Udemy - Data Science in Python Regression & Forecasting (8.2023)

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Udemy - Data Science in Python Regression & Forecasting (8.2023)

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种子哈希：c81d2cbb6e20f3312e7add7fb8c91b07d8b8a299
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收录时间：2025-09-14
最近下载：2025-09-15

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文件列表

  • 10 - Project 1 San Francisco Rent Prices/109 - Solution Walkthrough.mp4 137.6 MB
  • 7 - Model Assumptions/73 - DEMO Normality of Errors.mp4 75.9 MB
  • 14 - Project 2 Electricity Consumption/151 - Solution Walkthrough.mp4 71.9 MB
  • 5 - Simple Linear Regression/53 - CASE STUDY Modeling Health Insurance Prices.mp4 67.8 MB
  • 7 - Model Assumptions/80 - SOLUTION Model Assumptions.mp4 63.0 MB
  • 7 - Model Assumptions/78 - RECAP Assumptions of Linear Regression.mp4 62.8 MB
  • 12 - Project 1 San Francisco Rent Prices Continued/131 - Solution Walkthrough.mp4 62.7 MB
  • 4 - PreModeling Data Prep EDA/36 - PRO TIP Pairplots Lmplots.mp4 57.6 MB
  • 13 - Time Series Analysis/148 - SOLUTION Forecasting.mp4 48.6 MB
  • 7 - Model Assumptions/75 - No Perfect Multicollinearity.mp4 48.0 MB
  • 9 - Feature Engineering/106 - SOLUTION Feature Engineering.mp4 46.7 MB
  • 7 - Model Assumptions/70 - Linearity.mp4 45.6 MB
  • 7 - Model Assumptions/77 - Outliers Leverage Influence.mp4 45.5 MB
  • 9 - Feature Engineering/96 - Polynomial Terms.mp4 44.5 MB
  • 9 - Feature Engineering/97 - Combining Features.mp4 43.0 MB
  • 6 - Multiple Linear Regression/62 - SOLUTION Multiple Linear Regression.mp4 42.2 MB
  • 10 - Project 1 San Francisco Rent Prices/108 - Project Brief.mp4 41.4 MB
  • 13 - Time Series Analysis/146 - Facebook Prophet.mp4 40.6 MB
  • 4 - PreModeling Data Prep EDA/32 - Linear Relationships Correlation.mp4 40.2 MB
  • 8 - Model Testing Validation/89 - Cross Validation.mp4 38.9 MB
  • 9 - Feature Engineering/104 - DEMO Additional Feature Engineering Ideas.mp4 38.5 MB
  • 6 - Multiple Linear Regression/58 - Fitting a Multiple Linear Regression.mp4 37.8 MB
  • 11 - Regularized Regression/118 - Lasso Regression.mp4 36.8 MB
  • 8 - Model Testing Validation/87 - Model Tuning.mp4 36.5 MB
  • 4 - PreModeling Data Prep EDA/28 - Exploring the Target.mp4 35.8 MB
  • 9 - Feature Engineering/98 - Interaction Terms.mp4 34.3 MB
  • 8 - Model Testing Validation/83 - Data Splitting.mp4 33.8 MB
  • 5 - Simple Linear Regression/55 - SOLUTION Simple Linear Regression.mp4 33.6 MB
  • 13 - Time Series Analysis/145 - DEMO Linear Regression With Trend Season.mp4 33.5 MB
  • 9 - Feature Engineering/99 - Categorical Features.mp4 33.5 MB
  • 8 - Model Testing Validation/86 - Validation Data.mp4 32.7 MB
  • 9 - Feature Engineering/102 - Binning Categorical Data.mp4 32.4 MB
  • 1 - Getting Started/1 - Course Introduction.mp4 32.2 MB
  • 3 - Regression 101/22 - Regression 101.mp4 31.9 MB
