Download Packt | Python, SQL, Tableau: Integrating Python, SQL, and Tableau [FCO] Torrent

Packt | Python, SQL, Tableau: Integrating Python, SQL, and Tableau [FCO]

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01.Introduction

0101.What Does the Course Cover.mp4

MP4

39.5 MB

02.What is software integration

0201.Properties and Definitions Data, Servers, Clients, Requests and Responses.mp4	MP4	30.27 MB
0202.Properties and Definitions Data Connectivity, APIs, and Endpoints.mp4	MP4	56.2 MB
0203.Further Details on APIs.mp4	MP4	55.78 MB
0204.Text Files as Means of Communication.mp4	MP4	29.46 MB
0205.Definitions and Applications.mp4	MP4	33.9 MB

03.Setting up the working environment

0301.Setting Up the Environment - An Introduction (Do Not Skip, Please)!.mp4	MP4	4.92 MB
0302.Why Python and why Jupyter.mp4	MP4	35.26 MB
0303.Installing Anaconda.mp4	MP4	30.36 MB
0304.The Jupyter Dashboard - Part 1.mp4	MP4	6.77 MB
0305.The Jupyter Dashboard - Part 2.mp4	MP4	14.39 MB
0306.Installing sklearn.mp4	MP4	7.93 MB

04.What's next in the course

0401.Up Ahead.mp4	MP4	25.84 MB
0402.Real-Life Example Absenteeism at Work.mp4	MP4	25.54 MB
0403.Real-Life Example The Dataset.mp4	MP4	25.81 MB

05.Preprocessing

0501.Data Sets in Python.mp4	MP4	13.03 MB
0502.Data at a Glance.mp4	MP4	39.36 MB
0503.A Note on Our Usage of Terms with Multiple Meanings.mp4	MP4	20.06 MB
0504.Picking the Appropriate Approach for the Task at Hand.mp4	MP4	10.93 MB
0505.Removing Irrelevant Data.mp4	MP4	34.34 MB
0506.Examining the Reasons for Absence.mp4	MP4	20.25 MB
0507.Splitting a Column into Multiple Dummies.mp4	MP4	46.7 MB
0508.Dummy Variables and Their Statistical Importance.mp4	MP4	5.75 MB
0509.Grouping - Transforming Dummy Variables into Categorical Variables.mp4	MP4	38.49 MB
0510.Concatenating Columns in Python.mp4	MP4	18.38 MB
0511.Changing Column Order in Pandas DataFrame.mp4	MP4	6.94 MB
0512.Implementing Checkpoints in Coding.mp4	MP4	13.01 MB
0513.Exploring the Initial Date Column.mp4	MP4	26.59 MB
0514.Using the Date Column to Extract the Appropriate Month Value.mp4	MP4	24.11 MB
0515.Introducing Day of the Week.mp4	MP4	15.08 MB
0516.Further Analysis of the DataFrame Next 5 Columns.mp4	MP4	14.11 MB
0517.Further Analysis of the DaraFrame Education, Children, Pets.mp4	MP4	18.79 MB
0518.A Final Note on Preprocessing.mp4	MP4	22.05 MB

06.Machine Learnings

0601.Exploring the Problem from a Machine Learning Point of View.mp4	MP4	25.5 MB
0602.Creating the Targets for the Logistic Regression.mp4	MP4	34.39 MB
0603.Selecting the Inputs.mp4	MP4	12.26 MB
0604.A Bit of Statistical Preprocessing.mp4	MP4	15.62 MB
0605.Train-test Split of the Data.mp4	MP4	39.92 MB
0606.Training the Model and Assessing its Accuracy.mp4	MP4	32.65 MB
0607.Extracting the Intercept and Coefficients from a Logistic Regression.mp4	MP4	33.39 MB
0608.Interpreting the Logistic Regression Coefficients.mp4	MP4	46.47 MB
0609.Omitting the dummy variables from the Standardization.mp4	MP4	33.87 MB
0610.Interpreting the Important Predictors.mp4	MP4	28.11 MB
0611.Simplifying the Model (Backward Elimination).mp4	MP4	37.87 MB
0612.Testing the Machine Learning Model.mp4	MP4	41.45 MB
0613.How to Save the Machine Learning Model and Prepare it for Future Deployment.mp4	MP4	30.4 MB
0614.Creating a Module for Later Use of the Model.mp4	MP4	49.61 MB

07.Installing MySQL and Getting Acquainted with the Interface

0701.Installing MySQL.mp4	MP4	49.73 MB
0702.Setting Up a Connection.mp4	MP4	9.54 MB
0703.Introduction to the MySQL Interface.mp4	MP4	17.82 MB

08.Connecting Python and SQL

0801.Implementing the 'absenteeism_module' - Part I.mp4	MP4	15.57 MB
0802.Implementing the 'absenteeism_module' - Part II.mp4	MP4	28.36 MB
0803.Creating a Database in MySQL.mp4	MP4	33.46 MB
0804.Importing and Installing 'pymysql'.mp4	MP4	11.17 MB
0805.Creating a Connection and Cursor.mp4	MP4	10.44 MB
0806.Creating the 'predicted_outputs' table in MySQL.mp4	MP4	27.4 MB
0807.Running an SQL SELECT Statement from Python.mp4	MP4	12.54 MB
0808.Transferring Data from Jupyter to Workbench - Part I.mp4	MP4	45.36 MB
0809.Transferring Data from Jupyter to Workbench - Part II.mp4	MP4	32.11 MB
0810.Transferring Data from Jupyter to Workbench - Part III.mp4	MP4	22.42 MB

09.Analyzing the Obtained data in Tableau

0901.Analysis in Tableau Age vs Probability.mp4	MP4	26.42 MB
0902.Analysis in Tableau Reasons vs Probability.mp4	MP4	30.18 MB
0903.Analysis in Tableau Transportation Expense vs Probability.mp4	MP4	66.99 MB

Exercise Files

exercise_files.zip

ZIP

12.01 MB

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Packt | Python, SQL, Tableau: Integrating Python, SQL, and Tableau [FCO]

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