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Pluralsight Path. Building Statistical and Mathematical Models with R (2020)
magnet:?xt=urn:btih:25bb3d8a394ec05b76c7157e5620547110be23e9&dn=Pluralsight Path. Building Statistical and Mathematical Models with R (2020)
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Hash值:
25bb3d8a394ec05b76c7157e5620547110be23e9
点击数:
160
文件大小:
2.41 GB
文件数量:
279
创建日期:
2023-1-4 16:59
最后访问:
2024-6-5 15:11
访问标签:
Pluralsight
Path
Building
Statistical
and
Mathematical
Models
with
R
2020
文件列表详情
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.75 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/2. Understanding Statistical and Mathematical Models/1. Version Check.mp4 513.19 KB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/2. Understanding Statistical and Mathematical Models/2. Prerequisites and Course Outline.mp4 1.92 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/2. Understanding Statistical and Mathematical Models/3. Understanding Mathematical Models and Statistical Models.mp4 12.2 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/2. Understanding Statistical and Mathematical Models/4. Mathematical Models and Statistical Models - Differences and Applicati.mp4 9.39 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/2. Understanding Statistical and Mathematical Models/5. Data and Metadata.mp4 9.06 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/2. Understanding Statistical and Mathematical Models/6. Demo - Creating an Environment to Run the R Kernel on Jupyter Notebook.mp4 6.75 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/2. Understanding Statistical and Mathematical Models/7. Demo - Associating Metadata Using the Comment Function.mp4 3.85 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/2. Understanding Statistical and Mathematical Models/8. Demo - Querying and Setting Metadata Using the Meta Function.mp4 13.97 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/3. Case Studies on Statistical and Mathematical Models/1. Modeling Population Growth Using ODEs.mp4 5.49 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/3. Case Studies on Statistical and Mathematical Models/2. Interpreting Derivatives.mp4 7.54 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/3. Case Studies on Statistical and Mathematical Models/3. Verhulsts Decreasing Growth Model.mp4 6.56 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/3. Case Studies on Statistical and Mathematical Models/4. Modeling Value at Risk - A Simplistic Model.mp4 8.45 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/3. Case Studies on Statistical and Mathematical Models/5. Understanding Monte Carlo Simulations.mp4 6.29 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/3. Case Studies on Statistical and Mathematical Models/6. Using Monte Carlo Simulations to Model Value at Risk.mp4 7.83 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/4. Applying Mathematical Models in R/1. Recap - Ordinary Differential Equations.mp4 3.23 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/4. Applying Mathematical Models in R/2. Demo - Calculating the Derivative of a Function.mp4 9.34 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/4. Applying Mathematical Models in R/3. Demo - Solving Differential Equations.mp4 11.14 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/4. Applying Mathematical Models in R/4. Demo - Solving Verhulsts Equation for Population Growth.mp4 10.16 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/4. Applying Mathematical Models in R/5. The 8 Queens Problem.mp4 11.95 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/4. Applying Mathematical Models in R/6. Local Search Optimization Techniques.mp4 9.39 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/4. Applying Mathematical Models in R/7. Demo - Setting up Helper Functions to Solve the 8 Queens Optimization Prob.mp4 16.19 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/4. Applying Mathematical Models in R/8. Demo - Applying Local Search Optimization to Solve the Eight Queens Proble.mp4 11.51 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/5. Applying Statistical Models in R/1. Data Mining Statistics and Machine Learning.mp4 6.7 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/5. Applying Statistical Models in R/2. Understanding Hypothesis Testing.mp4 9.01 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/5. Applying Statistical Models in R/3. The T-test and the Z-test.mp4 8.73 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/5. Applying Statistical Models in R/4. Demo - Exploring the Automobile Dataset.mp4 11.41 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/5. Applying Statistical Models in R/5. Demo - One Sample T-test.mp4 11.07 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/5. Applying Statistical Models in R/6. Demo - One Sample Z-test.mp4 7.12 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/5. Applying Statistical Models in R/7. Demo - Two Sample T-test.mp4 11.99 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/5. Applying Statistical Models in R/8. Demo - Paired Sample T-test and Z-test.mp4 9.56 MB