  • 11 - Regularized Regression/128 - PREVIEW Tree Based Models.mp4 31.8 MB
  • 4 - PreModeling Data Prep EDA/38 - SOLUTION Exploring Relationships.mp4 31.2 MB
  • 5 - Simple Linear Regression/45 - Linear Regression in Statsmodels.mp4 30.6 MB
  • 6 - Multiple Linear Regression/60 - Variable Selection.mp4 30.4 MB
  • 11 - Regularized Regression/114 - DEMO Fitting a Ridge Regression.mp4 29.7 MB
  • 4 - PreModeling Data Prep EDA/33 - Linear Relationships in Python.mp4 29.0 MB
  • 4 - PreModeling Data Prep EDA/31 - SOLUTION Exploring the Target Features.mp4 28.7 MB
  • 9 - Feature Engineering/103 - Binning Numeric Data.mp4 27.4 MB
  • 11 - Regularized Regression/112 - Standardization.mp4 27.2 MB
  • 11 - Regularized Regression/113 - Fitting a Ridge Regression Model.mp4 26.9 MB
  • 4 - PreModeling Data Prep EDA/34 - FeatureTarget Relationships.mp4 26.8 MB
  • 9 - Feature Engineering/101 - DEMO Dummy Variables.mp4 26.4 MB
  • 6 - Multiple Linear Regression/65 - Adjusted RSquared.mp4 26.1 MB
  • 13 - Time Series Analysis/142 - SOLUTION Decomposition.mp4 25.7 MB
  • 5 - Simple Linear Regression/44 - Linear Regression in Python.mp4 25.5 MB
  • 13 - Time Series Analysis/134 - DEMO Moving Averages.mp4 25.4 MB
  • 1 - Getting Started/8 - Jupyter Installation Launch.mp4 25.0 MB
  • 11 - Regularized Regression/123 - DEMO Fitting an Elastic Net Regression.mp4 25.0 MB
  • 8 - Model Testing Validation/85 - The BiasVariance Tradeoff.mp4 24.8 MB
  • 4 - PreModeling Data Prep EDA/29 - Exploring the Features.mp4 24.2 MB
  • 4 - PreModeling Data Prep EDA/35 - FeatureFeature Relationships.mp4 24.0 MB
  • 9 - Feature Engineering/100 - Dummy Variables.mp4 23.1 MB
  • 8 - Model Testing Validation/88 - Model Scoring.mp4 22.7 MB
  • 13 - Time Series Analysis/138 - Decomposition.mp4 22.6 MB
  • 6 - Multiple Linear Regression/63 - Mean Error Metrics.mp4 22.5 MB
  • 8 - Model Testing Validation/92 - SOLUTION Model Testing Validation.mp4 22.1 MB
  • 7 - Model Assumptions/76 - Equal Variance of Errors.mp4 21.5 MB
  • 6 - Multiple Linear Regression/64 - DEMO Mean Error Metrics.mp4 21.3 MB
  • 13 - Time Series Analysis/144 - Linear Regression With Trend Season.mp4 21.1 MB
  • 5 - Simple Linear Regression/47 - Making Predictions.mp4 20.7 MB
  • 11 - Regularized Regression/115 - PRO TIP RidgeCV.mp4 20.6 MB
  • 8 - Model Testing Validation/82 - Model Scoring Steps.mp4 20.1 MB
  • 7 - Model Assumptions/74 - PRO TIP Interpreting Transformed Targets.mp4 20.0 MB
  • 7 - Model Assumptions/71 - Independence of Errors.mp4 19.9 MB
  • 12 - Project 1 San Francisco Rent Prices Continued/130 - Project Brief.mp4 19.6 MB
  • 11 - Regularized Regression/119 - PRO TIP LassoCV.mp4 19.5 MB
  • 7 - Model Assumptions/72 - Normality of Errors.mp4 19.4 MB
  • 1 - Getting Started/5 - Data-Science-in-Python-Regression.pdf 19.4 MB
  • 13 - Time Series Analysis/133 - Moving Averages.mp4 19.4 MB
