Videos Files :
Introduction.mp4 (25.1 MB)
Python for Business Analytics & Intelligence.mp4 (169.81 MB)
Setting up the Course Material.mp4 (34.51 MB)
The Modern Day Business Analyst.mp4 (10.96 MB)
CASE STUDY Catholic Schools & Standardized Tests (Briefing).mp4 (3.48 MB)
CHALLENGE Introduction.mp4 (34.83 MB)
CHALLENGE Solutions.mp4 (112.19 MB)
Common Support Region.mp4 (14.25 MB)
Matching.mp4 (8.36 MB)
Matching Game Plan.mp4 (5.48 MB)
My Experience with Matching.mp4 (5.4 MB)
Python Chi square Loop.mp4 (23.23 MB)
Python Chi square Test.mp4 (38.76 MB)
Python Cleaning and Preparing Dataset.mp4 (28.84 MB)
Python Common Support Region Visualization.mp4 (9.09 MB)
Python Comparing Means.mp4 (20.01 MB)
Python Directory and Libraries.mp4 (16.73 MB)
Python Education Variables.mp4 (44.17 MB)
Python Loading Data.mp4 (31.34 MB)
Python Logistic Regression and Debugging.mp4 (92.74 MB)
Python Matching.mp4 (43.52 MB)
Python Other Variables.mp4 (23.8 MB)
Python Outcome Visualization.mp4 (9.06 MB)
Python Preparing for Common Support Region.mp4 (34.98 MB)
Python Race Variable Transformation.mp4 (86.15 MB)
Python Robustness Check Removing 1 confounder.mp4 (29.45 MB)
Python Robustness Check Repeated experiments.mp4 (57.38 MB)
Python T Test.mp4 (26.22 MB)
Python T Test Loop.mp4 (23.84 MB)
Robustness Checks.mp4 (4.64 MB)
The Curse of Dimensionality.mp4 (5.28 MB)
Unconfoundedness.mp4 (5.21 MB)
CASE STUDY Online Shopping (Briefing).mp4 (1.56 MB)
CHALLENGE Introduction.mp4 (10.93 MB)
CHALLENGE Solutions.mp4 (38.39 MB)
Python Applying RFM Function.mp4 (8.58 MB)
Python Creating Sales Variable.mp4 (14.27 MB)
Python Customer Level Aggregation.mp4 (21.55 MB)
Python Date Variable.mp4 (11.49 MB)
Python Directory and Libraries.mp4 (9.73 MB)
Python Loading Data.mp4 (21.21 MB)
Python Monetary Variable.mp4 (5.21 MB)
Python Quartiles.mp4 (23.03 MB)
Python Results Summary.mp4 (14.93 MB)
Python RFM Function.mp4 (11.38 MB)
Python RFM Score.mp4 (6.56 MB)
Python Tidying up Dataframe.mp4 (12.12 MB)
RFM Game Plan.mp4 (2.33 MB)
RFM Model.mp4 (8.05 MB)
Value Based Segmentation.mp4 (4.77 MB)
AIC and BIC.mp4 (5.84 MB)
CASE STUDY Credit Cards #1 (Briefing).mp4 (2.64 MB)
CHALLENGE Introduction.mp4 (36.85 MB)
CHALLENGE Solutions.mp4 (216.41 MB)
Clustering.mp4 (4.65 MB)
Gaussian Mixture Game Plan.mp4 (2.76 MB)
Gaussian Mixture Model.mp4 (7.99 MB)
My Experience with Segmentation.mp4 (7.22 MB)
Python Cluster Prediction and Assignment.mp4 (12.85 MB)
Python Directory and Data.mp4 (14.82 MB)
Python Gaussian Mixture Model.mp4 (9.13 MB)
Python Interpretation.mp4 (103.98 MB)
Python Load Data.mp4 (20.42 MB)
Python Optimal Number of Clusters.mp4 (29.28 MB)
Python Transform Character variables.mp4 (14.19 MB)
CASE STUDY Credit Cards #2 (Briefing).mp4 (1.18 MB)
CHALLENGE Introduction.mp4 (34.09 MB)
CHALLENGE Solutions (Part 1).mp4 (54.48 MB)
CHALLENGE Solutions (Part 2).mp4 (48.99 MB)
Ensemble Learning and Random Forest.mp4 (4.35 MB)
How Decision Trees Work.mp4 (9.07 MB)
Parameter Tuning.mp4 (5.94 MB)
Python Classification Report and F1 score.mp4 (24.94 MB)
Python Directory and Libraries.mp4 (9.84 MB)
Python Feature Importance.mp4 (19.51 MB)
Python Isolate X and Y.mp4 (15.13 MB)
Python Loading Data.mp4 (18.49 MB)
Python Parameter Grid.mp4 (15.7 MB)
Python Parameter Tuning.mp4 (43.75 MB)
