FreeCoursesOnline Me ZeroToMastery Python for Business Data Analytics Intelligence

FreeCoursesOnline Me ZeroToMastery Python for Business Data Analytics Intelligence

Name	[FreeCoursesOnline.Me] ZeroToMastery - Python for Business Data Analytics & Intelligence	DOWNLOAD Copy Link
Total Size	5.2 GB
Total Files	247
Last Seen	2024-07-22 00:04
Hash	E38AEE030F4C0924E9F17334004C5FDC3C632078

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/1 Section 1 - Introduction/
Exercise_ Meet Your Classmates and Instructor.pdf	256.3 KB
/1 Section 1 - Introduction/Introduction/
Introduction.mp4	26.3 MB
/.../Python for Business Analytics & Intelligence/
Python for Business Analytics & Intelligence.mp4	178.1 MB
/.../Setting up the Course Material/
Setting up the Course Material.mp4	36.2 MB
/.../The Modern Day Business Analyst/
The Modern Day Business Analyst.mp4	11.5 MB
/.../CASE STUDY - Catholic Schools & Standardized Tests (Briefing)/
CASE STUDY - Catholic Schools & Standardized Tests (Briefing).mp4	3.7 MB
/CHALLENGE - Introduction/
CHALLENGE - Introduction.mp4	36.5 MB
/CHALLENGE - Solutions/
CHALLENGE - Solutions.mp4	117.6 MB
/.../Common Support Region/
Common Support Region.mp4	14.9 MB
/.../Matching - Game Plan/
Matching - Game Plan.mp4	5.7 MB
/Matching/
Matching.mp4	8.8 MB
/.../My Experience with Matching/
My Experience with Matching.mp4	5.7 MB
/.../Python - Chi-square Loop/
Python - Chi-square Loop.mp4	24.4 MB
/.../Python - Chi-square Test/
Python - Chi-square Test.mp4	40.6 MB
/.../Python - Cleaning and Preparing Dataset/
Python - Cleaning and Preparing Dataset.mp4	30.2 MB
/.../Python - Common Support Region Visualization/
Python - Common Support Region Visualization.mp4	9.5 MB
/.../Python - Comparing Means/
Python - Comparing Means.mp4	21.0 MB
/.../Python - Directory and Libraries/
Python - Directory and Libraries.mp4	17.5 MB
/.../Python - Education Variables/
Python - Education Variables.mp4	46.3 MB
/.../Python - Loading Data/
Python - Loading Data.mp4	32.9 MB
/.../Python - Logistic Regression and Debugging/
Python - Logistic Regression and Debugging.mp4	97.2 MB
/Python - Matching/
Python - Matching.mp4	45.6 MB
/.../Python - Other Variables/
Python - Other Variables.mp4	25.0 MB
/.../Python - Outcome Visualization/
Python - Outcome Visualization.mp4	9.5 MB
/.../Python - Preparing for Common Support Region/
Python - Preparing for Common Support Region.mp4	36.7 MB
/.../Python - Race Variable Transformation/
Python - Race Variable Transformation.mp4	90.3 MB
/.../Python - Robustness Check - Removing 1 confounder/
Python - Robustness Check - Removing 1 confounder.mp4	30.9 MB
/.../Python - Robustness Check - Repeated experiments/
Python - Robustness Check - Repeated experiments.mp4	60.2 MB
/.../Python - T-Test Loop/
Python - T-Test Loop.mp4	25.0 MB
/Python - T-Test/
Python - T-Test.mp4	27.5 MB
/Robustness Checks/
Robustness Checks.mp4	4.9 MB
/.../The Curse of Dimensionality/
The Curse of Dimensionality.mp4	5.5 MB
/Unconfoundedness/
Unconfoundedness.mp4	5.5 MB
/11 PART C_ SEGMENTATION/
What is Segmentation and why is it important.pdf	213.5 KB
/.../CASE STUDY - Online Shopping (Briefing)/