A1. Understanding Statistical Models and Mathematical Models (Janani Ravi, 2019)/5. Applying Statistical Models in R/9. Summary and Further Study.mp4 2.13 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/1. Course Overview/1. Course Overview.mp4 3.54 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/2. Understanding Numerical Methods/1. Version Check.mp4 490.75 KB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/2. Understanding Numerical Methods/2. Prerequisites and Course Outline.mp4 4.46 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/2. Understanding Numerical Methods/3. Introducing Numerical Methods.mp4 6.07 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/2. Understanding Numerical Methods/4. Direct and Iterative Numerical Methods.mp4 8.19 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/2. Understanding Numerical Methods/5. Numerical Instability and Errors.mp4 6.94 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/2. Understanding Numerical Methods/6. Interpolation and Extrapolation.mp4 3.82 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/2. Understanding Numerical Methods/7. Constant, Linear, Polynomial, and Spline Interpolation.mp4 8.33 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/2. Understanding Numerical Methods/8. System of Linear Equations.mp4 5.32 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/2. Understanding Numerical Methods/9. Gaussian Elimination and Jacobi Method.mp4 10.72 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/3. Applying Numerical Methods to Solve Problems/1. Demo - Linear and Constant Interpolation.mp4 14.77 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/3. Applying Numerical Methods to Solve Problems/2. Demo - Linear and Polynomial Extrapolation.mp4 11.81 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/3. Applying Numerical Methods to Solve Problems/3. Demo - Interpolation Using Spline and Smoothing Techniques.mp4 4.8 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/3. Applying Numerical Methods to Solve Problems/4. Demo - Iterative Techniques - Jacobi Method to Solve Linear Equations.mp4 10.76 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/3. Applying Numerical Methods to Solve Problems/5. Demo - Direct Techniques - Gaussian Elimination to Solve Linear Equations.mp4 5.86 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/3. Applying Numerical Methods to Solve Problems/6. Demo - Discretizing Continuous Data.mp4 10.18 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/3. Applying Numerical Methods to Solve Problems/7. Demo - Rounding Errors and Approximation Errors.mp4 9.01 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/3. Applying Numerical Methods to Solve Problems/8. Demo - Approximating Derivate Calculations.mp4 9.9 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/3. Applying Numerical Methods to Solve Problems/9. Demo - Eulers Method and Numerical Instability.mp4 18.57 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/4. Working with Graphs Using Numerical Techniques/01. Graphs and Graph Applications.mp4 7.82 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/4. Working with Graphs Using Numerical Techniques/02. Directed and Undirected Graphs.mp4 6.01 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/4. Working with Graphs Using Numerical Techniques/03. Connected and Unconnected Graphs.mp4 3.57 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/4. Working with Graphs Using Numerical Techniques/04. Graph Representations.mp4 9.95 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/4. Working with Graphs Using Numerical Techniques/05. Shortest Path Algorithms.mp4 9.33 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/4. Working with Graphs Using Numerical Techniques/06. Demo - Defining and Configuring Graphs.mp4 11.12 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/4. Working with Graphs Using Numerical Techniques/07. Demo - Specifying Attributes for Edges and Vertices.mp4 7.5 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/4. Working with Graphs Using Numerical Techniques/08. Demo - Exploring Different Kinds of Graphs.mp4 8.61 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/4. Working with Graphs Using Numerical Techniques/09. Demo - Calculating Shortest Distances.mp4 13.78 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/4. Working with Graphs Using Numerical Techniques/10. Demo - Calculating Shortest Paths.mp4 5.92 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/5. Implementing Local Search and Optimizations/01. Solutions Approaches to N-Queens.mp4 12.37 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/5. Implementing Local Search and Optimizations/02. Introducing Local Search Algorithms.mp4 8.19 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/5. Implementing Local Search and Optimizations/03. Simulated Annealing and Threshold Accepting.mp4 5.78 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/5. Implementing Local Search and Optimizations/04. Demo - 8 Queens - Calculating Number of Attacks.mp4 19.12 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/5. Implementing Local Search and Optimizations/05. Demo - 8 Queens - Generating Candidate Solutions.mp4 3.79 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/5. Implementing Local Search and Optimizations/06. Demo - 8 Queens - Solution Using Local Search Techniques.mp4 10.16 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/5. Implementing Local Search and Optimizations/07. Objective Constraints and Decision Variables.mp4 11.43 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/5. Implementing Local Search and Optimizations/08. Wyndor Glass - Framing the Optimization Problem.mp4 7.32 