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[GigaCourse.Com] ZeroToMastery - Python for Business Data Analytics & Intelligence
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13 Section 10 - Gaussian Mixture
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CHALLENGE - Solutions
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CHALLENGE - Solutions.mp4 - 216.41 MB
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Python - Interpretation
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Python - Interpretation.mp4 - 103.98 MB
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CHALLENGE - Introduction
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CHALLENGE - Introduction.mp4 - 36.85 MB
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Python - Optimal Number of Clusters
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Python - Optimal Number of Clusters.mp4 - 29.28 MB
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Python - Load Data
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Python - Load Data.mp4 - 20.42 MB
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Python - Directory and Data
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Python - Directory and Data.mp4 - 14.82 MB
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Python - Transform Character variables
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Python - Transform Character variables.mp4 - 14.19 MB
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Python - Cluster Prediction and Assignment
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Python - Cluster Prediction and Assignment.mp4 - 12.85 MB
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Python - Gaussian Mixture Model
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Python - Gaussian Mixture Model.mp4 - 9.13 MB
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Gaussian Mixture Model
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Gaussian Mixture Model.mp4 - 7.99 MB
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My Experience with Segmentation
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My Experience with Segmentation.mp4 - 7.22 MB
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AIC and BIC
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AIC and BIC.mp4 - 5.84 MB
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Clustering
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Clustering.mp4 - 4.65 MB
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Gaussian Mixture - Game Plan
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Gaussian Mixture - Game Plan.mp4 - 2.76 MB
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CASE STUDY - Credit Cards #1 (Briefing)
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CASE STUDY - Credit Cards #1 (Briefing).mp4 - 2.64 MB
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1 Section 1 - Introduction
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Python for Business Analytics & Intelligence
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Python for Business Analytics & Intelligence.mp4 - 169.81 MB
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Setting up the Course Material
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Setting up the Course Material.mp4 - 34.51 MB
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Introduction
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Introduction.mp4 - 25.1 MB
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The Modern Day Business Analyst
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The Modern Day Business Analyst.mp4 - 10.96 MB
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Exercise_ Meet Your Classmates and Instructor.pdf - 250.31 KB
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10 Section 8 - Matching
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CHALLENGE - Solutions
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CHALLENGE - Solutions.mp4 - 112.19 MB
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Python - Logistic Regression and Debugging
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Python - Logistic Regression and Debugging.mp4 - 92.74 MB
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Python - Race Variable Transformation
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Python - Race Variable Transformation.mp4 - 86.15 MB
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Python - Robustness Check - Repeated experiments
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Python - Robustness Check - Repeated experiments.mp4 - 57.38 MB
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Python - Education Variables
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Python - Education Variables.mp4 - 44.17 MB
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Python - Matching
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Python - Matching.mp4 - 43.52 MB
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Python - Chi-square Test
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Python - Chi-square Test.mp4 - 38.76 MB
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Python - Preparing for Common Support Region
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Python - Preparing for Common Support Region.mp4 - 34.98 MB
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CHALLENGE - Introduction
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CHALLENGE - Introduction.mp4 - 34.83 MB
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Python - Loading Data
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Python - Loading Data.mp4 - 31.34 MB
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Python - Robustness Check - Removing 1 confounder
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Python - Robustness Check - Removing 1 confounder.mp4 - 29.45 MB
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Python - Cleaning and Preparing Dataset
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Python - Cleaning and Preparing Dataset.mp4 - 28.84 MB
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Python - T-Test
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Python - T-Test.mp4 - 26.22 MB
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Python - T-Test Loop
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Python - T-Test Loop.mp4 - 23.84 MB
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Python - Other Variables
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Python - Other Variables.mp4 - 23.8 MB
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Python - Chi-square Loop
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Python - Chi-square Loop.mp4 - 23.23 MB
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Python - Comparing Means
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Python - Comparing Means.mp4 - 20.01 MB
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Python - Directory and Libraries
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Python - Directory and Libraries.mp4 - 16.73 MB
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Common Support Region
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Common Support Region.mp4 - 14.25 MB
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Python - Common Support Region Visualization
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Python - Common Support Region Visualization.mp4 - 9.09 MB
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Python - Outcome Visualization
