Tutorialspoint

Celebrating 11 Years of Learning Excellence! Use: TP11

12 Real-World Case Studies For Machine Learning

person icon Akshay Deep Lamba

4.2

12 Real-World Case Studies For Machine Learning

Learn Machine Learning by working with real-world case studies. Become an industry grandmaster on Kaggle

updated on icon Updated on Jun, 2025

language icon Language - English

person icon Akshay Deep Lamba

English [CC]

category icon Development ,Data Science,Machine Learning

Lectures -102

Duration -11 hours

Lifetime Access

4.2

price-loader

Lifetime Access

30-days Money-Back Guarantee

Training 5 or more people ?

Get your team access to 10000+ top Tutorials Point courses anytime, anywhere.

Course Description

Machine Learning course by Tutorials Point provides real-world case studies for your better understanding. You can grasp the subject fundamentally from numerous courses and even get familiar with algorithm development and Machine Learning in theory. This course will cover the applications and case studies from the industry.

Course Overview:

This course will assist you in bridging the knowledge gap between those who understand machine learning and those who can really put it to use in the real world. Understanding machine learning and using it in practice are two completely different things.

You will learn how to work with large, complicated data sets and use machine-learning approaches to produce effective outcomes in this course. These case studies can be included in your Portfolio, which can improve your resume as well.

The Case Studies that are covered in this course:

Regression Case Studies:

  • Retail Store Sales Prediction.

  • Restaurant Sales Prediction.

  • Inventory Prediction for Optimum Inventory Management.

  • Tube Assembly Pricing for Optimizing the Manufacturing Facility.

  • Coal Production Estimation.

  • Sports Player Salary Prediction.

Classification Case Studies:

  • Diabetes Prediction for Preventive Care.

  • Telecom Network Disruptions Prediction for Planning Preventive Maintenance.

  • Breast Cancer Prediction for Preventive Care.

  • Credit Card Fraud Detection.

  • Heart Diseases Prediction for Preventive Care.

  • Predict whether a Customer Shall Sign a Loan or Not.

Goals

  • Get experience with the Machine Learning application.

  • Visualize and conduct exploratory data analysis on difficult real-world Datasets Using Mayplotlib, Seaborn, and Plotly.

  • Add industry case studies to your portfolio.

  • Learn Feature Engineering for large and complicated data collections.

  • Use large and complicated data sets to learn feature selection.

  • Enhance and fine-tune hyperparameters.

  • Get knowledge of advanced algorithms such as XGBoost, CatBoost, LightGBM, etc.

  • Discover regularisation.

  • Recognize and experience the complexity of Machine Learning problems in the real world.

  • Improve your ability to handle problem statements with Machine Learning.

Prerequisites

  • Basics of Machine Learning.

  • Python Programming.

  • Jupyter Notebook.

12 Real-World Case Studies For Machine Learning

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction

2 Lectures
  • play icon Introduction 03:37 03:37
  • play icon Data and NoteBook Resources

REGRESSION CASE STUDY : Retail Store Sales Prediction

7 Lectures
Tutorialspoint

CLASSIFICATION CASE STUDY : Telstra Telecom Network Disruptions Challenge

10 Lectures
Tutorialspoint

REGRESSION CASE STUDY : Restaurant Sales Prediction

9 Lectures
Tutorialspoint

CLASSIFICATION CASE STUDY : Credit Card Fraud Detection

7 Lectures
Tutorialspoint

REGRESSION CASE STUDY : Inventory Prediction

7 Lectures
Tutorialspoint

CLASSIFICATION CASE STUDY : Diabetes Prediction

8 Lectures
Tutorialspoint

REGRESSION CASE STUDY : Caterpillar Tube Assembly Pricing

9 Lectures
Tutorialspoint

CLASSIFICATION CASE STUDY : Breast Cancer Prediction

7 Lectures
Tutorialspoint

REGRESSION CASE STUDY : Coal Production Estimation

7 Lectures
Tutorialspoint

CLASSIFICATION CASE STUDY : Heart Diseases Prediction

9 Lectures
Tutorialspoint

CLASSIFICATION CASE STUDY : Predict whether a Customer Shall Sign a Loan or Not

7 Lectures
Tutorialspoint

REGRESSION CASE STUDY : Player Salary Prediction

11 Lectures
Tutorialspoint

Conclusion

1 Lectures
Tutorialspoint

Instructor Details

Akshay Deep Lamba

Akshay Deep Lamba

Course Certificate

Use your certificate to make a career change or to advance in your current career.

sample Tutorialspoint certificate

Our students work
with the Best

Feedbacks

M

Mohan Aravind

Awesome Case Study and Explanation. I feel like I got what i wanted

Related Video Courses

View More

Annual Membership

Become a valued member of Tutorials Point and enjoy unlimited access to our vast library of top-rated Video Courses

Subscribe now
Annual Membership

Online Certifications

Master prominent technologies at full length and become a valued certified professional.

Explore Now
Online Certifications

Talk to us

1800-202-0515