download скачать Free download скачать : Udemy Data Science Methods and Algorithms
mp4 | Video: h264,1280X720 | Audio: AAC, 44.1 KHz
Genre:eLearning | Language: English | Size:15.22 GB

Files Included :

1  Introduction.mp4 (278.74 MB)
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2  Setup of the Anaconda Cloud Notebook.mp4 (108.43 MB)
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3  download скачать and installation of the Anaconda Distribution (optional).mp4 (158.61 MB)
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4  The Conda Package Management System (optional).mp4 (268.39 MB)
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1  Overview of Python for Data Handling.mp4 (256.38 MB)
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10  Python Dictionary.mp4 (222.52 MB)
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11  Python List.mp4 (252.48 MB)
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12  Overview of Python Data Transformers and Functions.mp4 (22.89 MB)
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13  Python While-loop.mp4 (131.14 MB)
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14  Python For-loop.mp4 (118.38 MB)
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15  Python Logic Operators and conditional code branching.mp4 (220.59 MB)
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16  Python Functions I Some theory.mp4 (31.5 MB)
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17  Python Functions II create your own functions.mp4 (235.06 MB)
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18  Python Object Oriented Programming I Some theory.mp4 (159.4 MB)
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19  Python Object Oriented Programming II create your own custom objects.mp4 (338.8 MB)
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2  Python Integer.mp4 (85.87 MB)
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20  Python Object Oriented Programming III Files and Tables.mp4 (265.84 MB)
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21  Python Object Oriented Programming IV Recap and More.mp4 (405.91 MB)
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3  Python Float.mp4 (64.19 MB)
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4  Python Strings I.mp4 (89.24 MB)
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5  Python Strings II Intermediate String Methods.mp4 (141.7 MB)
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6  Python Strings III DateTime Objects and Strings.mp4 (154.51 MB)
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7  Overview of Python Native Data Storage Structures.mp4 (21.19 MB)
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8  Python Set.mp4 (99.62 MB)
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9  Python Tuple.mp4 (159.13 MB)
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1  Master Pandas for Data Handling Overview.mp4 (124.79 MB)
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10  Pandas Operations & Techniques DataFrame Inspection.mp4 (106.44 MB)
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11  Pandas Operations & Techniques Column Selections.mp4 (100.57 MB)
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12  Pandas Operations & Techniques Row Selections.mp4 (101.52 MB)
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13  Pandas Operations & Techniques Conditional Selections.mp4 (125.2 MB)
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14  Pandas Operations & Techniques Scalers and Standardization.mp4 (128.51 MB)
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15  Pandas Operations & Techniques Concatenate DataFrames.mp4 (171.6 MB)
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16  Pandas Operations & Techniques Joining DataFrames.mp4 (114.9 MB)
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17  Pandas Operations & Techniques Merging DataFrames.mp4 (211.75 MB)
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18  Pandas Operations & Techniques Transpose & Pivot Functions.mp4 (205.52 MB)
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19  Pandas Data Preparation I Overview & workflow.mp4 (51.28 MB)
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2  Pandas theory and terminology.mp4 (111.82 MB)
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20  Pandas Data Preparation II Edit DataFrame labels.mp4 (98.16 MB)
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21  Pandas Data Preparation III Duplicates.mp4 (145.54 MB)
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22  Pandas Data Preparation IV Missing Data & Imputation.mp4 (311.95 MB)
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23  Pandas Data Preparation V Data Binnings [Extra Video].mp4 (273.75 MB)
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24  Pandas Data Preparation VI Indicator Features [Extra Video].mp4 (208.2 MB)
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25  Pandas Data Description I Overview.mp4 (29.42 MB)
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26  Pandas Data Description II Sorting and Ranking.mp4 (126.12 MB)
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27  Pandas Data Description III Descriptive Statistics.mp4 (159.32 MB)
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28  Pandas Data Description IV Crosstabulations & Groupings.mp4 (170.94 MB)
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29  Pandas Data Visualization I Overview.mp4 (37.27 MB)
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3  Creating a Pandas DataFrame from scratch.mp4 (150.61 MB)
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30  Pandas Data Visualization II Histograms.mp4 (202.64 MB)
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31  Pandas Data Visualization III Boxplots.mp4 (132.63 MB)
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32  Pandas Data Visualization IV Scatterplots.mp4 (218.21 MB)
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33  Pandas Data Visualization V Pie Charts.mp4 (218.85 MB)
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34  Pandas Data Visualization VI Line plots.mp4 (264.18 MB)
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4  Pandas File Handling Overview.mp4 (22.22 MB)
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5  Pandas File Handling The  csv file format.mp4 (113.85 MB)
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6  Pandas File Handling The  xlsx file format.mp4 (139.83 MB)
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7  Pandas File Handling SQL-database files and Pandas DataFrame.mp4 (91.84 MB)
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8  Pandas Operations & Techniques Overview.mp4 (32.3 MB)
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9  Pandas Operations & Techniques Object Inspection.mp4 (100.54 MB)
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1  Regression, Prediction, and Supervised Learning  Section Overview (I).mp4 (121.74 MB)
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10  Regression Regularization, Lasso and Ridge models (X).mp4 (520.37 MB)
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11  Decision Tree Regression models (XI).mp4 (476.2 MB)
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12  Random Forest Regression (XII).mp4 (410.49 MB)
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13  Voting Regression (XIII).mp4 (244.87 MB)
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2  The Traditional Simple Regression Model (II).mp4 (173.56 MB)
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3  The Traditional Simple Regression Model (III).mp4 (317.52 MB)
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4  Some practical and useful modelling concepts (IV).mp4 (114.68 MB)
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5  Some practical and useful modelling concepts (V).mp4 (120.26 MB)
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6  Linear Multiple Regression model (VI).mp4 (338.29 MB)
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7  Linear Multiple Regression model (VII).mp4 (232.97 MB)
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8  Multivariate Polynomial Multiple Regression models (VIII).mp4 (99.66 MB)
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9  Multivariate Polynomial Multiple Regression models (VIIII).mp4 (408.84 MB)
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1  Classification and Supervised Learning, overview.mp4 (118.32 MB)
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2  Logistic Regression Classifier.mp4 (379.79 MB)
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3  The Naive Bayes Classifier.mp4 (328.19 MB)
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4  The Decision Tree Classifier.mp4 (549.16 MB)
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5  The Random Forest Classifier.mp4 (331.55 MB)
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6  The Voting Classifier.mp4 (203.98 MB)
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1  Cluster Analysis, an overview.mp4 (202.42 MB)
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2  K-Means Cluster Analysis, and an introduction to auto-updated K-means algorithms.mp4 (253.81 MB)
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3  Density-Based Spatial Clustering of Applications with Noise (DBSCAN).mp4 (334.37 MB)
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4  Four Hierarchical Clustering algorithms.mp4 (210.65 MB)
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