Deal with Mislabeled and Imbalanced Machine Learning Datasets
INTERACTIVE COURSE

Deal with Mislabeled and Imbalanced Machine Learning Datasets

Beginner

28 Lessons

5h

Certificate of Completion

AI Explanations
AI Explanations
Deal with Mislabeled and Imbalanced Machine Learning Datasets
1 Project
1 Assessment
23 Playgrounds
5 Quizzes
91 Illustrations

Takeaway Skills

The ability to analyze the impact of mislabeled datasets on ML model performance

An understanding of techniques to deal with imbalanced datasets

The ability to evaluate the importance of quality data over big data

Course Overview

Machine learning models depend thoroughly on the dataset quality they are trained on. The model’s performance deteriorates significantly due to noisy datasets. One primary source of noise is mislabeling. Labeling is a costly, time-consuming, and error-prone stage in the machine learning pipeline. Data, if not correctly labeled, can introduce bias and inaccuracies into machine learning models. This course offers hands-on experience in analyzing the effects of mislabeled datasets on machine learning models, ...Show More

Course Content

1

Introduction to the Course

2

Getting Started

3

Understanding Noisy Data, Label Noise, and Its Types

4

Introduction to Convolutional Neural Network (CNN)

5

Performance Comparison of Mislabeled and Clean Dataset

6

Dealing with Imbalance Dataset

4 Lessons

Gauge the Impact of Imbalanced and Mislabeled Datasets

Project

Comprehensive Quiz

Assessment

7

Wrap Up

1 Lesson

8

Appendix

1 Lesson

How You'll Learn

Hands-on Coding Environments

You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.

2x Faster Learning — With No Setup

Videos are holding you back. Educative‘s interactive, text-based lessons accelerate learning — no setup, downloads, or alt-tabbing required.

AI-Powered Learning

Learn faster and smarter with adaptive AI tools embedded in every Educative course.

Progress You Can Show

Built-in assessments let you test your skills. Completion certificates let you show them off.

Recommended Courses

BEFORE STARTING THIS COURSE

AFTER FINISHING THIS COURSE

FOR TEAMS

Interested in this course for your business or team?

Unlock this course (and 1,000+ more) for your entire org with DevPath