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Supervised Machine Learning with Logistic Regression and Naïve Bayes

Learn supervised machine learning with logistic regression and Naïve Bayes. Enroll in our free course to gain essential skills and knowledge to take your understanding of these algorithms to the next level.

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3.0 Hrs

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21.4K+
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Supervised Machine Learning with Logistic Regression and Naïve Bayes

3.0 Learning Hours . Beginner

Skills you will learn

Scikit Learn Library
Logistic Regression
Naïve Bayes

About this course

In this course, we will cover the fundamentals of supervised machine learning and dive deeper into two popular algorithms: logistic regression and Naïve Bayes.

We will start with an overview of supervised learning and explore the key concepts and terminology used in this area of machine learning. From there, we will delve into logistic regression and learn how to apply this algorithm to binary classification problems. We will also cover evaluation metrics and techniques to improve model performance. Next, we will move on to Naïve Bayes, a probabilistic classifier that is widely used in text classification and spam filtering. We will learn how to implement Naïve Bayes and how to interpret the results.

Throughout the course, we will provide practical examples and case studies to help you understand the real-world applications of these algorithms. By the end of this course, you will have a solid understanding of supervised machine learning with logistic regression and Naïve Bayes, and the skills to apply them to your own projects. So, what are you waiting for? Enroll now and start your learning journey today!

Great Learning has collaborated with the top universities, like the University of Texas at Austin and SRM Institute of Science and Technology, and designed the best AIML Courses in India. Top-class professors have prepared an exhaustive and comprehensive curriculum to provide a world-class education for you to develop advanced skills in the AIML online course. Also, receive personalized mentorship from industry experts who are working at top companies.

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Course Outline

What is Machine Learning?

This module begins by defining machine learning. It then discusses how a machine understands the tasks with examples and explains supervised and unsupervised learning concepts in machine learning. 

What is Supervised Learning?

This module explains what is Supervised Learning and two types of Supervised Learning that is Regression and Classification. 

What is Logistic Regression?

This module highlights Logistic Regresion which is also a part of Supervised Learning Classification Algorithm. 

Demo on Logistic Regression

This module showcases a demo on logistic regression with a real world example of Credit Card Fraud. 

What is Naive Bayes?

This module elaborates on Naive Bayes classification which is a part of Supervised Learning. 

Demo on Naive Bayes

This module showcases a demo on Naive Bayes with a real world example of Diabetic Prediction on Pima Indians Diabetes Database.  

Earn a certificate of completion

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Get free course content

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Learn at your own pace

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Master in-demand skills & tools

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Test your skills with quizzes

Supervised Machine Learning with Logistic Regression and Naïve Bayes

3.0 Learning Hours . Beginner

Trusted by 10 Million+ Learners globally

What our learners enjoyed the most

Our course instructor

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Ms. Sampriti Chatterjee

Machine Learning Expert

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940.5K+ Learners
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76 Courses
Sampriti has been working in the field of data science and has expertise in languages such as Python, SQL, and Java. She also has expertise in the field of deep learning and has worked with deep learning frameworks such as Keras and TensorFlow 2.0. She is been in the technical content side for the last few years.

Frequently Asked Questions

Will I receive a certificate upon completing this free course?

Yes, upon successful completion of the course and payment of the certificate fee, you will receive a completion certificate that you can add to your resume.

Is this course free?

Yes, you may enroll in the course and access the course content for free. However, if you wish to obtain a certificate upon completion, a non-refundable fee is applicable.

What is supervised machine learning with example?

Supervised machine learning is a type of machine learning in which machines are trained using well-labeled training data and then predict the output based on that data. The labeled data indicates that some of the input data have already been tagged with the appropriate output.

 

Supervised learning can be applied in the real world for topics like risk assessment, image classification, fraud detection, spam filtering, and so forth.

What is difference between supervised and unsupervised machine learning?

Supervised learning is a machine learning technique that involves training models with labeled data. Models in supervised learning must discover a mapping function to connect the input variable (X) to the output variable (Y) (Y).

 

To train the model, supervised learning requires supervision, like how a student learns in the presence of a teacher. There are two types of problems that can be solved with supervised learning: classification and regression.

 

Unsupervised learning is another machine learning method that uses unlabeled input data to discover patterns. Unsupervised learning aims to extract structure and patterns from unstructured data. There is no need for monitoring when learning unsupervised. Instead, it searches the data for patterns on its own.

Why is supervised machine learning important?

Data is turned into meaningful, actionable insights with the use of supervised machine learning. It allows businesses to use data to better understand and prevent undesirable consequences while also increasing desired outcomes for their target variable.

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