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1 Section 1 - Introduction
Exercise_ Meet Your Classmates and Instructor.pdf
Introduction
Introduction.mp4
Python for Business Analytics & Intelligence
Python for Business Analytics & Intelligence.mp4
Setting up the Course Material
Setting up the Course Material.mp4
The Modern Day Business Analyst
The Modern Day Business Analyst.mp4
10 Section 8 - Matching
CASE STUDY - Catholic Schools & Standardized Tests (Briefing)
CASE STUDY - Catholic Schools & Standardized Tests (Briefing).mp4
CHALLENGE - Introduction
CHALLENGE - Introduction.mp4
CHALLENGE - Solutions
CHALLENGE - Solutions.mp4
Common Support Region
Common Support Region.mp4
Matching - Game Plan
Matching - Game Plan.mp4
Matching
Matching.mp4
My Experience with Matching
My Experience with Matching.mp4
Python - Chi-square Loop
Python - Chi-square Loop.mp4
Python - Chi-square Test
Python - Chi-square Test.mp4
Python - Cleaning and Preparing Dataset
Python - Cleaning and Preparing Dataset.mp4
Python - Common Support Region Visualization
Python - Common Support Region Visualization.mp4
Python - Comparing Means
Python - Comparing Means.mp4
Python - Directory and Libraries
Python - Directory and Libraries.mp4
Python - Education Variables
Python - Education Variables.mp4
Python - Loading Data
Python - Loading Data.mp4
Python - Logistic Regression and Debugging
Python - Logistic Regression and Debugging.mp4
Python - Matching
Python - Matching.mp4
Python - Other Variables
Python - Other Variables.mp4
Python - Outcome Visualization
Python - Outcome Visualization.mp4
Python - Preparing for Common Support Region
Python - Preparing for Common Support Region.mp4
Python - Race Variable Transformation
Python - Race Variable Transformation.mp4
Python - Robustness Check - Removing 1 confounder
Python - Robustness Check - Removing 1 confounder.mp4
Python - Robustness Check - Repeated experiments
Python - Robustness Check - Repeated experiments.mp4
Python - T-Test Loop
Python - T-Test Loop.mp4
Python - T-Test
Python - T-Test.mp4
Robustness Checks
Robustness Checks.mp4
The Curse of Dimensionality
The Curse of Dimensionality.mp4
Unconfoundedness
Unconfoundedness.mp4
11 PART C_ SEGMENTATION
What is Segmentation and why is it important.pdf
12 Section 9 - RFM (Recency, Frequency, Monetary) Analysis
CASE STUDY - Online Shopping (Briefing)
CASE STUDY - Online Shopping (Briefing).mp4
CHALLENGE - Introduction
CHALLENGE - Introduction.mp4
CHALLENGE - Solutions
CHALLENGE - Solutions.mp4
Python - Applying RFM Function
Python - Applying RFM Function.mp4
Python - Creating Sales Variable
Python - Creating Sales Variable.mp4
Python - Customer Level Aggregation
Python - Customer Level Aggregation.mp4
Python - Date Variable
Python - Date Variable.mp4
Python - Directory and Libraries
Python - Directory and Libraries.mp4
Python - Loading Data
Python - Loading Data.mp4
Python - Monetary Variable
Python - Monetary Variable.mp4
Python - Quartiles
Python - Quartiles.mp4
Python - RFM Function
Python - RFM Function.mp4
Python - RFM Score
Python - RFM Score.mp4
Python - Results Summary
Python - Results Summary.mp4
Python - Tidying up Dataframe
Python - Tidying up Dataframe.mp4
RFM - Game Plan
RFM - Game Plan.mp4
RFM Model
RFM Model.mp4
Value Based Segmentation
Value Based Segmentation.mp4
13 Section 10 - Gaussian Mixture
AIC and BIC
AIC and BIC.mp4
CASE STUDY - Credit Cards #1 (Briefing)
CASE STUDY - Credit Cards #1 (Briefing).mp4
CHALLENGE - Introduction
CHALLENGE - Introduction.mp4
CHALLENGE - Solutions
CHALLENGE - Solutions.mp4
Clustering
Clustering.mp4
Gaussian Mixture - Game Plan
Gaussian Mixture - Game Plan.mp4
Gaussian Mixture Model
Gaussian Mixture Model.mp4
My Experience with Segmentation
My Experience with Segmentation.mp4
Python - Cluster Prediction and Assignment
Python - Cluster Prediction and Assignment.mp4
Python - Directory and Data
Python - Directory and Data.mp4
Python - Gaussian Mixture Model
Python - Gaussian Mixture Model.mp4
Python - Interpretation
