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Machine Learning: Classification
This course is part of Machine Learning.
Course Cost
Free course
Intermediate
Skill Level
17 Hours
Self-paced lessons
This course cannot be purchased separately - to access the complete learning experience, graded assignments, and earn certificates, you'll need to enroll in the full Machine Learning Specialization program. You can audit this specific course for free to explore the content, which includes access to course materials and lectures. This allows you to learn at your own pace without any financial commitment.
1,26,282 Enrolled
English
What you'll learn
Implement logistic regression for large-scale classification tasks
Develop and optimize decision tree models
Master boosting techniques to improve model performance
Handle missing data effectively in real-world scenarios
Evaluate classifiers using precision-recall metrics
Scale machine learning algorithms to huge datasets
Skills you'll gain
This course includes:
8.4 Hours PreRecorded video
19 quizzes
Access on Mobile, Tablet, Desktop
FullTime access
Shareable certificate
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There are 10 modules in this course
This comprehensive course covers essential classification techniques in machine learning. Starting with linear classifiers and logistic regression, students progress through decision trees, boosting, and handling missing data. The curriculum emphasizes practical implementation with case studies in sentiment analysis and loan default prediction. Through hands-on assignments, learners develop skills in model evaluation, preventing overfitting, and scaling algorithms for large datasets.
Welcome
Module 1 · 1 Hours to complete
Linear Classifiers & Logistic Regression
Module 2 · 2 Hours to complete
Learning Linear Classifiers
Module 3 · 2 Hours to complete
Overfitting & Regularization in Logistic Regression
Module 4 · 2 Hours to complete
Decision Trees
Module 5 · 2 Hours to complete
Preventing Overfitting in Decision Trees
Module 6 · 2 Hours to complete
Handling Missing Data
Module 7 · 1 Hours to complete
Boosting
Module 8 · 2 Hours to complete
Precision-Recall
Module 9 · 1 Hours to complete
Scaling to Huge Datasets & Online Learning
Module 10 · 2 Hours to complete
Fee Structure
Individual course purchase is not available - to enroll in this course with a certificate, you need to purchase the complete Professional Certificate Course. For enrollment and detailed fee structure, visit the following: Machine Learning
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Faculties
These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.
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Frequently asked Questions
Below are some of the most commonly asked questions about this course. We aim to provide clear and concise answers to help you better understand the course content, structure, and any other relevant information. If you have any additional questions or if your question is not listed here, please don't hesitate to reach out to our support team for further assistance.