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/5. Implementing Local Search and Optimizations/09. Setting up the Optimization as a Linear Programming Problem.mp4 4.07 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/5. Implementing Local Search and Optimizations/10. Solving the Linear Programming Problem Graphically.mp4 4.44 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/5. Implementing Local Search and Optimizations/11. Demo - Solving Optimization Problems Using Linear Programming.mp4 8.23 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/5. Implementing Local Search and Optimizations/12. Demo - Linear Programming to Solve the Wyndor Glass Problem.mp4 5.64 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/6. Implementing Integration and Differentiation/01. Modeling Population Growth.mp4 6.21 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/6. Implementing Integration and Differentiation/02. Interpreting Derivatives.mp4 9.27 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/6. Implementing Integration and Differentiation/03. Verhulsts Equation for Population Growth.mp4 10.94 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/6. Implementing Integration and Differentiation/04. Understanding Integration.mp4 5.71 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/6. Implementing Integration and Differentiation/05. Demo - Calculating Derivatives.mp4 9.3 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/6. Implementing Integration and Differentiation/06. Demo - Calculating Velocity and Acceleration Using Derivatives.mp4 5.06 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/6. Implementing Integration and Differentiation/07. Demo - Performing Integration.mp4 10.33 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/6. Implementing Integration and Differentiation/08. Demo - Using the ODE Solver to Solve Differential Equations.mp4 11.62 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/6. Implementing Integration and Differentiation/09. Demo - Solving Verhulsts Equation.mp4 11.36 MB
A2. Solving Problems with Numerical Methods (Janani Ravi, 2020)/6. Implementing Integration and Differentiation/10. Summary and Further Study.mp4 2.02 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/1. Course Overview/1. Course Overview.mp4 3.76 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/2. Performing Qualitative and Quantitative Analysis Using MASS Datasets/01. Version Check.mp4 502.51 KB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/2. Performing Qualitative and Quantitative Analysis Using MASS Datasets/02. Prerequisites and Course Outline.mp4 3.83 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/2. Performing Qualitative and Quantitative Analysis Using MASS Datasets/03. Introducing the MASS Package.mp4 2.47 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/2. Performing Qualitative and Quantitative Analysis Using MASS Datasets/04. Qualitative and Quantitative Data.mp4 4.58 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/2. Performing Qualitative and Quantitative Analysis Using MASS Datasets/05. Hypothesis Testing Using t-tests.mp4 10.01 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/2. Performing Qualitative and Quantitative Analysis Using MASS Datasets/06. Hypothesis Testing Using ANOVA.mp4 4.41 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/2. Performing Qualitative and Quantitative Analysis Using MASS Datasets/07. Demo - Integrating with the MASS Package.mp4 7.43 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/2. Performing Qualitative and Quantitative Analysis Using MASS Datasets/08. Demo - Quantitative and Qualitative Analysis of Bi.mp4 16.49 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/2. Performing Qualitative and Quantitative Analysis Using MASS Datasets/09. Demo - Running t-tests on Birthweight Data.mp4 7.91 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/2. Performing Qualitative and Quantitative Analysis Using MASS Datasets/10. Demo - Quantitative and Qualitative Analysis of Ca.mp4 7.61 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/2. Performing Qualitative and Quantitative Analysis Using MASS Datasets/11. Demo - Executing ANOVA Analysis on Cars Data.mp4 8.25 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/2. Performing Qualitative and Quantitative Analysis Using MASS Datasets/12. Demo - Paired Sample t-test on Anorexia Data.mp4 6.38 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/3. Performing Predictive Analytics Using MASS Models/1. Principal Component Analysis - Intuition.mp4 8.19 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/3. Performing Predictive Analytics Using MASS Models/2. Linear Discriminant Analysis and Quadratic Discriminant Analysis.mp4 5.88 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/3. Performing Predictive Analytics Using MASS Models/3. Fitting Robust Linear Models.mp4 6.59 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/3. Performing Predictive Analytics Using MASS Models/4. Demo - Linear Discriminant Analysis (LDA) and Visualization.mp4 19.49 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/3. Performing Predictive Analytics Using MASS Models/5. Demo - LDA Using All Column Values.mp4 6.65 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/3. Performing Predictive Analytics Using MASS Models/6. Demo - Quadratic Discriminant Analysis.mp4 4.97 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/3. Performing