Python - Interpretation.mp4
Python - Load Data
Python - Load Data.mp4
Python - Optimal Number of Clusters
Python - Optimal Number of Clusters.mp4
Python - Transform Character variables
Python - Transform Character variables.mp4
14 PART D_ PREDICTIVE ANALYTICS
What are Predictive Analytics and why are they important.pdf
15 Section 11 - Random Forest
CASE STUDY - Credit Cards #2 (Briefing)
CASE STUDY - Credit Cards #2 (Briefing).mp4
CHALLENGE - Introduction
CHALLENGE - Introduction.mp4
CHALLENGE - Solutions (Part 1)
CHALLENGE - Solutions (Part 1).mp4
CHALLENGE - Solutions (Part 2)
CHALLENGE - Solutions (Part 2).mp4
Ensemble Learning and Random Forest
Ensemble Learning and Random Forest.mp4
How Decision Trees Work
How Decision Trees Work.mp4
Parameter Tuning
Parameter Tuning.mp4
Python - Classification Report and F1 score
Python - Classification Report and F1 score.mp4
Python - Directory and Libraries
Python - Directory and Libraries.mp4
Python - Feature Importance
Python - Feature Importance.mp4
Python - Isolate X and Y
Python - Isolate X and Y.mp4
Python - Loading Data
Python - Loading Data.mp4
Python - Parameter Grid
Python - Parameter Grid.mp4
Python - Parameter Tuning
Python - Parameter Tuning.mp4
Python - Predictions
Python - Predictions.mp4
Python - Random Forest Model
Python - Random Forest Model.mp4
Python - Summary Statistics
Python - Summary Statistics.mp4
Python - Training and Test Set
Python - Training and Test Set.mp4
Python - Transform Object into Numerical Variables
Python - Transform Object into Numerical Variables.mp4
Random Forest - Game Plan
Random Forest - Game Plan.mp4
Random Forest Quirks
Random Forest Quirks.mp4
16 Section 12 - Facebook Prophet
Additive vs [TutFlix.ORG]. Multiplicative Seasonality
Additive vs. Multiplicative Seasonality.mp4
CASE STUDY - Wikipedia (Briefing) [TutFlix.ORG]
CASE STUDY - Wikipedia (Briefing).mp4
CHALLENGE - Introduction [TutFlix.ORG]
CHALLENGE - Introduction.mp4
CHALLENGE - Solutions (Part 1) [TutFlix.ORG]
CHALLENGE - Solutions (Part 1).mp4
CHALLENGE - Solutions (Part 2) [TutFlix.ORG]
CHALLENGE - Solutions (Part 2).mp4
CHALLENGE - Solutions (Part 3) [TutFlix.ORG]
CHALLENGE - Solutions (Part 3).mp4
Cross-validation [TutFlix.ORG]
Cross-validation.mp4
Dynamic Holidays [TutFlix.ORG]
Dynamic Holidays.mp4
Facebook Prophet - Game Plan [TutFlix.ORG]
Facebook Prophet - Game Plan.mp4
Facebook Prophet Model [TutFlix.ORG]
Facebook Prophet Model.mp4
Facebook Prophet Parameters [TutFlix.ORG]
Facebook Prophet Parameters.mp4
Facebook Prophet [TutFlix.ORG]
Facebook Prophet.mp4
Forecasting at Uber [TutFlix.ORG]
Forecasting at Uber.mp4
Parameters to tune [TutFlix.ORG]
Parameters to tune.mp4
Python - Accuracy Assessment [TutFlix.ORG]
Python - Accuracy Assessment.mp4
Python - Black Friday [TutFlix.ORG]
Python - Black Friday.mp4
Python - Combining Events and Preparing Dataframe [TutFlix.ORG]
Python - Combining Events and Preparing Dataframe.mp4
Python - Cross-validation [TutFlix.ORG]
Python - Cross-validation.mp4
Python - Directory and Libraries [TutFlix.ORG]
Python - Directory and Libraries.mp4
Python - Easter Holidays [TutFlix.ORG]
Python - Easter Holidays.mp4
Python - Forecasting [TutFlix.ORG]
Python - Forecasting.mp4
Python - Future Dataframe [TutFlix.ORG]
Python - Future Dataframe.mp4
Python - Loading Data [TutFlix.ORG]
Python - Loading Data.mp4
Python - Parameter Grid [TutFlix.ORG]
Python - Parameter Grid.mp4
Python - Parameter Tuning [TutFlix.ORG]
Python - Parameter Tuning.mp4
Python - Regressor Coefficients [TutFlix.ORG]
Python - Regressor Coefficients.mp4
Python - Renaming Variables [TutFlix.ORG]
Python - Renaming Variables.mp4
Python - Training and Test Set [TutFlix.ORG]
Python - Training and Test Set.mp4
Python - Transforming Date Variable [TutFlix.ORG]
Python - Transforming Date Variable.mp4
Python - Visualization [TutFlix.ORG]
Python - Visualization.mp4
Structural Time Series [TutFlix.ORG]
Structural Time Series.mp4
Training and Test Set [TutFlix.ORG]
Training and Test Set.mp4
17 Where To Go From Here
Thank You!