Python Predictions.mp4 (4.87 MB)
Python Random Forest Model.mp4 (11.73 MB)
Python Summary Statistics.mp4 (20.91 MB)
Python Training and Test Set.mp4 (27.44 MB)
Python Transform Object into Numerical Variables.mp4 (9.93 MB)
Random Forest Game Plan.mp4 (2.95 MB)
Random Forest Quirks.mp4 (3.77 MB)
Additive vs. Multiplicative Seasonality.mp4 (6.07 MB)
CASE STUDY Wikipedia (Briefing).mp4 (2.42 MB)
CHALLENGE Introduction.mp4 (20 MB)
CHALLENGE Solutions (Part 1).mp4 (56.68 MB)
CHALLENGE Solutions (Part 2).mp4 (92.6 MB)
CHALLENGE Solutions (Part 3).mp4 (63.73 MB)
Cross validation.mp4 (2.72 MB)
Dynamic Holidays.mp4 (4.92 MB)
Facebook Prophet Game Plan.mp4 (3.24 MB)
Facebook Prophet Model.mp4 (35.81 MB)
Facebook Prophet Parameters.mp4 (5.24 MB)
Facebook Prophet.mp4 (7.52 MB)
Forecasting at Uber.mp4 (9.04 MB)
Parameters to tune.mp4 (3.25 MB)
Python Accuracy Assessment.mp4 (19.53 MB)
Python Black Friday.mp4 (14.52 MB)
Python Combining Events and Preparing Dataframe.mp4 (15.02 MB)
Python Cross validation.mp4 (48.74 MB)
Python Directory and Libraries.mp4 (13.47 MB)
Python Easter Holidays.mp4 (22.88 MB)
Python Forecasting.mp4 (21.3 MB)
Python Future Dataframe.mp4 (32.45 MB)
Python Loading Data.mp4 (11.22 MB)
Python Parameter Grid.mp4 (22.66 MB)
Python Parameter Tuning.mp4 (47.1 MB)
Python Regressor Coefficients.mp4 (7.76 MB)
Python Renaming Variables.mp4 (9.13 MB)
Python Training and Test Set.mp4 (10.91 MB)
Python Transforming Date Variable.mp4 (17.52 MB)
Python Visualization.mp4 (30.65 MB)
Structural Time Series.mp4 (6.85 MB)
Training and Test Set.mp4 (4.64 MB)
Thank You!.mp4 (88.98 MB)
Arithmetic Mean.mp4 (6.94 MB)
Basic Statistics Game Plan.mp4 (2.66 MB)
CASE STUDY Moneyball.mp4 (7.55 MB)
CASE STUDY Moneyball (Briefing).mp4 (1.41 MB)
Correlation.mp4 (15.94 MB)
EXERCISE Python Correlation.mp4 (15.01 MB)
EXERCISE Python Mean.mp4 (11.65 MB)
EXERCISE Python Median.mp4 (12.69 MB)
EXERCISE Python Mode.mp4 (11.9 MB)
EXERCISE Python Standard Deviation.mp4 (4.18 MB)
Median and Mode.mp4 (4.66 MB)
Python Correlation.mp4 (36.21 MB)
Python Directory, Libraries and Data.mp4 (39.89 MB)
Python Mean.mp4 (38.89 MB)
Python Median.mp4 (17.42 MB)
Python Mode.mp4 (15.57 MB)
Python Standard Deviation.mp4 (18.59 MB)
Standard Deviation.mp4 (4.25 MB)
CASE STUDY Remote Work Predictions (Briefing).mp4 (2.29 MB)
CASE STUDY Wine Quality (Briefing).mp4 (5.37 MB)
Chi square test.mp4 (5.94 MB)
Confidence Interval.mp4 (36.08 MB)
EXERCISE Python Chi square.mp4 (17.53 MB)
EXERCISE Python Confidence Interval.mp4 (13.96 MB)
EXERCISE Python Normal Distribution.mp4 (26.98 MB)
EXERCISE Python Shapiro Wilks.mp4 (10.18 MB)
EXERCISE Python Standard Error.mp4 (10.56 MB)
EXERCISE Python T test.mp4 (22.85 MB)
Intermediary Statistics Game Plan.mp4 (1.94 MB)
Normal Distribution.mp4 (7.16 MB)
P Value.mp4 (14.48 MB)
Powerposing and p hacking.mp4 (10.56 MB)
Python Chi square test.mp4 (47.07 MB)
Python Confidence Interval.mp4 (40.47 MB)
Python Normal Distribution Visualization.mp4 (36.85 MB)
Python Preparing Script and Loading Data.mp4 (20.29 MB)
Python Shapiro Wilks Test.mp4 (41.83 MB)
Python Standard Error.mp4 (25.89 MB)
Python T test.mp4 (56.79 MB)
Shapiro Wilks Test.mp4 (4.58 MB)
Standard Error of the Mean.mp4 (5.87 MB)
T test.mp4 (5.3 MB)
