Machine Learning Tutorial Python 2 Linear Regression Single Variable











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In this tutorial we will predict home prices using linear regression. We use training data that has home areas in square feet and corresponding prices and train a linear regression model using sklearn linear regression class. Later on predict method is used on linear regression object to make actual forecast. • Exercise CSV file is here: https://github.com/codebasics/py/tree... • Code in this tutorial is here: https://github.com/codebasics/py/tree... (check the .ipynb file) • 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. • #MachineLearning #PythonMachineLearning #MachineLearningTutorial #Python #PythonTutorial #PythonTraining #MachineLearningCource #LinearRegression #sklearntutorials #scikitlearntutorials • Topics that are covered in this Machine Learning Video: • 0:00 Simple linear regression • 1:59 Linear equation • 2:22 Import data in dataframe • 2:43 Import sklearn library • 3:52 Plot scatter plot • 5:26 Create Linear Regression object • 13:35 Exercise at the end to predict canada's per capita income • Topic Highlights: • 1) What is linear regression • 2) Mean squared error • 3) Predict home prices by minimizing mean squared error (or MSE) • 4) Exercise at the end to predict canada's per capita income • Do you want to learn technology from me? Check https://codebasics.io/?utm_source=des... for my affordable video courses. • Next Video: • Machine Learning Tutorial Python - 3: Linear Regression Multiple Variables:    • Machine Learning Tutorial Python - 3:...   • Very Simple Explanation Of Neural Network:    • Neural Network Simply Explained | Dee...   • Code: https://github.com/codebasics/py/tree... • Correction: at 6:53, use reg.predict([[3300]]) instead of reg.predict(3300) as api specification has changed. • Exercise solution: https://github.com/codebasics/py/blob... • 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...

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