Thank You!.mp4
2 PART A_ STATISTICS
What are Statistics and why are they important.pdf
3 Section 2 - Basic Statistics
Arithmetic Mean
Arithmetic Mean.mp4
Basic Statistics - Game Plan
Basic Statistics - Game Plan.mp4
CASE STUDY - Moneyball (Briefing)
CASE STUDY - Moneyball (Briefing).mp4
CASE STUDY - Moneyball
CASE STUDY - Moneyball.mp4
Correlation
Correlation.mp4
EXERCISE - Python - Correlation
EXERCISE - Python - Correlation.mp4
EXERCISE - Python - Mean
EXERCISE - Python - Mean.mp4
EXERCISE - Python - Median
EXERCISE - Python - Median.mp4
EXERCISE - Python - Mode
EXERCISE - Python - Mode.mp4
EXERCISE - Python - Standard Deviation
EXERCISE - Python - Standard Deviation.mp4
Median and Mode
Median and Mode.mp4
Python - Correlation
Python - Correlation.mp4
Python - Directory, Libraries and Data
Python - Directory, Libraries and Data.mp4
Python - Mean
Python - Mean.mp4
Python - Median
Python - Median.mp4
Python - Mode
Python - Mode.mp4
Python - Standard Deviation
Python - Standard Deviation.mp4
Standard Deviation
Standard Deviation.mp4
4 Section 3 - Intermediary Statistics
CASE STUDY - Remote Work Predictions (Briefing)
CASE STUDY - Remote Work Predictions (Briefing).mp4
CASE STUDY - Wine Quality (Briefing)
CASE STUDY - Wine Quality (Briefing).mp4
Chi-square test
Chi-square test.mp4
Confidence Interval
Confidence Interval.mp4
EXERCISE - Python - Chi-square
EXERCISE - Python - Chi-square.mp4
EXERCISE - Python - Confidence Interval
EXERCISE - Python - Confidence Interval.mp4
EXERCISE - Python - Normal Distribution
EXERCISE - Python - Normal Distribution.mp4
EXERCISE - Python - Shapiro-Wilks
EXERCISE - Python - Shapiro-Wilks.mp4
EXERCISE - Python - Standard Error
EXERCISE - Python - Standard Error.mp4
EXERCISE - Python - T-test
EXERCISE - Python - T-test.mp4
Intermediary Statistics - Game Plan
Intermediary Statistics - Game Plan.mp4
Normal Distribution
Normal Distribution.mp4
P-Value
P-Value.mp4
Powerposing and p-hacking
Powerposing and p-hacking.mp4
Python - Chi-square test
Python - Chi-square test.mp4
Python - Confidence Interval
Python - Confidence Interval.mp4
Python - Normal Distribution Visualization
Python - Normal Distribution Visualization.mp4
Python - Preparing Script and Loading Data
Python - Preparing Script and Loading Data.mp4
Python - Shapiro-Wilks Test
Python - Shapiro-Wilks Test.mp4
Python - Standard Error
Python - Standard Error.mp4
Python - T-test
Python - T-test.mp4
Shapiro-Wilks Test
Shapiro-Wilks Test.mp4
Standard Error of the Mean
Standard Error of the Mean.mp4
T-test
T-test.mp4
Z-Score
Z-Score.mp4
5 Section 4 - Linear Regression
CASE STUDY - Diamonds (Briefing)
CASE STUDY - Diamonds (Briefing).mp4
Dummy Variable Trap
Dummy Variable Trap.mp4
EXERCISE - Python - Linear Regression
EXERCISE - Python - Linear Regression.mp4
Linear Regression - Game Plan
Linear Regression - Game Plan.mp4
Linear Regression Output
Linear Regression Output.mp4
Linear Regression
Linear Regression.mp4
Python - Adding Constant
Python - Adding Constant.mp4
Python - Dummy Variable
Python - Dummy Variable.mp4
Python - Isolate X and Y
Python - Isolate X and Y.mp4
Python - Linear Regression Model and Summary
Python - Linear Regression Model and Summary.mp4
Python - Plotting Regression
Python - Plotting Regression.mp4
Python - Preparing Script and Loading Data
Python - Preparing Script and Loading Data.mp4
6 Section 5 - Multilinear Regression
Accuracy KPIs (Key Performance Indicators)
Accuracy KPIs (Key Performance Indicators).mp4
CASE STUDY - Professors' Salary (Briefing)
CASE STUDY - Professors' Salary (Briefing).mp4
CHALLENGE - Introduction
CHALLENGE - Introduction.mp4
CHALLENGE - Solutions
CHALLENGE - Solutions.mp4
Multilinear Regression - Game Plan
Multilinear Regression - Game Plan.mp4
Outliers
Outliers.mp4
Python - Accuracy Assessment
Python - Accuracy Assessment.mp4
Python - Adding Constant
