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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.

Loan Default Prediction with Machine Learning

Get Started

Level 5

Approx 8h to complete

100% online and self-paced

Subscribe to get access to BIDA and other programs

From $497/year

Learn More

What you'll learn

Lesson
Multimedia
Exams
Files

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

Loan Default Prediction with Machine Learning is part of the Business Intelligence & Data Analyst (BIDA)™ certification, which includes 21 courses.

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

Path to certification

Prep courses

3 courses from beginner to intermediate level.

01 Optional

Core courses

13 courses from beginner to intermediate level.

02 Required

Elective courses

5 courses in advanced and intermediate levels.

03 Optional

Get certified

Submit your BIDA checklist and order your certificate.

04 Required

Join our community

Get access to the Global Corporate Finance Society.

05 Optional

How the certification works

Business Intelligence & Data Analyst (BIDA)™ courses are offered 100% online, allowing you the flexibility to start the Business Intelligence & Data Analyst (BIDA)™ program anytime and learn when it’s most convenient for you.

The program is a part of the All Access Subscription, which includes all programs and courses.

CFI courses are designed by instructors with over 21 years of financial analyst training experience.

Students must complete all core and elective courses (17 in total) and demonstrate mastery of the topics through successful completion of course materials, quizzes, and assessments.
Within 48 hours of program completion, your Blockchain Verified (BIDA)™ Certification will be emailed to you.

What our students say

Excellent Course
The course was very insightful and excellently delivered

CPA Ishmael Opande

Python
Awesome for beginners

Loganaden Narayanasawmy

Frequently asked questions

Can I download the Excel files and financial modeling templates for the course?
Absolutely! All the files and templates needed in a course are available for download. Just look for a module that shows Downloadable Files within the course dashboard. See here for a visual guide on how to do this.
How long do I have to complete the courses?
Depending on your enrollment type, you will either have two years, yearly, or monthly access to your courses. All the courses are self-paced as well so you can take your time in learning without worrying about any deadlines. Click here to compare our available enrollment options.
Are CFI courses officially accredited?
CFI is accredited by the Better Business Bureau® (BBB) to maintain training standards, and by the CPA Institutions in Canada, and the National Association of State Boards of Accountancy (NASBA) in the USA. Most of our courses qualify for verified CPE credits for CPA charter holders. Please refer to this page to view all available CPE credits.
Are there any additional fees or costs?
No! The bundle price includes everything and there are no additional fees or charges to earn your digital certification. You can see our enrollment fees listed here.
What currency are your courses priced in?
All our online courses are priced in USD. We accept debit/credit cards (Visa, Mastercard, Amex), PayPal, and wire transfers for one-time course payments. If you wish to proceed with a wire transfer from your bank, please see instructions here.
How do I earn my certificates?
Students must complete all the video lessons, quizzes, and final assessments in each course. You can retake the assessments as many times as necessary until you reach an 80% passing grade. For more information on how to earn a course certificate, click HERE.
Will these courses help me advance my career?
Based on hundreds of reviews from thousands of students we know how CFI courses have helped so many people advance their finance careers. Our courses are designed to be extremely practical and simulate the experience of being trained as a professional financial analyst…the ultimate way to advance your career. For real-world examples and help delve even deeper into the course concepts, please look into our free career resources library.
Can I email the instructor if I have questions?
While the courses are designed mainly for self-study, we are happy to provide email assistance for general or technical support inquiries. The Full Immersion bundles include a premium email support function which allows you to communicate directly with in-house experts regarding course content. This is one of the key features that sets the Full Immersion bundle apart and makes it a worthwhile upgrade over the more affordable self-study bundle. You can compare more features in our bundles here.
What is the price of the subscription?
All Access Subscription is priced for $497 per year as Self-Study plan or $897 per year as Full Immersion plan.
What is included in the subscription?
All Access Subscription includes all courses from Financial Modeling & Valuation Analyst (FMVA)® Certification, Commercial Banking & Credit Analyst (CBCA)™ Certification, Capital Markets & Securities Analyst (CMSA)® Certification, Business Intelligence & Data Analyst (BIDA)™ Certification, Commercial Real Estate Finance Specialization and Environmental, Social & Governance (ESG) Specialization.
More Questions?
Please Email us and we'll be happy to answer any of your questions!
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