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Python Data Products For Predictive Analytics Specialization
TORRENT SUMMARY
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Build Predictive Systems with Accuracy. Collect, model, and deploy data-driven systems using Python and machine learning.
What you’ll learn
Discover how to transform data and make it suitable for data-driven predictive tasks
Understand how to compute basic statistics using real-world datasets of consumer activities, like product reviews and more
Use Python to create interactive data visualizations to make meaningful predictions and build simple demo systems
Perform simple regressions and classifications on datasets using machine learning libraries
Last Updated 6/2023
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FILE LIST
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TutsNode.net.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/01_week-1-introduction-to-data-products/01_course-information/02_course-materials_Final_Course1.zip
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/01_week-1-introduction-to-data-products/01_course-information/02_course-materials_instructions.html
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/01_week-1-introduction-to-data-products/02_what-is-a-data-product/01_what-is-a-data-product_PDP_Course1_Slides.pdf
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/01_week-1-introduction-to-data-products/02_what-is-a-data-product/03_developing-a-data-product-strategy.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/01_week-1-introduction-to-data-products/02_what-is-a-data-product/03_developing-a-data-product-strategy_PDP_Course1_Slides.pdf
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/01_week-1-introduction-to-data-products/02_what-is-a-data-product/04_our-case-study-recommender-systems_instructions.html
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/01_week-1-introduction-to-data-products/03_introducing-python/01_python-and-jupyter-basics.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/01_week-1-introduction-to-data-products/03_introducing-python/01_python-and-jupyter-basics.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/01_week-1-introduction-to-data-products/03_introducing-python/03_optional-python-how-to-run_instructions.html
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/01_week-1-introduction-to-data-products/03_introducing-python/04_optional-python-additional-resources-and-recommended-readings_python_functions.htm
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/01_week-1-introduction-to-data-products/03_introducing-python/05_livecoding-getting-started-with-jupyter.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/02_week-2-reading-data-in-python/01_csv-and-json-files/01_csv-json-files.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/02_week-2-reading-data-in-python/01_csv-and-json-files/02_reading-csv-json-files.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/02_week-2-reading-data-in-python/01_csv-and-json-files/02_reading-csv-json-files.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/02_week-2-reading-data-in-python/01_csv-and-json-files/03_processing-structured-data-in-python.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/02_week-2-reading-data-in-python/01_csv-and-json-files/03_processing-structured-data-in-python_PDP_Course1_Slides.pdf
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/02_week-2-reading-data-in-python/02_simple-statistics/01_extracting-simple-statistics-from-datasets.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/02_week-2-reading-data-in-python/02_simple-statistics/01_extracting-simple-statistics-from-datasets.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/02_week-2-reading-data-in-python/02_simple-statistics/02_simple-statistics-live-coding.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/02_week-2-reading-data-in-python/03_quiz-week-2-assessment/01_python-reading-data-and-simple-statistics_exam.html
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/03_week-3-data-processing-in-python/01_data-filtering-and-cleaning/01_data-filtering-and-cleaning.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/03_week-3-data-processing-in-python/01_data-filtering-and-cleaning/01_data-filtering-and-cleaning.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/03_week-3-data-processing-in-python/02_processing-different-data-types/01_processing-text-and-strings-in-python.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/03_week-3-data-processing-in-python/02_processing-different-data-types/02_processing-times-and-dates-in-python.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/03_week-3-data-processing-in-python/02_processing-different-data-types/02_processing-times-and-dates-in-python.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/03_week-3-data-processing-in-python/02_processing-different-data-types/03_livecoding-time-and-date-data.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/04_week-4-python-libraries-and-toolkits/01_numpy/01_matrix-processing-and-numpy.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/04_week-4-python-libraries-and-toolkits/01_numpy/02_review-numpy_quiz.html
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/04_week-4-python-libraries-and-toolkits/02_matplotlib/01_introduction-to-data-visualization.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/04_week-4-python-libraries-and-toolkits/02_matplotlib/01_introduction-to-data-visualization.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/04_week-4-python-libraries-and-toolkits/02_matplotlib/02_introduction-to-matplotlib_PDP_Course1_Slides.pdf
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/04_week-4-python-libraries-and-toolkits/02_matplotlib/03_live-coding-matplotlib.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/04_week-4-python-libraries-and-toolkits/03_urllib-and-beautifulsoup/01_urllib-and-beautifulsoup.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/basic-data-processing-visualization-python/04_week-4-python-libraries-and-toolkits/03_urllib-and-beautifulsoup/01_urllib-and-beautifulsoup.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/01_introduction/01_course-information/02_course-materials_Final_Course4.zip
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/01_introduction/02_recommender-systems/02_recommender-systems-versus-other-forms-of-supervised-learning.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/01_introduction/02_recommender-systems/03_collaborative-filtering-based-recommendation.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/01_introduction/02_recommender-systems/03_collaborative-filtering-based-recommendation.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/01_introduction/02_recommender-systems/03_collaborative-filtering-based-recommendation.mp4