CASE STUDY - Online Shopping (Briefing).mp4	1.6 MB
/CHALLENGE - Introduction/
CHALLENGE - Introduction.mp4	11.5 MB
/CHALLENGE - Solutions/
CHALLENGE - Solutions.mp4	40.3 MB
/.../Python - Applying RFM Function/
Python - Applying RFM Function.mp4	9.0 MB
/.../Python - Creating Sales Variable/
Python - Creating Sales Variable.mp4	15.0 MB
/.../Python - Customer Level Aggregation/
Python - Customer Level Aggregation.mp4	22.6 MB
/.../Python - Date Variable/
Python - Date Variable.mp4	12.0 MB
/.../Python - Directory and Libraries/
Python - Directory and Libraries.mp4	10.2 MB
/.../Python - Loading Data/
Python - Loading Data.mp4	22.2 MB
/.../Python - Monetary Variable/
Python - Monetary Variable.mp4	5.5 MB
/Python - Quartiles/
Python - Quartiles.mp4	24.1 MB
/.../Python - RFM Function/
Python - RFM Function.mp4	11.9 MB
/.../Python - RFM Score/
Python - RFM Score.mp4	6.9 MB
/.../Python - Results Summary/
Python - Results Summary.mp4	15.7 MB
/.../Python - Tidying up Dataframe/
Python - Tidying up Dataframe.mp4	12.7 MB
/.../RFM - Game Plan/
RFM - Game Plan.mp4	2.4 MB
/RFM Model/
RFM Model.mp4	8.4 MB
/.../Value Based Segmentation/
Value Based Segmentation.mp4	5.0 MB
/.../AIC and BIC/
AIC and BIC.mp4	6.1 MB
/.../CASE STUDY - Credit Cards #1 (Briefing)/
CASE STUDY - Credit Cards #1 (Briefing).mp4	2.8 MB
/CHALLENGE - Introduction/
CHALLENGE - Introduction.mp4	38.6 MB
/CHALLENGE - Solutions/
CHALLENGE - Solutions.mp4	226.9 MB
/Clustering/
Clustering.mp4	4.9 MB
/.../Gaussian Mixture - Game Plan/
Gaussian Mixture - Game Plan.mp4	2.9 MB
/.../Gaussian Mixture Model/
Gaussian Mixture Model.mp4	8.4 MB
/.../My Experience with Segmentation/
My Experience with Segmentation.mp4	7.6 MB
/.../Python - Cluster Prediction and Assignment/
Python - Cluster Prediction and Assignment.mp4	13.5 MB
/.../Python - Directory and Data/
Python - Directory and Data.mp4	15.5 MB
/.../Python - Gaussian Mixture Model/
Python - Gaussian Mixture Model.mp4	9.6 MB
/Python - Interpretation/
Python - Interpretation.mp4	109.0 MB
/.../Python - Load Data/
Python - Load Data.mp4	21.4 MB
/.../Python - Optimal Number of Clusters/
Python - Optimal Number of Clusters.mp4	30.7 MB
/.../Python - Transform Character variables/
Python - Transform Character variables.mp4	14.9 MB
/14 PART D_ PREDICTIVE ANALYTICS/
What are Predictive Analytics and why are they important.pdf	190.6 KB
/.../CASE STUDY - Credit Cards #2 (Briefing)/
CASE STUDY - Credit Cards #2 (Briefing).mp4	1.2 MB
/CHALLENGE - Introduction/
CHALLENGE - Introduction.mp4	35.7 MB
/.../CHALLENGE - Solutions (Part 1)/
CHALLENGE - Solutions (Part 1).mp4	57.1 MB
/.../CHALLENGE - Solutions (Part 2)/
CHALLENGE - Solutions (Part 2).mp4	51.4 MB
/.../Ensemble Learning and Random Forest/
Ensemble Learning and Random Forest.mp4	4.6 MB
/.../How Decision Trees Work/
How Decision Trees Work.mp4	9.5 MB
/Parameter Tuning/
Parameter Tuning.mp4	6.2 MB
/.../Python - Classification Report and F1 score/
Python - Classification Report and F1 score.mp4	26.2 MB
/.../Python - Directory and Libraries/
Python - Directory and Libraries.mp4	10.3 MB
/.../Python - Feature Importance/
Python - Feature Importance.mp4	20.5 MB