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Python - Outcome Visualization.mp4 - 9.06 MB
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Matching
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Matching.mp4 - 8.36 MB
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Matching - Game Plan
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Matching - Game Plan.mp4 - 5.48 MB
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My Experience with Matching
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My Experience with Matching.mp4 - 5.4 MB
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The Curse of Dimensionality
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The Curse of Dimensionality.mp4 - 5.28 MB
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Unconfoundedness
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Unconfoundedness.mp4 - 5.21 MB
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Robustness Checks
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Robustness Checks.mp4 - 4.64 MB
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CASE STUDY - Catholic Schools & Standardized Tests (Briefing)
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CASE STUDY - Catholic Schools & Standardized Tests (Briefing).mp4 - 3.48 MB
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16 Section 12 - Facebook Prophet
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CHALLENGE - Solutions (Part 2) [TutFlix.ORG]
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CHALLENGE - Solutions (Part 2).mp4 - 92.6 MB
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CHALLENGE - Solutions (Part 3) [TutFlix.ORG]
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CHALLENGE - Solutions (Part 3).mp4 - 63.73 MB
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CHALLENGE - Solutions (Part 1) [TutFlix.ORG]
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CHALLENGE - Solutions (Part 1).mp4 - 56.68 MB
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Python - Cross-validation [TutFlix.ORG]
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Python - Cross-validation.mp4 - 48.74 MB
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Python - Parameter Tuning [TutFlix.ORG]
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Python - Parameter Tuning.mp4 - 47.1 MB
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Facebook Prophet Model [TutFlix.ORG]
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Facebook Prophet Model.mp4 - 35.81 MB
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Python - Future Dataframe [TutFlix.ORG]
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Python - Future Dataframe.mp4 - 32.45 MB
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Python - Visualization [TutFlix.ORG]
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Python - Visualization.mp4 - 30.65 MB
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Python - Easter Holidays [TutFlix.ORG]
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Python - Easter Holidays.mp4 - 22.88 MB
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Python - Parameter Grid [TutFlix.ORG]
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Python - Parameter Grid.mp4 - 22.66 MB
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Python - Forecasting [TutFlix.ORG]
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Python - Forecasting.mp4 - 21.3 MB
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CHALLENGE - Introduction [TutFlix.ORG]
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CHALLENGE - Introduction.mp4 - 20 MB
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Python - Accuracy Assessment [TutFlix.ORG]
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Python - Accuracy Assessment.mp4 - 19.53 MB
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Python - Transforming Date Variable [TutFlix.ORG]
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Python - Transforming Date Variable.mp4 - 17.52 MB
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Python - Combining Events and Preparing Dataframe [TutFlix.ORG]
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Python - Combining Events and Preparing Dataframe.mp4 - 15.02 MB
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Python - Black Friday [TutFlix.ORG]
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Python - Black Friday.mp4 - 14.52 MB
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Python - Directory and Libraries [TutFlix.ORG]
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Python - Directory and Libraries.mp4 - 13.47 MB
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Python - Loading Data [TutFlix.ORG]
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Python - Loading Data.mp4 - 11.22 MB
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Python - Training and Test Set [TutFlix.ORG]
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Python - Training and Test Set.mp4 - 10.91 MB
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Python - Renaming Variables [TutFlix.ORG]
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Python - Renaming Variables.mp4 - 9.13 MB
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Forecasting at Uber [TutFlix.ORG]
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Forecasting at Uber.mp4 - 9.04 MB
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Python - Regressor Coefficients [TutFlix.ORG]
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Python - Regressor Coefficients.mp4 - 7.76 MB
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Facebook Prophet [TutFlix.ORG]
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Facebook Prophet.mp4 - 7.52 MB
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Structural Time Series [TutFlix.ORG]
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Structural Time Series.mp4 - 6.85 MB
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Additive vs [TutFlix.ORG]. Multiplicative Seasonality
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Additive vs. Multiplicative Seasonality.mp4 - 6.07 MB
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Facebook Prophet Parameters [TutFlix.ORG]
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Facebook Prophet Parameters.mp4 - 5.24 MB
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Dynamic Holidays [TutFlix.ORG]
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Dynamic Holidays.mp4 - 4.92 MB
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Training and Test Set [TutFlix.ORG]
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Training and Test Set.mp4 - 4.64 MB
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Parameters to tune [TutFlix.ORG]
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Parameters to tune.mp4 - 3.25 MB
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Facebook Prophet - Game Plan [TutFlix.ORG]
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Facebook Prophet - Game Plan.mp4 - 3.24 MB
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Cross-validation [TutFlix.ORG]
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Cross-validation.mp4 - 2.72 MB
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CASE STUDY - Wikipedia (Briefing) [TutFlix.ORG]
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CASE STUDY - Wikipedia (Briefing).mp4 - 2.42 MB
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17 Where To Go From Here
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Thank You!
