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种子名称： [FreeTutorials.us] learning-python-for-data-analysis-and-visualization
文件类型： 视频
文件数目： 107个文件
文件大小： 3.98 GB
收录时间： 2017-9-22 19:34
已经下载： 3次
资源热度： 447
最近下载： 2025-1-27 22:48

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[FreeTutorials.us] learning-python-for-data-analysis-and-visualization.torrent

01 Intro to Course and Python/001 Course Intro.mp413.25MB

02 Setup/003 Installation Setup and Overview.mp437.68MB

02 Setup/004 IDEs and Course Resources.mp438.49MB

02 Setup/005 iPythonJupyter Notebook Overview.mp457.84MB

03 Learning Numpy/007 Creating arrays.mp413.05MB

03 Learning Numpy/008 Using arrays and scalars.mp47.93MB

03 Learning Numpy/009 Indexing Arrays.mp426.16MB

03 Learning Numpy/010 Array Transposition.mp47.53MB

03 Learning Numpy/011 Universal Array Function.mp414.94MB

03 Learning Numpy/012 Array Processing.mp441.03MB

03 Learning Numpy/013 Array Input and Output.mp413.97MB

04 Intro to Pandas/014 Series.mp424.75MB

04 Intro to Pandas/015 DataFrames.mp452.86MB

04 Intro to Pandas/016 Index objects.mp49.23MB

04 Intro to Pandas/017 Reindex.mp432.26MB

04 Intro to Pandas/018 Drop Entry.mp49.24MB

04 Intro to Pandas/019 Selecting Entries.mp418.12MB

04 Intro to Pandas/020 Data Alignment.mp417.7MB

04 Intro to Pandas/021 Rank and Sort.mp49.45MB

04 Intro to Pandas/022 Summary Statistics.mp446.09MB

04 Intro to Pandas/023 Missing Data.mp418.93MB

04 Intro to Pandas/024 Index Hierarchy.mp424.03MB

05 Working with Data Part 1/025 Reading and Writing Text Files.mp424.81MB

05 Working with Data Part 1/026 JSON with Python.mp48.98MB

05 Working with Data Part 1/027 HTML with Python.mp413.46MB

05 Working with Data Part 1/028 Microsoft Excel files with Python.mp47.62MB

06 Working with Data Part 2/029 Merge.mp436.33MB

06 Working with Data Part 2/030 Merge on Index.mp425.22MB

06 Working with Data Part 2/031 Concatenate.mp421.13MB

06 Working with Data Part 2/032 Combining DataFrames.mp419.88MB

06 Working with Data Part 2/033 Reshaping.mp414.4MB

06 Working with Data Part 2/034 Pivoting.mp417.98MB

06 Working with Data Part 2/035 Duplicates in DataFrames.mp411.07MB

06 Working with Data Part 2/036 Mapping.mp47.78MB

06 Working with Data Part 2/037 Replace.mp45.15MB

06 Working with Data Part 2/038 Rename Index.mp410.09MB

06 Working with Data Part 2/039 Binning.mp413.02MB

06 Working with Data Part 2/040 Outliers.mp416.22MB

06 Working with Data Part 2/041 Permutation.mp48.74MB

07 Working with Data Part 3/042 GroupBy on DataFrames.mp436.32MB

07 Working with Data Part 3/043 GroupBy on Dict and Series.mp423.31MB

07 Working with Data Part 3/044 Aggregation.mp443.79MB

07 Working with Data Part 3/045 Splitting Applying and Combining.mp422.15MB

07 Working with Data Part 3/046 Cross Tabulation.mp48.83MB

08 Data Visualization/047 Installing Seaborn.mp47.25MB

08 Data Visualization/048 Histograms.mp420.25MB

08 Data Visualization/049 Kernel Density Estimate Plots.mp461.86MB

08 Data Visualization/050 Combining Plot Styles.mp411.62MB

08 Data Visualization/051 Box and Violin Plots.mp418.29MB

08 Data Visualization/052 Regression Plots.mp434.85MB

08 Data Visualization/053 Heatmaps and Clustered Matrices.mp439.05MB

09 Example Projects/054 Data Projects Preview.mp459.54MB

09 Example Projects/055 Intro to Data Projects.mp418.67MB

09 Example Projects/056 Titanic Project - Part 1.mp443.3MB

09 Example Projects/057 Titanic Project - Part 2.mp438.92MB

09 Example Projects/058 Titanic Project - Part 3.mp435.08MB

09 Example Projects/059 Titanic Project - Part 4.mp45.32MB