/.../Python - Isolate X and Y/
Python - Isolate X and Y.mp4	15.9 MB
/.../Python - Loading Data/
Python - Loading Data.mp4	19.4 MB
/.../Python - Parameter Grid/
Python - Parameter Grid.mp4	16.5 MB
/.../Python - Parameter Tuning/
Python - Parameter Tuning.mp4	45.9 MB
/Python - Predictions/
Python - Predictions.mp4	5.1 MB
/.../Python - Random Forest Model/
Python - Random Forest Model.mp4	12.3 MB
/.../Python - Summary Statistics/
Python - Summary Statistics.mp4	21.9 MB
/.../Python - Training and Test Set/
Python - Training and Test Set.mp4	28.8 MB
/.../Python - Transform Object into Numerical Variables/
Python - Transform Object into Numerical Variables.mp4	10.4 MB
/.../Random Forest - Game Plan/
Random Forest - Game Plan.mp4	3.1 MB
/.../Random Forest Quirks/
Random Forest Quirks.mp4	4.0 MB
/.../Additive vs [TutFlix.ORG]. Multiplicative Seasonality/
Additive vs. Multiplicative Seasonality.mp4	6.4 MB
/.../CASE STUDY - Wikipedia (Briefing) [TutFlix.ORG]/
CASE STUDY - Wikipedia (Briefing).mp4	2.5 MB
/.../CHALLENGE - Introduction [TutFlix.ORG]/
CHALLENGE - Introduction.mp4	21.0 MB
/.../CHALLENGE - Solutions (Part 1) [TutFlix.ORG]/
CHALLENGE - Solutions (Part 1).mp4	59.4 MB
/.../CHALLENGE - Solutions (Part 2) [TutFlix.ORG]/
CHALLENGE - Solutions (Part 2).mp4	97.1 MB
/.../CHALLENGE - Solutions (Part 3) [TutFlix.ORG]/
CHALLENGE - Solutions (Part 3).mp4	66.8 MB
/.../Cross-validation [TutFlix.ORG]/
Cross-validation.mp4	2.9 MB
/.../Dynamic Holidays [TutFlix.ORG]/
Dynamic Holidays.mp4	5.2 MB
/.../Facebook Prophet - Game Plan [TutFlix.ORG]/
Facebook Prophet - Game Plan.mp4	3.4 MB
/.../Facebook Prophet Model [TutFlix.ORG]/
Facebook Prophet Model.mp4	37.5 MB
/.../Facebook Prophet Parameters [TutFlix.ORG]/
Facebook Prophet Parameters.mp4	5.5 MB
/.../Facebook Prophet [TutFlix.ORG]/
Facebook Prophet.mp4	7.9 MB
/.../Forecasting at Uber [TutFlix.ORG]/
Forecasting at Uber.mp4	9.5 MB
/.../Parameters to tune [TutFlix.ORG]/
Parameters to tune.mp4	3.4 MB
/.../Python - Accuracy Assessment [TutFlix.ORG]/
Python - Accuracy Assessment.mp4	20.5 MB
/.../Python - Black Friday [TutFlix.ORG]/
Python - Black Friday.mp4	15.2 MB
/.../Python - Combining Events and Preparing Dataframe [TutFlix.ORG]/
Python - Combining Events and Preparing Dataframe.mp4	15.7 MB
/.../Python - Cross-validation [TutFlix.ORG]/
Python - Cross-validation.mp4	51.1 MB
/.../Python - Directory and Libraries [TutFlix.ORG]/
Python - Directory and Libraries.mp4	14.1 MB
/.../Python - Easter Holidays [TutFlix.ORG]/
Python - Easter Holidays.mp4	24.0 MB
/.../Python - Forecasting [TutFlix.ORG]/
Python - Forecasting.mp4	22.3 MB
/.../Python - Future Dataframe [TutFlix.ORG]/
Python - Future Dataframe.mp4	34.0 MB
/.../Python - Loading Data [TutFlix.ORG]/
Python - Loading Data.mp4	11.8 MB
/.../Python - Parameter Grid [TutFlix.ORG]/
Python - Parameter Grid.mp4	23.8 MB
/.../Python - Parameter Tuning [TutFlix.ORG]/
Python - Parameter Tuning.mp4	49.4 MB
/.../Python - Regressor Coefficients [TutFlix.ORG]/
Python - Regressor Coefficients.mp4	8.1 MB
/.../Python - Renaming Variables [TutFlix.ORG]/
Python - Renaming Variables.mp4	9.6 MB
/.../Python - Training and Test Set [TutFlix.ORG]/