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Thank You!.mp4 - 88.98 MB
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9 Section 7 - Google Causal Impact (Econometrics and Causal Inference)
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CHALLENGE - Solutions
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CHALLENGE - Solutions.mp4 - 66.55 MB
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Python - Stationarity
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Python - Stationarity.mp4 - 46.41 MB
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Python - Preparing DataFrame
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Python - Preparing DataFrame.mp4 - 45.96 MB
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Python - Google Causal Impact
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Python - Google Causal Impact.mp4 - 38.33 MB
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Python - Impact Results
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Python - Impact Results.mp4 - 34.21 MB
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CHALLENGE - Introduction
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CHALLENGE - Introduction.mp4 - 23.75 MB
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Python - Load Control Groups
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Python - Load Control Groups.mp4 - 20.57 MB
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Python - Bitcoin Price loading
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Python - Bitcoin Price loading.mp4 - 19.14 MB
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Python - Correlation
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Python - Correlation.mp4 - 17.87 MB
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Python - Preparing for Correlation Matrix
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Python - Preparing for Correlation Matrix.mp4 - 15.63 MB
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Python - Installing and Importing Libraries
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Python - Installing and Importing Libraries.mp4 - 11.88 MB
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Interpretation of Results
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Interpretation of Results.mp4 - 11.74 MB
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Why Econometrics and Causal Inference
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Why Econometrics and Causal Inference.mp4 - 11.16 MB
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Python - Google Causal Impact Setup
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Python - Google Causal Impact Setup.mp4 - 8.96 MB
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Python - Defining Dates
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Python - Defining Dates.mp4 - 8.59 MB
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Correlation Recap and Stationarity
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Correlation Recap and Stationarity.mp4 - 8.14 MB
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CASE STUDY - Bitcoin Pricing (Briefing)
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CASE STUDY - Bitcoin Pricing (Briefing).mp4 - 6.16 MB
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Assumptions
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Assumptions.mp4 - 5.76 MB
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Difference-in-Differences Framework
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Difference-in-Differences Framework.mp4 - 4.45 MB
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Causal Impact Step-by-Step
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Causal Impact Step-by-Step.mp4 - 3.4 MB
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Google Causal Impact - Game Plan
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Google Causal Impact - Game Plan.mp4 - 3.03 MB
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Time Series Data
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Time Series Data.mp4 - 2.91 MB
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7 Section 6 - Logistic Regression
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CHALLENGE - Solutions
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CHALLENGE - Solutions.mp4 - 66.38 MB
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Python - Histogram and Outlier Removal
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Python - Histogram and Outlier Removal.mp4 - 44.25 MB
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Python - Function to Read Coefficients
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Python - Function to Read Coefficients.mp4 - 36.33 MB
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Python - Confusion Matrix
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Python - Confusion Matrix.mp4 - 27.38 MB
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CHALLENGE - Introduction
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CHALLENGE - Introduction.mp4 - 26.05 MB
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Python - Summary Statistics
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Python - Summary Statistics.mp4 - 25.54 MB
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Python - Preparing Script and Loading Data
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Python - Preparing Script and Loading Data.mp4 - 25.2 MB
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Python - Training and Test Set
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Python - Training and Test Set.mp4 - 23.66 MB
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Python - Manual Accuracy Assessment
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Python - Manual Accuracy Assessment.mp4 - 22.74 MB
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Python - Transforming Dependent Variable
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Python - Transforming Dependent Variable.mp4 - 18.08 MB
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Python - Classification Report
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Python - Classification Report.mp4 - 15.91 MB
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Python - Predictions
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Python - Predictions.mp4 - 15.52 MB
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Confusion Matrix
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Confusion Matrix.mp4 - 15.22 MB
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Python - Logistic Regression
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Python - Logistic Regression.mp4 - 15.21 MB
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Python - Correlation Matrix
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Python - Correlation Matrix.mp4 - 11.81 MB
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Python - Prepare X and Y
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Python - Prepare X and Y.mp4 - 8.81 MB
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Logistic Regression
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Logistic Regression.mp4 - 8.42 MB
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How to Read Logistic Regression Coefficients
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How to Read Logistic Regression Coefficients.mp4 - 6.75 MB
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Logistic Regression - Game Plan
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Logistic Regression - Game Plan.mp4 - 2.88 MB
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CASE STUDY - Spam Emails (Briefing)
