Machine Learning Tutorial Python - 14: Naive Bayes Classifier Algorithm Part 1

Опубликовано: 29 Сентябрь 2024
на канале: codebasics
233,938
3.2k

This is part 1 of naive bayes classifier algorithm machine learning tutorial. Naive bayes theorm uses bayes theorm for conditional probability with a naive assumption that the features are not correlated to each other and tries to find conditional probability of target variable given the probabilities of features. We will use titanic survival dataset here and using naive bayes classifier find out the survival probability of titanic travellers. We use sklearn library and python for this beginners machine learning tutorial. GaussianNB is the classifier we use to train our model. There are other classifiers such as MultinomialNB but we will use that in part 2 of the tutorial.

#MachineLearning #PythonMachineLearning #MachineLearningTutorial #Python #PythonTutorial #PythonTraining #MachineLearningCource #NaiveBayes #sklearntutorials #scikitlearntutorials

Code: https://github.com/codebasics/py/blob...
Naive bayes theory video:    • Naive Bayes classifier: A friendly ap...  

Do you want to learn technology from me? Check https://codebasics.io/?utm_source=des... for my affordable video courses.

Exercise solution: https://github.com/codebasics/py/blob...

Topics that are covered in this Video:
00:00 introduction
00:19 Basics of probability
00:52 Conditional probability
01:52 Bayes theorm
04:37 Coding: titanic crash survival
10:00 GaussianNB classifier

Next Video:
Machine Learning Tutorial Python - 15: Naive Bayes Part 2:    • Machine Learning Tutorial Python - 15...  

Populor Playlist:
Data Science Full Course:    • Data Science Full Course For Beginner...  

Data Science Project:    • Machine Learning & Data Science Proje...  

Machine learning tutorials:    • Machine Learning Tutorial Python -1: ...  

Pandas:    • Python Pandas Tutorial 1. What is Pan...  

matplotlib:    • Matplotlib Tutorial 1 - Introduction ...  

Python:    • Why Should You Learn Python? | Comple...  

Jupyter Notebook:    • What is Jupyter Notebook? | Jupyter N...  

Tools and Libraries:
Scikit learn tutorials
Sklearn tutorials
Machine learning with scikit learn tutorials
Machine learning with sklearn tutorials

🌎 My Website For Video Courses: https://codebasics.io/?utm_source=des...

Need help building software or data analytics and AI solutions? My company https://www.atliq.com/ can help. Click on the Contact button on that website.

#️⃣ Social Media #️⃣
🔗 Discord:   / discord  
📸 Dhaval's Personal Instagram:   / dhavalsays  
📸 Codebasics Instagram:   / codebasicshub  
🔊 Facebook:   / codebasicshub  
📱 Twitter:   / codebasicshub  
📝 Linkedin (Personal):   / dhavalsays  
📝 Linkedin (Codebasics):   / codebasics  
🔗 Patreon: https://www.patreon.com/codebasics?fa...