Python - Training and Test Set.mp4	11.4 MB
/.../Python - Transforming Date Variable [TutFlix.ORG]/
Python - Transforming Date Variable.mp4	18.4 MB
/.../Python - Visualization [TutFlix.ORG]/
Python - Visualization.mp4	32.1 MB
/.../Structural Time Series [TutFlix.ORG]/
Structural Time Series.mp4	7.2 MB
/.../Training and Test Set [TutFlix.ORG]/
Training and Test Set.mp4	4.9 MB
/Thank You!/
Thank You!.mp4	93.3 MB
/2 PART A_ STATISTICS/
What are Statistics and why are they important.pdf	173.7 KB
/Arithmetic Mean/
Arithmetic Mean.mp4	7.3 MB
/.../Basic Statistics - Game Plan/
Basic Statistics - Game Plan.mp4	2.8 MB
/.../CASE STUDY - Moneyball (Briefing)/
CASE STUDY - Moneyball (Briefing).mp4	1.5 MB
/.../CASE STUDY - Moneyball/
CASE STUDY - Moneyball.mp4	7.9 MB
/Correlation/
Correlation.mp4	16.7 MB
/.../EXERCISE - Python - Correlation/
EXERCISE - Python - Correlation.mp4	15.7 MB
/.../EXERCISE - Python - Mean/
EXERCISE - Python - Mean.mp4	12.2 MB
/.../EXERCISE - Python - Median/
EXERCISE - Python - Median.mp4	13.3 MB
/.../EXERCISE - Python - Mode/
EXERCISE - Python - Mode.mp4	12.5 MB
/.../EXERCISE - Python - Standard Deviation/
EXERCISE - Python - Standard Deviation.mp4	4.4 MB
/.../Median and Mode/
Median and Mode.mp4	4.9 MB
/Python - Correlation/
Python - Correlation.mp4	38.0 MB
/.../Python - Directory, Libraries and Data/
Python - Directory, Libraries and Data.mp4	41.8 MB
/Python - Mean/
Python - Mean.mp4	40.8 MB
/Python - Median/
Python - Median.mp4	18.3 MB
/Python - Mode/
Python - Mode.mp4	16.3 MB
/.../Python - Standard Deviation/
Python - Standard Deviation.mp4	19.5 MB
/Standard Deviation/
Standard Deviation.mp4	4.5 MB
/.../CASE STUDY - Remote Work Predictions (Briefing)/
CASE STUDY - Remote Work Predictions (Briefing).mp4	2.4 MB
/.../CASE STUDY - Wine Quality (Briefing)/
CASE STUDY - Wine Quality (Briefing).mp4	5.6 MB
/.../Chi-square test/
Chi-square test.mp4	6.2 MB
/Confidence Interval/
Confidence Interval.mp4	37.8 MB
/.../EXERCISE - Python - Chi-square/
EXERCISE - Python - Chi-square.mp4	18.4 MB
/.../EXERCISE - Python - Confidence Interval/
EXERCISE - Python - Confidence Interval.mp4	14.6 MB
/.../EXERCISE - Python - Normal Distribution/
EXERCISE - Python - Normal Distribution.mp4	28.3 MB
/.../EXERCISE - Python - Shapiro-Wilks/
EXERCISE - Python - Shapiro-Wilks.mp4	10.7 MB
/.../EXERCISE - Python - Standard Error/
EXERCISE - Python - Standard Error.mp4	11.1 MB
/.../EXERCISE - Python - T-test/
EXERCISE - Python - T-test.mp4	24.0 MB
/.../Intermediary Statistics - Game Plan/
Intermediary Statistics - Game Plan.mp4	2.0 MB
/Normal Distribution/
Normal Distribution.mp4	7.5 MB
/P-Value/
P-Value.mp4	15.2 MB
/.../Powerposing and p-hacking/
Powerposing and p-hacking.mp4	11.1 MB
/.../Python - Chi-square test/
Python - Chi-square test.mp4	49.4 MB
/.../Python - Confidence Interval/
Python - Confidence Interval.mp4	42.4 MB
/.../Python - Normal Distribution Visualization/
Python - Normal Distribution Visualization.mp4	38.6 MB
/.../Python - Preparing Script and Loading Data/
Python - Preparing Script and Loading Data.mp4	21.3 MB
/.../Python - Shapiro-Wilks Test/