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CASE STUDY - Spam Emails (Briefing).mp4 - 2.62 MB
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6 Section 5 - Multilinear Regression
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CHALLENGE - Solutions
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CHALLENGE - Solutions.mp4 - 65.06 MB
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Python - Preparing Script and Loading Data
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Python - Preparing Script and Loading Data.mp4 - 26.78 MB
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Python - Plotting Continuous Variables
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Python - Plotting Continuous Variables.mp4 - 22.03 MB
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Python - Accuracy Assessment
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Python - Accuracy Assessment.mp4 - 21.69 MB
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Python - Multilinear Regression
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Python - Multilinear Regression.mp4 - 21.37 MB
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CHALLENGE - Introduction
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CHALLENGE - Introduction.mp4 - 18.6 MB
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Python - Categorical Variables
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Python - Categorical Variables.mp4 - 18.37 MB
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Python - For Loop
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Python - For Loop.mp4 - 17.63 MB
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Python - Isolate X and Y
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Python - Isolate X and Y.mp4 - 14.26 MB
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Python - Correlation Matrix
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Python - Correlation Matrix.mp4 - 11.96 MB
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Python - Summary Statistics
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Python - Summary Statistics.mp4 - 9.55 MB
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Python - Creating Dummy Variables
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Python - Creating Dummy Variables.mp4 - 9.3 MB
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Accuracy KPIs (Key Performance Indicators)
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Accuracy KPIs (Key Performance Indicators).mp4 - 8.58 MB
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Python - Train and Test Split
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Python - Train and Test Split.mp4 - 8.26 MB
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Python - Model Predictions
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Python - Model Predictions.mp4 - 5.86 MB
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Outliers
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Outliers.mp4 - 4.71 MB
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Python - Adding Constant
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Python - Adding Constant.mp4 - 4.62 MB
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Multilinear Regression - Game Plan
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Multilinear Regression - Game Plan.mp4 - 3.32 MB
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The Concept of Multilinear Regression
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The Concept of Multilinear Regression.mp4 - 2.9 MB
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Under and Over Fitting
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Under and Over Fitting.mp4 - 2.8 MB
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Training and Test Set
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Training and Test Set.mp4 - 1.71 MB
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CASE STUDY - Professors' Salary (Briefing)
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CASE STUDY - Professors' Salary (Briefing).mp4 - 1.54 MB
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4 Section 3 - Intermediary Statistics
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Python - T-test
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Python - T-test.mp4 - 56.79 MB
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Python - Chi-square test
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Python - Chi-square test.mp4 - 47.07 MB
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Python - Shapiro-Wilks Test
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Python - Shapiro-Wilks Test.mp4 - 41.83 MB
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Python - Confidence Interval
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Python - Confidence Interval.mp4 - 40.47 MB
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Python - Normal Distribution Visualization
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Python - Normal Distribution Visualization.mp4 - 36.85 MB
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Confidence Interval
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Confidence Interval.mp4 - 36.08 MB
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EXERCISE - Python - Normal Distribution
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EXERCISE - Python - Normal Distribution.mp4 - 26.98 MB
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Python - Standard Error
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Python - Standard Error.mp4 - 25.89 MB
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EXERCISE - Python - T-test
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EXERCISE - Python - T-test.mp4 - 22.85 MB
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Python - Preparing Script and Loading Data
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Python - Preparing Script and Loading Data.mp4 - 20.29 MB
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EXERCISE - Python - Chi-square
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EXERCISE - Python - Chi-square.mp4 - 17.53 MB
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P-Value
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P-Value.mp4 - 14.48 MB
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EXERCISE - Python - Confidence Interval
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EXERCISE - Python - Confidence Interval.mp4 - 13.96 MB
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Powerposing and p-hacking
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Powerposing and p-hacking.mp4 - 10.56 MB
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EXERCISE - Python - Standard Error
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EXERCISE - Python - Standard Error.mp4 - 10.56 MB
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EXERCISE - Python - Shapiro-Wilks
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EXERCISE - Python - Shapiro-Wilks.mp4 - 10.18 MB
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Normal Distribution
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Normal Distribution.mp4 - 7.16 MB
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Chi-square test
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Chi-square test.mp4 - 5.94 MB
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Standard Error of the Mean
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Standard Error of the Mean.mp4 - 5.87 MB
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Z-Score
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Z-Score.mp4 - 5.8 MB
