Applied Data Science with Python Specialization

Applied Data Science with Python Specialization

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Description
Description

The 5 courses in this University of Michigan specialization introduce learners to data science through the python programming language. This skills-based specialization is intended for learners who have a basic python or programming background, and want to apply statistical, machine learning, information visualization, text analysis, and social network analysis techniques through popular python toolkits such as pandas, matplotlib, scikit-learn, nltk, and networkx to gain insight into their data.

Introduction to Data Science in Python (course 1), Applied Plotting, Charting & Data Representation in Python (course 2), and Applied Machine Learning in Python (course 3) should be taken in order and prior to any other course in the specialization. After completing those, courses 4 and 5 can be taken in any order. All 5 are required to earn a certificate.

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  • Applied Data Science with Python Specialization
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  • [TutsNode.net] - Applied Data Science with Python Specialization/python-data-analysis/01_fundamentals-of-data-manipulation-with-python/01_introduction-to-the-course/04_notice-for-auditing-learners-assignment-submission_instructions.html 1.6 KB
  • [TutsNode.net] - Applied Data Science with Python Specialization/python-data-analysis/01_fundamentals-of-data-manipulation-with-python/01_introduction-to-the-course/05_help-us-learn-more-about-you_instructions.html 1.7 KB
  • [TutsNode.net] - Applied Data Science with Python Specialization/python-data-analysis/01_fundamentals-of-data-manipulation-with-python/01_introduction-to-the-course/07_week-1-textbook-reading-assignment-optional_instructions.html 1.8 KB
  • [TutsNode.net] - Applied Data Science with Python Specialization/python-data-analysis/01_fundamentals-of-data-manipulation-with-python/01_introduction-to-the-course/08_50-years-of-data-science-david-donoho-optional_50YearsDataScience.pdf 424.2 KB
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  • [TutsNode.net] - Applied Data Science with Python Specialization/python-data-analysis/01_fundamentals-of-data-manipulation-with-python/01_introduction-to-the-course/09_python-functions.en.srt 12.7 KB
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  • [TutsNode.net] - Applied Data Science with Python Specialization/python-data-analysis/01_fundamentals-of-data-manipulation-with-python/02_fundamentals-of-data-manipulation/02_manipulating-text-with-regular-expression.en.srt 44.8 KB
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  • [TutsNode.net] - Applied Data Science with Python Specialization/python-machine-learning/02_module-2-supervised-machine-learning-part-1/01_module-2-supervised-machine-learning/06_linear-regression-ridge-lasso-and-polynomial-regression.en.srt 27.2 KB
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  • [TutsNode.net] - Applied Data Science with Python Specialization/python-machine-learning/03_module-3-evaluation/01_module-3-evaluation/01_model-evaluation-selection.mp4 46.1 MB
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  • [TutsNode.net] - Applied Data Science with Python Specialization/python-machine-learning/04_module-4-supervised-machine-learning-part-2/01_module-4-supervised-machine-learning-part-2/02_random-forests.en.txt 10.7 KB
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  • [TutsNode.net] - Applied Data Science with Python Specialization/python-machine-learning/04_module-4-supervised-machine-learning-part-2/01_module-4-supervised-machine-learning-part-2/14_rules-of-machine-learning-best-practices-for-ml-engineering-optional_rules_of_ml.pdf 449.5 KB
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  • [TutsNode.net] - Applied Data Science with Python Specialization/python-plotting/01_module-1-principles-of-information-visualization/01_principles-of-information-visualization/02_syllabus_Cairo2015_Chapter_GraphicsLiesMisleadingVisuals.pdf 431 KB
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  • [TutsNode.net] - Applied Data Science with Python Specialization/python-plotting/03_module-3-charting-fundamentals/01_module-3-charting-fundamentals/03_selecting-the-number-of-bins-in-a-histogram-a-decision-theoretic-approach_hist.pdf 116.4 KB
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  • [TutsNode.net] - Applied Data Science with Python Specialization/python-social-network-analysis/01_why-study-networks-and-basics-on-networkx/01_module-1-why-study-networks-and-basics-on-networkx/04_network-definition-and-vocabulary.en.txt 8.9 KB
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  • [TutsNode.net] - Applied Data Science with Python Specialization/python-text-mining/04_module-4-topic-modeling/01_module-4-topic-modeling/03_generative-models-and-lda.mp4 43.9 MB
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  • [TutsNode.net] - Applied Data Science with Python Specialization/python-text-mining/05_Resources/04_lecture-slides/01__1.4_Internationalization_and_Issues_with_Non-ASCII_Characters.pdf 670.4 KB
  • [TutsNode.net] - Applied Data Science with Python Specialization/python-text-mining/05_Resources/04_lecture-slides/01__2.1_Basic_Natural_Language_Processing.pdf 223.3 KB
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  • [TutsNode.net] - Applied Data Science with Python Specialization/python-text-mining/05_Resources/04_lecture-slides/01__3.5_Support_Vector_Machines.pdf 592.4 KB
  • [TutsNode.net] - Applied Data Science with Python Specialization/python-text-mining/05_Resources/04_lecture-slides/01__4.1_Semantic_Text_Similarity.pdf 414.5 KB
  • [TutsNode.net] - Applied Data Science with Python Specialization/python-text-mining/05_Resources/04_lecture-slides/01__4.3_Generative_Models_and_LDA.pdf 697.6 KB

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