Python - Shapiro-Wilks Test.mp4	43.9 MB
/.../Python - Standard Error/
Python - Standard Error.mp4	27.1 MB
/Python - T-test/
Python - T-test.mp4	59.5 MB
/.../Shapiro-Wilks Test/
Shapiro-Wilks Test.mp4	4.8 MB
/.../Standard Error of the Mean/
Standard Error of the Mean.mp4	6.2 MB
/T-test/
T-test.mp4	5.6 MB
/Z-Score/
Z-Score.mp4	6.1 MB
/.../CASE STUDY - Diamonds (Briefing)/
CASE STUDY - Diamonds (Briefing).mp4	2.9 MB
/.../Dummy Variable Trap/
Dummy Variable Trap.mp4	7.8 MB
/.../EXERCISE - Python - Linear Regression/
EXERCISE - Python - Linear Regression.mp4	26.5 MB
/.../Linear Regression - Game Plan/
Linear Regression - Game Plan.mp4	3.1 MB
/.../Linear Regression Output/
Linear Regression Output.mp4	35.9 MB
/Linear Regression/
Linear Regression.mp4	10.6 MB
/.../Python - Adding Constant/
Python - Adding Constant.mp4	9.0 MB
/.../Python - Dummy Variable/
Python - Dummy Variable.mp4	15.3 MB
/.../Python - Isolate X and Y/
Python - Isolate X and Y.mp4	11.3 MB
/.../Python - Linear Regression Model and Summary/
Python - Linear Regression Model and Summary.mp4	17.4 MB
/.../Python - Plotting Regression/
Python - Plotting Regression.mp4	22.6 MB
/.../Python - Preparing Script and Loading Data/
Python - Preparing Script and Loading Data.mp4	23.3 MB
/.../Accuracy KPIs (Key Performance Indicators)/
Accuracy KPIs (Key Performance Indicators).mp4	9.0 MB
/.../CASE STUDY - Professors' Salary (Briefing)/
CASE STUDY - Professors' Salary (Briefing).mp4	1.6 MB
/CHALLENGE - Introduction/
CHALLENGE - Introduction.mp4	19.5 MB
/CHALLENGE - Solutions/
CHALLENGE - Solutions.mp4	68.2 MB
/.../Multilinear Regression - Game Plan/
Multilinear Regression - Game Plan.mp4	3.5 MB
/Outliers/
Outliers.mp4	4.9 MB
/.../Python - Accuracy Assessment/
Python - Accuracy Assessment.mp4	22.7 MB
/.../Python - Adding Constant/
Python - Adding Constant.mp4	4.8 MB
/.../Python - Categorical Variables/
Python - Categorical Variables.mp4	19.3 MB
/.../Python - Correlation Matrix/
Python - Correlation Matrix.mp4	12.5 MB
/.../Python - Creating Dummy Variables/
Python - Creating Dummy Variables.mp4	9.7 MB
/.../Python - For Loop/
Python - For Loop.mp4	18.5 MB
/.../Python - Isolate X and Y/
Python - Isolate X and Y.mp4	15.0 MB
/.../Python - Model Predictions/
Python - Model Predictions.mp4	6.1 MB
/.../Python - Multilinear Regression/
Python - Multilinear Regression.mp4	22.4 MB
/.../Python - Plotting Continuous Variables/
Python - Plotting Continuous Variables.mp4	23.1 MB
/.../Python - Preparing Script and Loading Data/
Python - Preparing Script and Loading Data.mp4	28.1 MB
/.../Python - Summary Statistics/
Python - Summary Statistics.mp4	10.0 MB
/.../Python - Train and Test Split/
Python - Train and Test Split.mp4	8.7 MB
/.../The Concept of Multilinear Regression/
The Concept of Multilinear Regression.mp4	3.0 MB
/.../Training and Test Set/
Training and Test Set.mp4	1.8 MB
/.../Under and Over Fitting/
Under and Over Fitting.mp4	2.9 MB
/.../CASE STUDY - Spam Emails (Briefing)/
CASE STUDY - Spam Emails (Briefing).mp4	2.8 MB
/CHALLENGE - Introduction/
CHALLENGE - Introduction.mp4	27.3 MB
/CHALLENGE - Solutions/
CHALLENGE - Solutions.mp4	69.6 MB
/Confusion Matrix/
