization Specialist

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