Naive Bayes Courses and Certifications

Coursera

Naive Bayes 101: Resume Selection with Machine Learning

17 ratings at Coursera

Build a Naïve Bayes classifier that predicts whether a resume text is flagged, training on a labeled set of 125 resumes for automated screening.

• Coursera
• 1 hour 55 minutes
• Self-Paced
• Paid Course

Data Science Dojo

Crash Course on Naive Bayes Classification

Learn Naive Bayes classification through probability theory, Bayes’ theorem, and practical R demos predicting votes, diabetes, and product recommendations.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

NPTEL;  IIT Kharagpur

Data Mining

45 ratings

Covers core data-mining algorithms—from preprocessing and Apriori association rules to classification and clustering—with implementations and industrial case studies.

• YouTube
• 16 hours
• Self-Paced
• Free Video

UofU Data Science

Machine Learning: Bayesian Learning and Naive Classifiers - Lecture 27

Master Bayesian learning concepts through practical examples like tennis prediction, exploring prior probability, model definitions, and naive classifiers for binary classification problems.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Introduction to Natural Language Processing

3 ratings at Udacity

This section provides an overview of the program and introduces the fundamentals of Natural Language Processing through symbolic manipulation, including text cleaning, normalization, and tokenization. You'll then build a part of speech tagger using hidde…

• Udacity
• 11 hours
• Self-Paced
• Paid Course

Fundamentals of Probabilistic Graphical Models

Learn to model probability distributions with Bayes Nets and apply Hidden Markov Models to sequence tasks such as spam classification and part-of-speech tagging.

• Udacity
• 14 hours
• Self-Paced
• Paid Course

Great Learning

Supervised Machine Learning Tutorial - Logistic Regression - Naive Bayes Classifier

Learn how logistic regression and Naive Bayes classify data using probabilistic and linear approaches.

• YouTube
• 2 hours 58 minutes
• Self-Paced
• Free Video

Great Learning

Logistic Regression and Naive Bayes in Machine Learning - Machine Learning Tutorial - Great Learning

Learn logistic regression and Naive Bayes classification through credit card fraud and diabetes prediction demonstrations.

• YouTube
• 1 hour 35 minutes
• Self-Paced
• Free Video

Building and Evaluating Text Classifiers in Python

Build and evaluate Python text classifiers with Naive Bayes and logistic regression using cross-validation, grid search, and confusion matrices.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Classification Algorithms and Metrics

Implement classification algorithms and evaluation metrics from scratch in C++, including k-NN, Naive Bayes, decision trees, Logistic Regression, and ROC AUC.

• CodeSignal
• 5 hours
• Self-Paced
• Free Certificate

Natural Language Processing with Classification and Vector Spaces

4647 ratings at Coursera

This is the Course 1 of the Natural Language Processing Specialization, offered by deeplearning.ai

• Coursera
• 4 weeks, 8 hours a week
• Self-Paced
• Paid Course

The Nuts and Bolts of Machine Learning

646 ratings at Coursera

Build supervised and unsupervised models in Python: Naive Bayes, K-means clustering, decision trees, random forest bagging and XGBoost boosting, plus feature engineering and parameter tuning.

• Coursera
• 5 weeks, 7 hours a week
• Self-Paced
• Paid Course

Coursera

NLP: Twitter Sentiment Analysis

376 ratings at Coursera

Train a Naive Bayes classifier on thousands of Twitter tweets to automatically predict whether customers are happy or unhappy.

• Coursera
• 2 hours 15 minutes
• Self-Paced
• Paid Course

Classification Analysis

Build and compare classifiers — KNN, decision trees, SVM, naive Bayes, and logistic regression — and evaluate them with accuracy, precision, recall, F1, and ROC curves.

• Coursera
• 6 weeks, 6 hours a week
• Self-Paced
• Paid Course

Coursera

Titanic Survival Prediction Using Machine Learning

19 ratings at Coursera

Build, train and test classifiers that predict Titanic survivors from features like age, number of siblings and ticket class, using logistic regression and naive Bayes.

• Coursera
• 2 hours 2 minutes
• Self-Paced
• Paid Course