Udemy - Python for Data Science

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_NAME_:	Udemy - Python for Data Science
Description: Description This Python for Data Science course is an introduction to Python and how to apply it in data science. The course contains ~60 lectures and 7.5 hours of content taught by Praba Santanakrishnan, a highly experienced data scientist from Microsoft. Staring with some fundamentals about “what is data science,” and “who is a data scientist,” the program rapidly move into the specific challenges of data science. This includes the challenges of problem definitions and collecting data, to data pipelines, data preparation, data cleaning and related subjects. Data science methodologies, data analytics tools and open source tools are all covered. Model building validation, visualization and various data science applications are also covered. Discussion of the types of machine learning are covered, including supervised and unsupervised machine learning, as well as methodologies and clustering. NumPy, Pandas, Python Notebook, Git, REPL, IDS and Jupyter Notebook are also covered. Arrays, advanced arrays, and matrices are discussed in some detail to ensure you understand what it is all about and how these tools are implemented. Who this course is for: New Python developers looking to quickly develop and keen understanding of the power of Python Early stage users of Python who need to use Python in serious, enterprise level applications Individuals who are familiar with data science and need to understand the optimal uses for Python Requirements Basic Python knowledge is assumed Some software development experience (including languages, databases…) Last Updated 4/2020
YouTube Video:
Catégorie:	Tutorials
Langue :	English
Taille totale:	3.03 GB
Info Hash:	0D3F02BD2DB5F3531AD36B6D07B62CB39CD6BED3
Ajouté par:	tutsnode
Date:	2020-12-22 23:04:42
Statut Torrent:	Torrent Verified

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Liste des fichiers:

