Linear Regression with Python | Sklearn Machine Learning Tutorial
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In this hands-on python tutorial, we will learn the fundamentals of machine learning and linear regression in the context of a problem, and generalize their definitions.
You can experiment with the notebook used in the above video here 👉 https://jovian.ai/aakashns/python-skl...
🔗 Check out this playlist for the complete lecture series on Gradient Boosting Machines: • Machine Learning with Python: Zero to GBMs
🎯 Topics Covered
• Preparing data for machine learning
• Linear regression with multiple features
• Generating predictions and evaluating models
❓ Ask questions on the Jovian Forum: https://jovian.ai/forum/t/lesson-1-li...
scikit-learn/17900
⌚ Time Stamps:
00:00 Course Overview
07:15 Introduction
09:31 Problem Statement
21:25 Downloading and exploring a dataset for machine learning
58:10 Linear regression using a single feature
1:27:31 Linear regression using scikit-learn
1:46:09 Linear Regression with multiple variables
1:55:31 Using categorical features machine learning
2:11:27 Model Improvements
2:29:10 Summary and Conclusion
⚡ Free Certification Course
"Machine Learning with Python: Zero to GBMs(Gradient Boosting Machine)" is a practical and beginner-friendly introduction to supervised machine learning, decision trees, and gradient boosting using Python. You will solve 3 coding assignments & build a course project where you'll train ML models using a large real-world dataset. Enroll now: https://zerotogbms.com
🔗 Visit the linear regression lecture page here: https://jovian.ai/learn/machine-learn...
🎤 About the speaker
Aakash N S is the co-founder and CEO of Jovian - a community learning platform for data science & ML. Previously, Aakash has worked as a software engineer (APIs & Data Platforms) at Twitter in Ireland & San Francisco and graduated from the Indian Institute of Technology, Bombay. He’s also an avid blogger, open-source contributor, and online educator.
#GBM #sklearntutorial #LinearRegression #Certification #Course #Jovian
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