  • 5 - Simple Linear Regression/43 - Least Squared Error.mp4 19.2 MB
  • 5 - Simple Linear Regression/48 - RSquared.mp4 19.0 MB
  • 8 - Model Testing Validation/84 - Overfitting Underfitting.mp4 18.7 MB
  • 1 - Getting Started/5 - Data-Science-in-Python-Regression.zip 18.7 MB
  • 13 - Time Series Analysis/140 - PRO TIP Autocorrelation Chart.mp4 18.0 MB
  • 11 - Regularized Regression/122 - Elastic Net Regression.mp4 17.9 MB
  • 9 - Feature Engineering/94 - Intro To Feature Engineering.mp4 17.4 MB
  • 13 - Time Series Analysis/132 - Intro to Time Series.mp4 17.4 MB
  • 13 - Time Series Analysis/143 - Forecasting.mp4 17.0 MB
  • 5 - Simple Linear Regression/52 - Residual Plots.mp4 16.7 MB
  • 11 - Regularized Regression/110 - Intro to Regularized Regression.mp4 16.7 MB
  • 7 - Model Assumptions/69 - Assumptions of Linear Regression.mp4 16.7 MB
  • 14 - Project 2 Electricity Consumption/150 - Project Brief.mp4 16.4 MB
  • 11 - Regularized Regression/124 - PRO TIP ElasticNetCV.mp4 15.9 MB
  • 13 - Time Series Analysis/137 - SOLUTION Smoothing.mp4 15.8 MB
  • 4 - PreModeling Data Prep EDA/39 - Preparing For Modeling.mp4 15.7 MB
  • 8 - Model Testing Validation/90 - Simple vs Cross Validation.mp4 15.6 MB
  • 3 - Regression 101/25 - Regression Modeling Workflow.mp4 15.4 MB
  • 5 - Simple Linear Regression/49 - Hypothesis Tests.mp4 14.9 MB
  • 6 - Multiple Linear Regression/57 - Multiple Linear Regression Equation.mp4 14.8 MB
  • 11 - Regularized Regression/111 - Ridge Regression.mp4 14.7 MB
  • 11 - Regularized Regression/126 - SOLUTION Elastic Net Regression.mp4 14.2 MB
  • 3 - Regression 101/23 - Goals of Regression.mp4 13.8 MB
  • 13 - Time Series Analysis/139 - DEMO Decomposition.mp4 13.6 MB
  • 7 - Model Assumptions/81 - Key Takeaways.mp4 13.3 MB
  • 2 - Intro to Data Science/19 - Step 6 Sharing Insights.mp4 13.2 MB
  • 11 - Regularized Regression/117 - SOLUTION Ridge Regression.mp4 13.1 MB
  • 2 - Intro to Data Science/12 - Common Machine Learning Algorithms.mp4 12.8 MB
  • 7 - Model Assumptions/79 - ASSIGNMENT Model Assumptions.mp4 12.7 MB
  • 6 - Multiple Linear Regression/67 - SOLUTION Mean Error Metrics.mp4 12.5 MB
  • 11 - Regularized Regression/121 - SOLUTION Lasso Regression.mp4 12.5 MB
  • 5 - Simple Linear Regression/46 - Interpreting the Model.mp4 12.2 MB
  • 6 - Multiple Linear Regression/61 - ASSIGNMENT Multiple Linear Regression.mp4 12.2 MB
  • 9 - Feature Engineering/95 - Feature Engineering Techniques.mp4 11.7 MB
  • 2 - Intro to Data Science/9 - What is Data Science.mp4 11.6 MB
  • 1 - Getting Started/3 - Course Structure Outline.mp4 11.4 MB
  • 6 - Multiple Linear Regression/59 - Interpreting Multiple Linear Regression Models.mp4 11.3 MB
  • 13 - Time Series Analysis/136 - ASSIGNMENT Smoothing.mp4 11.2 MB
  • 5 - Simple Linear Regression/42 - The Linear Regression Model.mp4 10.3 MB
  • 11 - Regularized Regression/127 - RECAP Regularized Regression Models.mp4 10.2 MB
