Machine Learning Tutorial Python - 9 Decision Tree
Want to map your data analysis process clearly? Try Wondershare EdrawMax ：https://event.wondershare.com/api/s/3Mj Decision tree algorithm is used to solve classification problem in machine learning domain. In this tutorial we will solve employee salary prediction problem using decision tree. First we will go over some theory and then do coding practice. In the end I've a very interesting exercise for you to solve. #MachineLearning #PythonMachineLearning #MachineLearningTutorial #Python #PythonTutorial #PythonTraining #MachineLearningCource #DecisionTree #sklearntutorials #scikitlearntutorials Code: https://github.com/codebasics/py/blob... csv file for exercise: https://github.com/codebasics/py/blob... Exercise solution: https://github.com/codebasics/py/blob... Topics that are covered in this Video: 0:00 - How to solve classification problem using decision tree algorithm? 0:26 - Theory (Explain rationale behind decision tree using a use case of predicting salary based on department, degree and company that a person is working for) 2:10 - How do you select ordering of features? High vs low information gain and entropy 3:52 - Gini impurity 4:28 - Coding (start) 9:11 - Create sklearn model using DecisionTreeClassifier 13:32 - Exercise (Find out survival rate of titanic ship passengers using decision tree) Do you want to learn technology from me? Check https://resources.codebasics.io/6K8Kp0 for my affordable video courses. Next Video: Machine Learning Tutorial Python - 10 Support Vector Machine (SVM): • Machine Learning Tutorial Python - 10 Sup... Populor Playlist: Data Science Full Course: • Data Science Full Course For Beginners | P... Data Science Project: • Machine Learning & Data Science Project - ... Machine learning tutorials: • Machine Learning Tutorial Python -1: What ... Pandas: • Python Pandas Tutorial 1. What is Pandas p... matplotlib: • Matplotlib Tutorial 1 - Introduction and I... Python: • Why Should You Learn Python? | Complete py... Jupyter Notebook: • What is Jupyter Notebook? | Jupyter Notebo... Tools and Libraries: Scikit learn tutorials Sklearn tutorials Machine learning with scikit learn tutorials Machine learning with sklearn tutorials To download csv and code for all tutorials: go to https://github.com/codebasics/py, click on a green button to clone or download the entire repository and then go to relevant folder to get access to that specific file. 🌎 My Website For Video Courses: https://resources.codebasics.io/6K8Kp0 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 📸 Codebasics Instagram: / codebasicshub 🔊 Codebasics Facebook: / codebasicshub 📝 Codebasics LinkedIn: / codebasics 📱 Codebasics X handle: / codebasicshub 📸 Dhaval's Instagram: / dhavalsays 📝 Dhaval's LinkedIn: / dhavalsays 📱 Dhaval's X handle: https://x.com/dpcodebasics 🔗 Patreon: https://www.patreon.com/codebasics?fa...
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