_FILE_	Taille
TutsNode.com.txt	63.00 B
[TGx]Downloaded from torrentgalaxy.to .txt	585.00 B
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/1. Segment - 02-introduction-to-data-science-fin.mp4	78.44 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/1. Segment - 02-introduction-to-data-science-fin.srt	15.00 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/10. Segment - 11-machine-learning-applications.mp4	67.17 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/10. Segment - 11-machine-learning-applications.srt	12.30 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/11. Segment - 12-machine-learning-supervised-unsupervised.mp4	21.23 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/11. Segment - 12-machine-learning-supervised-unsupervised.srt	4.64 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/12. Segment - 12-types-of-machine-learning NUMBERING ISSUE, FIX.mp4	45.65 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/12. Segment - 12-types-of-machine-learning NUMBERING ISSUE, FIX.srt	7.85 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/13. Segment - 13-supervised-unsupervised-learning-methodology-clustering.mp4	31.56 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/13. Segment - 13-supervised-unsupervised-learning-methodology-clustering.srt	6.07 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/14. Segment - 14-python-vs-r.mp4	19.22 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/14. Segment - 14-python-vs-r.srt	3.78 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/15. Segment - 15-tools-for-scalable-machine-learning.mp4	32.45 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/15. Segment - 15-tools-for-scalable-machine-learning.srt	6.38 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/16. Segment - 16-introduction-to-python.mp4	58.09 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/16. Segment - 16-introduction-to-python.srt	12.52 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/17. Segment - 17-more-python-details.mp4	50.54 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/17. Segment - 17-more-python-details.srt	10.81 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/18. Segment - 18-python-examples.mp4	45.81 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/18. Segment - 18-python-examples.srt	10.24 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/19. Segment - 19-anaconda-navigator.mp4	42.95 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/19. Segment - 19-anaconda-navigator.srt	10.86 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/2. Segment - 03.mp4	13.75 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/2. Segment - 03.srt	3.01 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/3. Segment - 04-doing-data-science.mp4	26.18 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/3. Segment - 04-doing-data-science.srt	5.27 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/4. Segment - 05-problem-definitions-and-collecting-data.mp4	11.23 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/4. Segment - 05-problem-definitions-and-collecting-data.srt	2.56 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/5. Segment - 06-data-pipelines-preparation-cleaning-understanding.mp4	22.29 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/5. Segment - 06-data-pipelines-preparation-cleaning-understanding.srt	4.39 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/6. Segment - 07-model-building-validation-visualization-data-science-applications.mp4	42.07 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/6. Segment - 07-model-building-validation-visualization-data-science-applications.srt	9.68 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/7. Segment - 08-data-science-methodology-data-analytics-tools-open-source-tools.mp4	37.94 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/7. Segment - 08-data-science-methodology-data-analytics-tools-open-source-tools.srt	7.53 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/8. Segment - 09-data-science-future-readings.mp4	35.87 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/8. Segment - 09-data-science-future-readings.srt	5.80 kB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/9. Segment - 10-ai-primer-and-machine-learning-concepts.mp4	50.56 MB
[TutsNode.com] - Python for Data Science/1. Introduction to Machine Learning and It’s Technologies/9. Segment - 10-ai-primer-and-machine-learning-concepts.srt	9.92 kB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/1. Segment - 20-introduction-to-python-notebook.mp4	62.87 MB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/1. Segment - 20-introduction-to-python-notebook.srt	12.40 kB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/10. Segment - 29-matrices.mp4	53.45 MB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/10. Segment - 29-matrices.srt	9.47 kB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/2. Segment - 21-git-and-repl.mp4	36.08 MB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/2. Segment - 21-git-and-repl.srt	3.07 kB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/3. Segment - 22-introduction-ids-and-juypter-notebook.mp4	97.16 MB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/3. Segment - 22-introduction-ids-and-juypter-notebook.srt	16.35 kB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/4. Segment - 23-lab-tutorials-learning-juypter-notebook.mp4	162.69 MB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/4. Segment - 23-lab-tutorials-learning-juypter-notebook.srt	26.38 kB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/5. Segment - 24-python-loops-and-functions.mp4	77.85 MB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/5. Segment - 24-python-loops-and-functions.srt	16.78 kB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/6. Segment - 25-python-objects-introduction.mp4	49.44 MB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/6. Segment - 25-python-objects-introduction.srt	8.79 kB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/7. Segment - 26-python-numpy.mp4	32.40 MB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/7. Segment - 26-python-numpy.srt	6.31 kB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/8. Segment - 27-arrays.mp4	125.04 MB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/8. Segment - 27-arrays.srt	24.04 kB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/9. Segment - 28-advanced-arrays.mp4	88.60 MB
[TutsNode.com] - Python for Data Science/2. Python Fundamentals & NumPy Package/9. Segment - 28-advanced-arrays.srt	17.48 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/1. Segment - 30-numpy-lab-tutorial.mp4	140.50 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/1. Segment - 30-numpy-lab-tutorial.srt	23.13 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/10. Segment 39 - Dataframe Operations (Continued).mp4	70.92 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/10. Segment 39 - Dataframe Operations (Continued).srt	14.73 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/11. Segment 40 - Statistical Analysis, Calculations and Operations.mp4	106.87 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/11. Segment 40 - Statistical Analysis, Calculations and Operations.srt	20.65 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/12. Segment 41 - Lab - Advanced Operations in Action.mp4	55.18 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/12. Segment 41 - Lab - Advanced Operations in Action.srt	7.34 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/13. Segment 42 - Lab - Advanced Operations in Action (Continued).mp4	83.88 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/13. Segment 42 - Lab - Advanced Operations in Action (Continued).srt	11.10 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/14. Segment 43 - Pandas Visualization and Matplotlib.mp4	68.33 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/14. Segment 43 - Pandas Visualization and Matplotlib.srt	14.11 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/15. Segment 44 - Seaborn.mp4	16.69 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/15. Segment 44 - Seaborn.srt	3.08 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/16. Segment 45 - ggplot.mp4	12.94 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/16. Segment 45 - ggplot.srt	2.58 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/17. Segment 46 - Statistical Graphs.mp4	14.02 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/17. Segment 46 - Statistical Graphs.srt	2.63 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/18. Segment 47 - Lab - Visualizations.mp4	79.36 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/18. Segment 47 - Lab - Visualizations.srt	12.02 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/2. Segment 31 -review-session-python-for-data-science.mp4	39.13 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/2. Segment 31 -review-session-python-for-data-science.srt	8.86 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/3. Segment 32 - Why Pandas.mp4	10.57 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/3. Segment 32 - Why Pandas.srt	2.08 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/4. Segment 33 - Data Series.mp4	44.22 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/4. Segment 33 - Data Series.srt	8.79 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/5. Segment 34 - Series, Keys and Indices.mp4	41.64 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/5. Segment 34 - Series, Keys and Indices.srt	8.48 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/6. Segment 35 - NumPy Array vs. Panda Series.mp4	15.93 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/6. Segment 35 - NumPy Array vs. Panda Series.srt	2.84 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/7. Segment 36 - Dataframe.mp4	33.97 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/7. Segment 36 - Dataframe.srt	7.29 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/8. Segment 37 - Dataframe Operations.mp4	15.03 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/8. Segment 37 - Dataframe Operations.srt	3.50 kB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/9. Segment 38 - Using Lambda.mp4	19.45 MB
[TutsNode.com] - Python for Data Science/3. Data Analysis using Pandas and Data Visualization/9. Segment 38 - Using Lambda.srt	4.50 kB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/1. Segment 48 - Introduction to Scikit-Learn.mp4	51.02 MB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/1. Segment 48 - Introduction to Scikit-Learn.srt	12.51 kB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/10. Segment 56 - Prediction.mp4	40.67 MB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/10. Segment 56 - Prediction.srt	9.06 kB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/11. Segment 57 - Principal Component Analysis.mp4	43.17 MB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/11. Segment 57 - Principal Component Analysis.srt	9.81 kB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/12. Segment 58 - Lab - Classification Algorithm.mp4	151.50 MB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/12. Segment 58 - Lab - Classification Algorithm.srt	25.24 kB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/2. Segment 49 - Scikit-Learn Uses and Applications.mp4	69.26 MB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/2. Segment 49 - Scikit-Learn Uses and Applications.srt	11.64 kB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/3. Segment 50 - Scikit-Learn vs. Other Tools.mp4	18.07 MB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/3. Segment 50 - Scikit-Learn vs. Other Tools.srt	3.45 kB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/4. Segment 51 - Scikit-Learn Classes, Utils and Data Sets.mp4	54.14 MB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/4. Segment 51 - Scikit-Learn Classes, Utils and Data Sets.srt	12.02 kB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/5. Segment 51 - Setting Up Scikit-Learn.mp4	8.61 MB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/5. Segment 51 - Setting Up Scikit-Learn.srt	2.08 kB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/6. Segment 52 - Estimators and Algorithms.mp4	88.24 MB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/6. Segment 52 - Estimators and Algorithms.srt	17.22 kB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/7. Segment 53 - Preprocessing and Feature Engineering.mp4	75.54 MB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/7. Segment 53 - Preprocessing and Feature Engineering.srt	18.05 kB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/8. Segment 54 - Metrics.mp4	73.06 MB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/8. Segment 54 - Metrics.srt	18.28 kB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/9. Segment 55 - Clustering.mp4	39.50 MB
[TutsNode.com] - Python for Data Science/4. Supervised (Regression and Classification) & Unsupervised (Clustering) Machine L/9. Segment 55 - Clustering.srt	7.69 kB
[TutsNode.com] - Python for Data Science/5. Quizzes/1. Quiz 1.html	145.00 B

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Udemy - Python for Data Science