  • 2 - Intro to Data Science/10 - Data Science Skillset.mp4 10.1 MB
  • 11 - Regularized Regression/129 - Key Takeaways.mp4 9.8 MB
  • 5 - Simple Linear Regression/50 - The FTest.mp4 9.6 MB
  • 2 - Intro to Data Science/11 - What is Machine Learning.mp4 9.5 MB
  • 9 - Feature Engineering/105 - ASSIGNMENT Feature Engineering.mp4 9.5 MB
  • 5 - Simple Linear Regression/51 - Coefficient Estimates PValues.mp4 9.1 MB
  • 4 - PreModeling Data Prep EDA/27 - EDA for Regression.mp4 9.0 MB
  • 6 - Multiple Linear Regression/68 - Key Takeaways.mp4 8.8 MB
  • 2 - Intro to Data Science/18 - Step 5 Modeling Data.mp4 8.5 MB
  • 2 - Intro to Data Science/16 - Step 3 Cleaning Data.mp4 8.4 MB
  • 5 - Simple Linear Regression/54 - ASSIGNMENT Simple Linear Regression.mp4 8.4 MB
  • 6 - Multiple Linear Regression/66 - ASSIGNMENT Mean Error Metrics.mp4 8.3 MB
  • 1 - Getting Started/7 - Setting Expectations.mp4 8.3 MB
  • 13 - Time Series Analysis/135 - Exponential Smoothing.mp4 8.2 MB
  • 9 - Feature Engineering/107 - Key Takeaways.mp4 8.1 MB
  • 13 - Time Series Analysis/149 - Key Takeaways.mp4 8.0 MB
  • 2 - Intro to Data Science/15 - Step 2 Gathering Data.mp4 7.9 MB
  • 3 - Regression 101/24 - Types of Regression.mp4 7.7 MB
  • 2 - Intro to Data Science/17 - Step 4 Exploring Data.mp4 7.7 MB
  • 5 - Simple Linear Regression/41 - Simple Linear Regression.mp4 7.6 MB
  • 13 - Time Series Analysis/147 - ASSIGNMENT Forecasting.mp4 7.5 MB
  • 13 - Time Series Analysis/141 - ASSIGNMENT Decomposition.mp4 7.5 MB
  • 5 - Simple Linear Regression/56 - Key Takeaways.mp4 7.4 MB
  • 4 - PreModeling Data Prep EDA/37 - ASSIGNMENT Exploring Relationships.mp4 7.3 MB
  • 8 - Model Testing Validation/91 - ASSIGNMENT Model Testing Validation.mp4 7.2 MB
  • 11 - Regularized Regression/116 - ASSIGNMENT Ridge Regression.mp4 7.1 MB
  • 3 - Regression 101/26 - Key Takeaways.mp4 6.8 MB
  • 2 - Intro to Data Science/21 - Key Takeaways.mp4 6.8 MB
  • 4 - PreModeling Data Prep EDA/40 - Key Takeaways.mp4 6.5 MB
  • 4 - PreModeling Data Prep EDA/30 - ASSIGNMENT Exploring the Target Features.mp4 6.4 MB
  • 8 - Model Testing Validation/93 - Key Takeaways.mp4 6.1 MB
  • 2 - Intro to Data Science/14 - Step 1 Scoping a Project.mp4 5.4 MB
  • 1 - Getting Started/6 - Introducing the Course Project.mp4 4.9 MB
  • 11 - Regularized Regression/120 - ASSIGNMENT Lasso Regression.mp4 4.7 MB
  • 11 - Regularized Regression/125 - ASSIGNMENT Elastic Net Regression.mp4 4.4 MB
  • 1 - Getting Started/2 - About This Series.mp4 4.2 MB
  • 2 - Intro to Data Science/20 - Regression Modeling.mp4 4.0 MB
  • 2 - Intro to Data Science/13 - Data Science Workflow.mp4 3.8 MB
  • 15 - Next Steps/152 - EXTRA LESSON.html 10.5 kB
  • 1 - Getting Started/4 - READ ME Important Notes for New Students.html 4.9 kB
  • 1 - Getting Started/5 - DOWNLOAD Course Resources.html 541 Bytes

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