Data science in Python pandas seaborn scikitlearn













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http://youtube.com/watch?v=3ZWuPVWq7p4



In this video, we'll cover the data science pipeline from data ingestion (with pandas) to data visualization (with seaborn) to machine learning (with scikit-learn). We'll learn how to train and interpret a linear regression model, and then compare three possible evaluation metrics for regression problems. Finally, we'll apply the train/test split procedure to decide which features to include in our model. • Download the notebook: https://github.com/justmarkham/scikit... • pandas installation instructions: http://pandas.pydata.org/pandas-docs/... • seaborn installation instructions: http://seaborn.pydata.org/installing.... • Longer linear regression notebook: https://github.com/justmarkham/DAT5/b... • Chapter 3 of Introduction to Statistical Learning: http://www-bcf.usc.edu/~gareth/ISL/ • Videos related to Chapter 3: https://www.dataschool.io/15-hours-of... • Quick reference guide to linear regression: https://www.dataschool.io/applying-an... • Introduction to linear regression: http://people.duke.edu/~rnau/regintro... • pandas Q A video series: https://www.dataschool.io/easier-data... • pandas 3-part tutorial: http://www.gregreda.com/2013/10/26/in... • pandas read_csv documentation: http://pandas.pydata.org/pandas-docs/... • pandas read_table documentation: http://pandas.pydata.org/pandas-docs/... • seaborn tutorial: http://seaborn.pydata.org/tutorial.html • seaborn example gallery: http://seaborn.pydata.org/examples/in... • WANT TO GET BETTER AT MACHINE LEARNING? HERE ARE YOUR NEXT STEPS: • 1) WATCH my scikit-learn video series: •    • Machine learning in Python with sciki...   • 2) SUBSCRIBE for more videos: • https://www.youtube.com/dataschool?su... • 3) JOIN Data School Insiders to access bonus content: •   / dataschool   • 4) ENROLL in my Machine Learning course: • https://www.dataschool.io/learn/ • 5) LET'S CONNECT! • Newsletter: https://www.dataschool.io/subscribe/ • Twitter:   / justmarkham   • Facebook:   / datascienceschool   • LinkedIn:   / justmarkham  

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