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/01_introduction/03_introduction-to-latent-factor-models/01_latent-factor-models-part-1.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/01_introduction/03_introduction-to-latent-factor-models/01_latent-factor-models-part-1.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/01_introduction/03_introduction-to-latent-factor-models/02_latent-factor-models-part-2.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/01_introduction/03_introduction-to-latent-factor-models/02_latent-factor-models-part-2.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/02_implementing-recommender-systems/01_similarity-based-recommenders/01_implementing-a-similarity-based-recommender.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/02_implementing-recommender-systems/01_similarity-based-recommenders/01_implementing-a-similarity-based-recommender.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/02_implementing-recommender-systems/01_similarity-based-recommenders/02_similarity-based-recommender-for-rating-prediction.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/02_implementing-recommender-systems/02_implementing-latent-factor-models/01_implementing-a-latent-factor-model-part-1.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/02_implementing-recommender-systems/02_implementing-latent-factor-models/01_implementing-a-latent-factor-model-part-1.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/02_implementing-recommender-systems/02_implementing-latent-factor-models/02_implementing-a-latent-factor-model-part-2.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/03_deploying-recommender-systems/01_vids/04_flask.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/04_project-4-recommender-system/01_project-4-recommender-system/01_project-description_Final_Course4.zip
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/05_capstone/01_capstone/01_description-of-capstone-tasks.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/05_capstone/01_capstone/02_capstone-overview_Capstone-Description.pdf
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/05_capstone/01_capstone/02_capstone-overview_CAPSTONE.zip
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/06_Resources/01_notebooks/01__Final_Course4.zip
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/06_Resources/02_capstone-materials/01__Capstone-Description.pdf
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/deploying-machine-learning-models/06_Resources/02_capstone-materials/01__CAPSTONE.zip
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/01_week-1-supervised-learning-regression/02_recap-mathematical-notation/01_recap-mathematical-notation_Recap_on_Mathematical_Notation.pdf
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/01_week-1-supervised-learning-regression/03_supervised-learning/01_introduction-to-supervised-learning.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/01_week-1-supervised-learning-regression/03_supervised-learning/01_introduction-to-supervised-learning.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/01_week-1-supervised-learning-regression/03_supervised-learning/02_supervised-learning-regression.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/01_week-1-supervised-learning-regression/04_regression/01_regression-in-python.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/01_week-1-supervised-learning-regression/04_regression/01_regression-in-python.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/01_week-1-supervised-learning-regression/04_regression/02_time-series-regression.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/01_week-1-supervised-learning-regression/04_regression/03_autoregression.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/02_week-2-features/01_features/01_features-from-categorical-data.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/02_week-2-features/01_features/02_features-from-temporal-data.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/02_week-2-features/01_features/04_missing-values.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/02_week-2-features/01_features/04_missing-values.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/03_week-3-classification/01_classification/03_classification-logistic-regression.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/03_week-3-classification/01_classification/04_introduction-to-support-vector-machines.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/03_week-3-classification/01_classification/04_introduction-to-support-vector-machines.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/04_week-4-gradient-descent/01_more-on-classification/01_classification-in-python.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/04_week-4-gradient-descent/01_more-on-classification/02_introduction-to-training-and-testing.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/04_week-4-gradient-descent/02_gradient-descent/01_gradient-descent-in-python.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/04_week-4-gradient-descent/02_gradient-descent/02_gradient-descent-in-tensorflow.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/design-thinking-predictive-analytics-data-products/04_week-4-gradient-descent/02_gradient-descent/03_livecoding-tensorflow.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/01_week-1-diagnostics-for-data/03_regression-diagnostics/01_motivation-behind-the-mse.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/01_week-1-diagnostics-for-data/03_regression-diagnostics/02_regression-diagnostics-mse-and-r2.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/01_week-1-diagnostics-for-data/03_regression-diagnostics/03_over-and-under-fitting.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/01_week-1-diagnostics-for-data/04_classification-diagnostics/01_classification-diagnostics-accuracy-and-error.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/01_week-1-diagnostics-for-data/04_classification-diagnostics/01_classification-diagnostics-accuracy-and-error.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/01_week-1-diagnostics-for-data/04_classification-diagnostics/02_classification-diagnostics-precision-and-recall.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/01_week-1-diagnostics-for-data/04_classification-diagnostics/02_classification-diagnostics-precision-and-recall.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/02_week-2-codebases-regularization-and-evaluating-a-model/01_setting-up-a-codebase/01_setting-up-a-codebase-for-evaluation-and-validation.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/02_week-2-codebases-regularization-and-evaluating-a-model/01_setting-up-a-codebase/01_setting-up-a-codebase-for-evaluation-and-validation.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/02_week-2-codebases-regularization-and-evaluating-a-model/02_regularization-and-evaluating-a-model/01_model-complexity-and-regularization.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/02_week-2-codebases-regularization-and-evaluating-a-model/02_regularization-and-evaluating-a-model/01_model-complexity-and-regularization.en.txt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/02_week-2-codebases-regularization-and-evaluating-a-model/02_regularization-and-evaluating-a-model/02_adding-a-regularizer-to-our-model-and-evaluating-the-regularized-model.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/03_week-3-validation-and-pipelines/01_validation/01_validation.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/03_week-3-validation-and-pipelines/01_validation/02_theorems-about-training-testing-and-validation.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/03_week-3-validation-and-pipelines/02_pipelines-in-python/01_implementing-a-regularization-pipeline-in-python.en.srt
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[TutsNode.net] - Python Data Products for Predictive Analytics Specialization/meaningful-predictive-modeling/03_week-3-validation-and-pipelines/02_pipelines-in-python/02_guidelines-on-the-implementation-of-predictive-pipelines.en.srt