Confusion Matrix.mp4	16.0 MB
/.../How to Read Logistic Regression Coefficients/
How to Read Logistic Regression Coefficients.mp4	7.1 MB
/.../Logistic Regression - Game Plan/
Logistic Regression - Game Plan.mp4	3.0 MB
/Logistic Regression/
Logistic Regression.mp4	8.8 MB
/.../Python - Classification Report/
Python - Classification Report.mp4	16.7 MB
/.../Python - Confusion Matrix/
Python - Confusion Matrix.mp4	28.7 MB
/.../Python - Correlation Matrix/
Python - Correlation Matrix.mp4	12.4 MB
/.../Python - Function to Read Coefficients/
Python - Function to Read Coefficients.mp4	38.1 MB
/.../Python - Histogram and Outlier Removal/
Python - Histogram and Outlier Removal.mp4	46.4 MB
/.../Python - Logistic Regression/
Python - Logistic Regression.mp4	16.0 MB
/.../Python - Manual Accuracy Assessment/
Python - Manual Accuracy Assessment.mp4	23.8 MB
/Python - Predictions/
Python - Predictions.mp4	16.3 MB
/.../Python - Prepare X and Y/
Python - Prepare X and Y.mp4	9.2 MB
/.../Python - Preparing Script and Loading Data/
Python - Preparing Script and Loading Data.mp4	26.4 MB
/.../Python - Summary Statistics/
Python - Summary Statistics.mp4	26.8 MB
/.../Python - Training and Test Set/
Python - Training and Test Set.mp4	24.8 MB
/.../Python - Transforming Dependent Variable/
Python - Transforming Dependent Variable.mp4	19.0 MB
/8 PART B_ ECONOMETRICS & CAUSAL INFERENCE/
What are Econometrics & Causal Inference and why are they important.pdf	195.3 KB
/Assumptions/
Assumptions.mp4	6.0 MB
/.../CASE STUDY - Bitcoin Pricing (Briefing)/
CASE STUDY - Bitcoin Pricing (Briefing).mp4	6.5 MB
/CHALLENGE - Introduction/
CHALLENGE - Introduction.mp4	24.9 MB
/CHALLENGE - Solutions/
CHALLENGE - Solutions.mp4	69.8 MB
/.../Causal Impact Step-by-Step/
Causal Impact Step-by-Step.mp4	3.6 MB
/.../Correlation Recap and Stationarity/
Correlation Recap and Stationarity.mp4	8.5 MB
/.../Difference-in-Differences Framework/
Difference-in-Differences Framework.mp4	4.7 MB
/.../Google Causal Impact - Game Plan/
Google Causal Impact - Game Plan.mp4	3.2 MB
/.../Interpretation of Results/
Interpretation of Results.mp4	12.3 MB
/.../Python - Bitcoin Price loading/
Python - Bitcoin Price loading.mp4	20.1 MB
/Python - Correlation/
Python - Correlation.mp4	18.7 MB
/.../Python - Defining Dates/
Python - Defining Dates.mp4	9.0 MB
/.../Python - Google Causal Impact Setup/
Python - Google Causal Impact Setup.mp4	9.4 MB
/.../Python - Google Causal Impact/
Python - Google Causal Impact.mp4	40.2 MB
/.../Python - Impact Results/
Python - Impact Results.mp4	35.9 MB
/.../Python - Installing and Importing Libraries/
Python - Installing and Importing Libraries.mp4	12.5 MB
/.../Python - Load Control Groups/
Python - Load Control Groups.mp4	21.6 MB
/.../Python - Preparing DataFrame/
Python - Preparing DataFrame.mp4	48.2 MB
/.../Python - Preparing for Correlation Matrix/
Python - Preparing for Correlation Matrix.mp4	16.4 MB
/Python - Stationarity/
Python - Stationarity.mp4	48.7 MB
/.../Time Series Data/
Time Series Data.mp4	3.1 MB
/.../Why Econometrics and Causal Inference/
Why Econometrics and Causal Inference.mp4	11.7 MB
Total files 247