Z Score.mp4 (5.8 MB)
CASE STUDY Diamonds (Briefing).mp4 (2.78 MB)
Dummy Variable Trap.mp4 (7.41 MB)
EXERCISE Python Linear Regression.mp4 (25.29 MB)
Linear Regression.mp4 (10.07 MB)
Linear Regression Game Plan.mp4 (2.98 MB)
Linear Regression Output.mp4 (34.26 MB)
Python Adding Constant.mp4 (8.62 MB)
Python Dummy Variable.mp4 (14.62 MB)
Python Isolate X and Y.mp4 (10.8 MB)
Python Linear Regression Model and Summary.mp4 (16.58 MB)
Python Plotting Regression.mp4 (21.59 MB)
Python Preparing Script and Loading Data.mp4 (22.21 MB)
Accuracy KPIs (Key Performance Indicators).mp4 (8.58 MB)
CASE STUDY Professors' Salary (Briefing).mp4 (1.54 MB)
CHALLENGE Introduction.mp4 (18.6 MB)
CHALLENGE Solutions.mp4 (65.06 MB)
Multilinear Regression Game Plan.mp4 (3.32 MB)
Outliers.mp4 (4.71 MB)
Python Accuracy Assessment.mp4 (21.69 MB)
Python Adding Constant.mp4 (4.62 MB)
Python Categorical Variables.mp4 (18.37 MB)
Python Correlation Matrix.mp4 (11.96 MB)
Python Creating Dummy Variables.mp4 (9.3 MB)
Python For Loop.mp4 (17.63 MB)
Python Isolate X and Y.mp4 (14.26 MB)
Python Model Predictions.mp4 (5.86 MB)
Python Multilinear Regression.mp4 (21.37 MB)
Python Plotting Continuous Variables.mp4 (22.03 MB)
Python Preparing Script and Loading Data.mp4 (26.78 MB)
Python Summary Statistics.mp4 (9.55 MB)
Python Train and Test Split.mp4 (8.26 MB)
The Concept of Multilinear Regression.mp4 (2.9 MB)
Training and Test Set.mp4 (1.71 MB)
Under and Over Fitting.mp4 (2.8 MB)
CASE STUDY Spam Emails (Briefing).mp4 (2.62 MB)
CHALLENGE Introduction.mp4 (26.05 MB)
CHALLENGE Solutions.mp4 (66.38 MB)
Confusion Matrix.mp4 (15.22 MB)
How to Read Logistic Regression Coefficients.mp4 (6.75 MB)
Logistic Regression.mp4 (8.42 MB)
Logistic Regression Game Plan.mp4 (2.88 MB)
Python Classification Report.mp4 (15.91 MB)
Python Confusion Matrix.mp4 (27.38 MB)
Python Correlation Matrix.mp4 (11.81 MB)
Python Function to Read Coefficients.mp4 (36.33 MB)
Python Histogram and Outlier Removal.mp4 (44.25 MB)
Python Logistic Regression.mp4 (15.21 MB)
Python Manual Accuracy Assessment.mp4 (22.74 MB)
Python Predictions.mp4 (15.52 MB)
Python Prepare X and Y.mp4 (8.81 MB)
Python Preparing Script and Loading Data.mp4 (25.2 MB)
Python Summary Statistics.mp4 (25.54 MB)
Python Training and Test Set.mp4 (23.66 MB)
Python Transforming Dependent Variable.mp4 (18.08 MB)
Assumptions.mp4 (5.76 MB)
CASE STUDY Bitcoin Pricing (Briefing).mp4 (6.16 MB)
Causal Impact Step by Step.mp4 (3.4 MB)
CHALLENGE Introduction.mp4 (23.75 MB)
CHALLENGE Solutions.mp4 (66.55 MB)
Correlation Recap and Stationarity.mp4 (8.14 MB)
Difference in Differences Framework.mp4 (4.45 MB)
Google Causal Impact Game Plan.mp4 (3.03 MB)
Interpretation of Results.mp4 (11.74 MB)
Python Bitcoin Price loading.mp4 (19.14 MB)
Python Correlation.mp4 (17.87 MB)
Python Defining Dates.mp4 (8.59 MB)
Python Google Causal Impact.mp4 (38.33 MB)
Python Google Causal Impact Setup.mp4 (8.96 MB)
Python Impact Results.mp4 (34.21 MB)
Python Installing and Importing Libraries.mp4 (11.88 MB)
Python Load Control Groups.mp4 (20.57 MB)
Python Preparing DataFrame.mp4 (45.96 MB)
Python Preparing for Correlation Matrix.mp4 (15.63 MB)
Python Stationarity.mp4 (46.41 MB)
Time Series Data.mp4 (2.91 MB)
Why Econometrics and Causal Inference.mp4 (11.16 MB)