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CASE STUDY - Wine Quality (Briefing)
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CASE STUDY - Wine Quality (Briefing).mp4 - 5.37 MB
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T-test
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T-test.mp4 - 5.3 MB
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Shapiro-Wilks Test
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Shapiro-Wilks Test.mp4 - 4.58 MB
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CASE STUDY - Remote Work Predictions (Briefing)
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CASE STUDY - Remote Work Predictions (Briefing).mp4 - 2.29 MB
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Intermediary Statistics - Game Plan
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Intermediary Statistics - Game Plan.mp4 - 1.94 MB
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[CourseClub.Me].url - 122 B
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[GigaCourse.Com].url - 49 B
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15 Section 11 - Random Forest
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CHALLENGE - Solutions (Part 1)
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CHALLENGE - Solutions (Part 1).mp4 - 54.48 MB
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CHALLENGE - Solutions (Part 2)
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CHALLENGE - Solutions (Part 2).mp4 - 48.99 MB
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Python - Parameter Tuning
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Python - Parameter Tuning.mp4 - 43.75 MB
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CHALLENGE - Introduction
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CHALLENGE - Introduction.mp4 - 34.09 MB
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Python - Training and Test Set
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Python - Training and Test Set.mp4 - 27.44 MB
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Python - Classification Report and F1 score
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Python - Classification Report and F1 score.mp4 - 24.94 MB
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Python - Summary Statistics
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Python - Summary Statistics.mp4 - 20.91 MB
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Python - Feature Importance
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Python - Feature Importance.mp4 - 19.51 MB
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Python - Loading Data
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Python - Loading Data.mp4 - 18.49 MB
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Python - Parameter Grid
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Python - Parameter Grid.mp4 - 15.7 MB
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Python - Isolate X and Y
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Python - Isolate X and Y.mp4 - 15.13 MB
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Python - Random Forest Model
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Python - Random Forest Model.mp4 - 11.73 MB
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Python - Transform Object into Numerical Variables
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Python - Transform Object into Numerical Variables.mp4 - 9.93 MB
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Python - Directory and Libraries
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Python - Directory and Libraries.mp4 - 9.84 MB
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How Decision Trees Work
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How Decision Trees Work.mp4 - 9.07 MB
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Parameter Tuning
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Parameter Tuning.mp4 - 5.94 MB
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Python - Predictions
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Python - Predictions.mp4 - 4.87 MB
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Ensemble Learning and Random Forest
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Ensemble Learning and Random Forest.mp4 - 4.35 MB
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Random Forest Quirks
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Random Forest Quirks.mp4 - 3.77 MB
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Random Forest - Game Plan
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Random Forest - Game Plan.mp4 - 2.95 MB
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CASE STUDY - Credit Cards #2 (Briefing)
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CASE STUDY - Credit Cards #2 (Briefing).mp4 - 1.18 MB
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[CourseClub.Me].url - 122 B
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[GigaCourse.Com].url - 49 B
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3 Section 2 - Basic Statistics
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Python - Directory, Libraries and Data
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Python - Directory, Libraries and Data.mp4 - 39.89 MB
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Python - Mean
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Python - Mean.mp4 - 38.89 MB
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Python - Correlation
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Python - Correlation.mp4 - 36.21 MB
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Python - Standard Deviation
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Python - Standard Deviation.mp4 - 18.59 MB
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Python - Median
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Python - Median.mp4 - 17.42 MB
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Correlation
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Correlation.mp4 - 15.94 MB
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Python - Mode
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Python - Mode.mp4 - 15.57 MB
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EXERCISE - Python - Correlation
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EXERCISE - Python - Correlation.mp4 - 15.01 MB
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EXERCISE - Python - Median
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EXERCISE - Python - Median.mp4 - 12.69 MB
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EXERCISE - Python - Mode
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EXERCISE - Python - Mode.mp4 - 11.9 MB
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EXERCISE - Python - Mean
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EXERCISE - Python - Mean.mp4 - 11.65 MB
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CASE STUDY - Moneyball
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CASE STUDY - Moneyball.mp4 - 7.55 MB
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Arithmetic Mean
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Arithmetic Mean.mp4 - 6.94 MB
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Median and Mode
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Median and Mode.mp4 - 4.66 MB
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Standard Deviation
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Standard Deviation.mp4 - 4.25 MB
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EXERCISE - Python - Standard Deviation
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EXERCISE - Python - Standard Deviation.mp4 - 4.18 MB