Predictive Analytics Using MASS Models/7. Demo - Fitting a Robust Linear Model.mp4 15.18 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/3. Performing Predictive Analytics Using MASS Models/8. Demo - Robust Regression Using the Boston Housing Dataset.mp4 19.41 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/4. Implementing Multi-state Models in R/01. Multi-state Models.mp4 14.33 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/4. Implementing Multi-state Models in R/02. Survival Models.mp4 9.18 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/4. Implementing Multi-state Models in R/03. Types of State Models.mp4 5.62 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/4. Implementing Multi-state Models in R/04. Understanding Weibull Distributions to Model State Transitions.mp4 3.92 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/4. Implementing Multi-state Models in R/05. Examples of Multi-state Models.mp4 4.2 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/4. Implementing Multi-state Models in R/06. The Kaplan-Meier Estimator and the Log Rank Test.mp4 3.52 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/4. Implementing Multi-state Models in R/07. Demo - Understanding the Multi-state Model Data.mp4 15.2 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/4. Implementing Multi-state Models in R/08. Demo - Modeling Transition Probabilities and Simulating Outcomes.mp4 15.17 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/4. Implementing Multi-state Models in R/09. Demo - Visualizing and Interpreting State Occupancy Probabilities.mp4 16.45 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/4. Implementing Multi-state Models in R/10. Demo - Modeling Survival Analysis.mp4 11.36 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/4. Implementing Multi-state Models in R/11. Demo - Log Rank Tests and the Proportional Hazards Model.mp4 7.63 MB
B1. Applying the Mathematical MASS Model with R (Janani Ravi, 2020)/4. Implementing Multi-state Models in R/12. Summary and Further Study.mp4 2.09 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/1. Course Overview/1. Course Overview.mp4 3.42 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/2. Getting Started with Differential Equations/01. Version Check.mp4 507.95 KB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/2. Getting Started with Differential Equations/02. Prerequisites and Course Outline.mp4 3.86 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/2. Getting Started with Differential Equations/03. Introducing Differentiation.mp4 5.8 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/2. Getting Started with Differential Equations/04. Interpreting Derivatives.mp4 7.77 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/2. Getting Started with Differential Equations/05. Verhulsts Equation of Population Growth.mp4 10.69 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/2. Getting Started with Differential Equations/06. Introducing Integration to Solve Differential Equations.mp4 5.06 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/2. Getting Started with Differential Equations/07. Types of Differential Equations.mp4 4.42 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/2. Getting Started with Differential Equations/08. Initial and Boundary Value Problems.mp4 4.8 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/2. Getting Started with Differential Equations/09. Analytical and Numerical Solvers.mp4 7.29 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/2. Getting Started with Differential Equations/10. Modeling Technology Adoption Using an S-curve.mp4 7.03 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/2. Getting Started with Differential Equations/11. Modeling Financial Assets Using PDEs.mp4 12.03 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/3. Understanding Types of Differential Equations/1. Ordinary Differential Equations.mp4 9.37 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/3. Understanding Types of Differential Equations/2. Differential Algebraic Equations.mp4 8.5 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/3. Understanding Types of Differential Equations/3. Partial Differential Equations.mp4 10.12 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/3. Understanding Types of Differential Equations/4. Solving Partial Differential Equations.mp4 3.84 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/3. Understanding Types of Differential Equations/5. The Diffusion Equation.mp4 6.74 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/3. Understanding Types of Differential Equations/6. Delay Differential Equations.mp4 6.04 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/3. Understanding Types of Differential Equations/7. Infectious Disease Modeling.mp4 9.34 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/4. Solving Differential Equations/1. Demo - Solving ODEs - The Population Growth Model.mp4 11.68 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/4. Solving Differential Equations/2. Demo - Solving ODEs - Van Der Pols Equation.mp4 10.36 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/4. Solving Differential Equations/3. Demo - Solving ODEs - Chaotic Solutions to Lorenzs Equation.mp4 7.83 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/4. Solving Differential Equations/4. Demo - Solving DAEs - An Auto-catalytic Chemical Reaction.mp4 14.04 