09 Example Projects/060 Intro to Data Project - Stock Market Analysis.mp432.77MB

09 Example Projects/061 Data Project - Stock Market Analysis Part 1.mp432.41MB

09 Example Projects/062 Data Project - Stock Market Analysis Part 2.mp456.85MB

09 Example Projects/063 Data Project - Stock Market Analysis Part 3.mp440.01MB

09 Example Projects/064 Data Project - Stock Market Analysis Part 4.mp425.88MB

09 Example Projects/065 Data Project - Stock Market Analysis Part 5.mp493.98MB

09 Example Projects/066 Data Project - Intro to Election Analysis.mp431.43MB

09 Example Projects/067 Data Project - Election Analysis Part 1.mp444.57MB

09 Example Projects/068 Data Project - Election Analysis Part 2.mp456.39MB

09 Example Projects/069 Data Project - Election Analysis Part 3.mp439.06MB

09 Example Projects/070 Data Project - Election Analysis Part 4.mp4123.75MB

10 Machine Learning/071 Introduction to Machine Learning with SciKit Learn.mp446.17MB

10 Machine Learning/072 Linear Regression Part 1.mp458.66MB

10 Machine Learning/073 Linear Regression Part 2.mp452.52MB

10 Machine Learning/074 Linear Regression Part 3.mp468.85MB

10 Machine Learning/075 Linear Regression Part 4.mp478.64MB

10 Machine Learning/076 Logistic Regression Part 1.mp471.8MB

10 Machine Learning/077 Logistic Regression Part 2.mp451.81MB

10 Machine Learning/078 Logistic Regression Part 3.mp439.67MB

10 Machine Learning/079 Logistic Regression Part 4.mp497.94MB

10 Machine Learning/080 Multi Class Classification Part 1 - Logistic Regression.mp467.85MB

10 Machine Learning/081 Multi Class Classification Part 2 - k Nearest Neighbor.mp473.53MB

10 Machine Learning/082 Support Vector Machines Part 1.mp464.93MB

10 Machine Learning/083 Support Vector Machines - Part 2.mp485.84MB

10 Machine Learning/084 Naive Bayes Part 1.mp435.69MB

10 Machine Learning/085 Naive Bayes Part 2.mp465.48MB

10 Machine Learning/086 Decision Trees and Random Forests.mp4232.08MB

10 Machine Learning/087 Natural Language Processing Part 1.mp465.74MB

10 Machine Learning/088 Natural Language Processing Part 2.mp488.4MB

10 Machine Learning/089 Natural Language Processing Part 3.mp4139.4MB

10 Machine Learning/090 Natural Language Processing Part 4.mp4101.83MB

11 Appendix Statistics Overview/091 Intro to Appendix B.mp47.24MB

11 Appendix Statistics Overview/092 Discrete Uniform Distribution.mp421.82MB

11 Appendix Statistics Overview/093 Continuous Uniform Distribution.mp425.22MB

11 Appendix Statistics Overview/094 Binomial Distribution.mp441.74MB

11 Appendix Statistics Overview/095 Poisson Distribution.mp440.25MB

11 Appendix Statistics Overview/096 Normal Distribution.mp419.42MB

11 Appendix Statistics Overview/097 Sampling Techniques.mp422MB

11 Appendix Statistics Overview/098 T-Distribution.mp416.35MB

11 Appendix Statistics Overview/099 Hypothesis Testing and Confidence Intervals.mp478.87MB

11 Appendix Statistics Overview/100 Chi Square Test and Distribution.mp415.71MB

11 Appendix Statistics Overview/101 Bayes Theorem.mp436.76MB

12 Appendix SQL and Python/102 Introduction to SQL with Python.mp443.76MB

12 Appendix SQL and Python/103 SQL - SELECTDISTINCTWHEREAND OR.mp432.34MB

12 Appendix SQL and Python/104 SQL WILDCARDS ORDER BY GROUP BY and Aggregate Functions.mp428.13MB

13 Appendix Web Scraping with Python/105 Web Scraping Part 1.mp437.31MB

13 Appendix Web Scraping with Python/106 Web Scraping Part 2.mp443.82MB

14 Appendix Python Special Offers/107 Python Overview Part 1.mp434.46MB

14 Appendix Python Special Offers/108 Python Overview Part 2.mp421.89MB

14 Appendix Python Special Offers/109 Python Overview Part 3.mp419.92MB