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Basic Statistics - Game Plan
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Basic Statistics - Game Plan.mp4 - 2.66 MB
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CASE STUDY - Moneyball (Briefing)
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CASE STUDY - Moneyball (Briefing).mp4 - 1.41 MB
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12 Section 9 - RFM (Recency, Frequency, Monetary) Analysis
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CHALLENGE - Solutions
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CHALLENGE - Solutions.mp4 - 38.39 MB
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Python - Quartiles
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Python - Quartiles.mp4 - 23.03 MB
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Python - Customer Level Aggregation
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Python - Customer Level Aggregation.mp4 - 21.55 MB
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Python - Loading Data
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Python - Loading Data.mp4 - 21.21 MB
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Python - Results Summary
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Python - Results Summary.mp4 - 14.93 MB
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Python - Creating Sales Variable
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Python - Creating Sales Variable.mp4 - 14.27 MB
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Python - Tidying up Dataframe
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Python - Tidying up Dataframe.mp4 - 12.12 MB
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Python - Date Variable
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Python - Date Variable.mp4 - 11.49 MB
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Python - RFM Function
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Python - RFM Function.mp4 - 11.38 MB
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CHALLENGE - Introduction
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CHALLENGE - Introduction.mp4 - 10.93 MB
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Python - Directory and Libraries
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Python - Directory and Libraries.mp4 - 9.73 MB
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Python - Applying RFM Function
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Python - Applying RFM Function.mp4 - 8.58 MB
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RFM Model
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RFM Model.mp4 - 8.05 MB
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Python - RFM Score
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Python - RFM Score.mp4 - 6.56 MB
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Python - Monetary Variable
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Python - Monetary Variable.mp4 - 5.21 MB
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Value Based Segmentation
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Value Based Segmentation.mp4 - 4.77 MB
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RFM - Game Plan
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RFM - Game Plan.mp4 - 2.33 MB
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CASE STUDY - Online Shopping (Briefing)
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CASE STUDY - Online Shopping (Briefing).mp4 - 1.56 MB
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5 Section 4 - Linear Regression
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Linear Regression Output
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Linear Regression Output.mp4 - 34.26 MB
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EXERCISE - Python - Linear Regression
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EXERCISE - Python - Linear Regression.mp4 - 25.29 MB
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Python - Preparing Script and Loading Data
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Python - Preparing Script and Loading Data.mp4 - 22.21 MB
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Python - Plotting Regression
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Python - Plotting Regression.mp4 - 21.59 MB
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Python - Linear Regression Model and Summary
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Python - Linear Regression Model and Summary.mp4 - 16.58 MB
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Python - Dummy Variable
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Python - Dummy Variable.mp4 - 14.62 MB
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Python - Isolate X and Y
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Python - Isolate X and Y.mp4 - 10.8 MB
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Linear Regression
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Linear Regression.mp4 - 10.07 MB
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Python - Adding Constant
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Python - Adding Constant.mp4 - 8.62 MB
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Dummy Variable Trap
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Dummy Variable Trap.mp4 - 7.41 MB
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Linear Regression - Game Plan
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Linear Regression - Game Plan.mp4 - 2.98 MB
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CASE STUDY - Diamonds (Briefing)
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CASE STUDY - Diamonds (Briefing).mp4 - 2.78 MB
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11 PART C_ SEGMENTATION
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What is Segmentation and why is it important.pdf - 208.47 KB
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[CourseClub.Me].url - 122 B
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[GigaCourse.Com].url - 49 B
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8 PART B_ ECONOMETRICS & CAUSAL INFERENCE
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What are Econometrics & Causal Inference and why are they important.pdf - 190.71 KB
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[CourseClub.Me].url - 122 B
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[GigaCourse.Com].url - 49 B
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14 PART D_ PREDICTIVE ANALYTICS
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What are Predictive Analytics and why are they important.pdf - 186.1 KB
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2 PART A_ STATISTICS
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What are Statistics and why are they important.pdf - 169.6 KB
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[CourseClub.Me].url - 122 B
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[GigaCourse.Com].url - 49 B
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0. Websites you may like
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[CourseClub.Me].url - 122 B
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[GigaCourse.Com].url - 49 B
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[CourseClub.Me].url - 122 B
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[GigaCourse.Com].url - 49 B
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InfoHash:
9D1ECF8DC53881E8990D6BD92F6FA1D5F3513E7A
Last updated:
Dec 12, 2022
File count:
257 B
File Category:
1
Tags:
gigacourse, zerotomastery, python, business, data, analytics, intelligence