Python - Adding Constant.mp4
Python - Categorical Variables
Python - Categorical Variables.mp4
Python - Correlation Matrix
Python - Correlation Matrix.mp4
Python - Creating Dummy Variables
Python - Creating Dummy Variables.mp4
Python - For Loop
Python - For Loop.mp4
Python - Isolate X and Y
Python - Isolate X and Y.mp4
Python - Model Predictions
Python - Model Predictions.mp4
Python - Multilinear Regression
Python - Multilinear Regression.mp4
Python - Plotting Continuous Variables
Python - Plotting Continuous Variables.mp4
Python - Preparing Script and Loading Data
Python - Preparing Script and Loading Data.mp4
Python - Summary Statistics
Python - Summary Statistics.mp4
Python - Train and Test Split
Python - Train and Test Split.mp4
The Concept of Multilinear Regression
The Concept of Multilinear Regression.mp4
Training and Test Set
Training and Test Set.mp4
Under and Over Fitting
Under and Over Fitting.mp4
7 Section 6 - Logistic Regression
CASE STUDY - Spam Emails (Briefing)
CASE STUDY - Spam Emails (Briefing).mp4
CHALLENGE - Introduction
CHALLENGE - Introduction.mp4
CHALLENGE - Solutions
CHALLENGE - Solutions.mp4
Confusion Matrix
Confusion Matrix.mp4
How to Read Logistic Regression Coefficients
How to Read Logistic Regression Coefficients.mp4
Logistic Regression - Game Plan
Logistic Regression - Game Plan.mp4
Logistic Regression
Logistic Regression.mp4
Python - Classification Report
Python - Classification Report.mp4
Python - Confusion Matrix
Python - Confusion Matrix.mp4
Python - Correlation Matrix
Python - Correlation Matrix.mp4
Python - Function to Read Coefficients
Python - Function to Read Coefficients.mp4
Python - Histogram and Outlier Removal
Python - Histogram and Outlier Removal.mp4
Python - Logistic Regression
Python - Logistic Regression.mp4
Python - Manual Accuracy Assessment
Python - Manual Accuracy Assessment.mp4
Python - Predictions
Python - Predictions.mp4
Python - Prepare X and Y
Python - Prepare X and Y.mp4
Python - Preparing Script and Loading Data
Python - Preparing Script and Loading Data.mp4
Python - Summary Statistics
Python - Summary Statistics.mp4
Python - Training and Test Set
Python - Training and Test Set.mp4
Python - Transforming Dependent Variable
Python - Transforming Dependent Variable.mp4
8 PART B_ ECONOMETRICS & CAUSAL INFERENCE
What are Econometrics & Causal Inference and why are they important.pdf
9 Section 7 - Google Causal Impact (Econometrics and Causal Inference)
Assumptions
Assumptions.mp4
CASE STUDY - Bitcoin Pricing (Briefing)
CASE STUDY - Bitcoin Pricing (Briefing).mp4
CHALLENGE - Introduction
CHALLENGE - Introduction.mp4
CHALLENGE - Solutions
CHALLENGE - Solutions.mp4
Causal Impact Step-by-Step
Causal Impact Step-by-Step.mp4
Correlation Recap and Stationarity
Correlation Recap and Stationarity.mp4
Difference-in-Differences Framework
Difference-in-Differences Framework.mp4
Google Causal Impact - Game Plan
Google Causal Impact - Game Plan.mp4
Interpretation of Results
Interpretation of Results.mp4
Python - Bitcoin Price loading
Python - Bitcoin Price loading.mp4
Python - Correlation
Python - Correlation.mp4
Python - Defining Dates
Python - Defining Dates.mp4
Python - Google Causal Impact Setup
Python - Google Causal Impact Setup.mp4
Python - Google Causal Impact
Python - Google Causal Impact.mp4
Python - Impact Results
Python - Impact Results.mp4
Python - Installing and Importing Libraries
Python - Installing and Importing Libraries.mp4
Python - Load Control Groups
Python - Load Control Groups.mp4
Python - Preparing DataFrame
Python - Preparing DataFrame.mp4
Python - Preparing for Correlation Matrix
Python - Preparing for Correlation Matrix.mp4
Python - Stationarity
Python - Stationarity.mp4
Time Series Data
Time Series Data.mp4
Why Econometrics and Causal Inference
Why Econometrics and Causal Inference.mp4
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