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/4. Solving Differential Equations/5. Demo - Solving DAEs - The Pendulum Equation.mp4 4.44 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/4. Solving Differential Equations/6. Demo - Solving PDEs - The Diffusion Equation for Heat Transfer.mp4 12.91 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/4. Solving Differential Equations/7. Demo - Solving DDEs - Infectious Disease Modeling.mp4 12.16 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/5. Understanding and Applying Linear Inverse Models/01. Framing the Optimization Problem.mp4 6.62 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/5. Understanding and Applying Linear Inverse Models/02. Forward Models and Inverse Models.mp4 4.46 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/5. Understanding and Applying Linear Inverse Models/03. The Wyndor Glass Case Study.mp4 7.36 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/5. Understanding and Applying Linear Inverse Models/04. Primal and Dual Problems.mp4 6.95 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/5. Understanding and Applying Linear Inverse Models/05. Underdetermined and Overdetermined Systems.mp4 8.7 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/5. Understanding and Applying Linear Inverse Models/06. Demo - Solving Even Determined Systems.mp4 5.99 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/5. Understanding and Applying Linear Inverse Models/07. Demo - Solving Overdetermined Systems.mp4 6.48 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/5. Understanding and Applying Linear Inverse Models/08. Demo - Solving Underdetermined Systems.mp4 6.78 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/5. Understanding and Applying Linear Inverse Models/09. Demo - Applying Linear Inverse Models.mp4 7.88 MB
B2. Applying Differential Equations and Inverse Models with R (Janani Ravi, 2020)/5. Understanding and Applying Linear Inverse Models/10. Summary and Further Study.mp4 2.06 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/1. Course Overview/1. Course Overview.mp4 3.65 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/2. Understanding the Importance of Reducing Complexity in Data/01. Version Check.mp4 487.26 KB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/2. Understanding the Importance of Reducing Complexity in Data/02. Prerequisites and Course Outline.mp4 3.97 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/2. Understanding the Importance of Reducing Complexity in Data/03. The Curse of Dimensionality.mp4 11.82 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/2. Understanding the Importance of Reducing Complexity in Data/04. Drawbacks of Dimensionality Reduction.mp4 3.08 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/2. Understanding the Importance of Reducing Complexity in Data/05. Overfitting and the Bias-variance Trade-off.mp4 11.82 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/2. Understanding the Importance of Reducing Complexity in Data/06. Techniques to Reduce Complexity.mp4 7.28 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/2. Understanding the Importance of Reducing Complexity in Data/07. Choosing the Right Technique.mp4 7.67 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/2. Understanding the Importance of Reducing Complexity in Data/08. Demo - Exploring the Boston Housing Dataset.mp4 15.59 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/2. Understanding the Importance of Reducing Complexity in Data/09. Demo - Selecting Predictors to Build Regression Models.mp4 8.58 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/2. Understanding the Importance of Reducing Complexity in Data/10. Demo - Performing Stepwise and Kitchen Sink Regression.mp4 14.28 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/3. Performing Dimensional Analysis for Continuous Data/1. Principal Components Analysis.mp4 12.02 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/3. Performing Dimensional Analysis for Continuous Data/2. Partial Least Squares Regression.mp4 8.22 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/3. Performing Dimensional Analysis for Continuous Data/3. Demo - Performing Principal Component Analysis.mp4 15.1 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/3. Performing Dimensional Analysis for Continuous Data/4. Demo - Regression Using Principal Components.mp4 11.38 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/3. Performing Dimensional Analysis for Continuous Data/5. Demo - Principal Components Regression.mp4 11.07 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/3. Performing Dimensional Analysis for Continuous Data/6. Demo - Partial Least Squares Regression.mp4 7.95 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/4. Performing Dimensional Analysis for Categorical Data/1. Linear Discriminant Analysis and Quadratic Discriminant Analysis.mp4 12.21 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/4. Performing Dimensional Analysis for Categorical Data/2. Demo - Exploring and Preparing Data for Linear Discriminant Analysis.mp4 13.86 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/4. Performing Dimensional Analysis for Categorical Data/3. Demo - Performing Linear Discriminant Analysis on Glass Data.mp4 16.55 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/4. Performing Dimensional Analysis for Categorical Data/4. Demo - Performing Quadratic Discriminant Analysis on Glass Data.mp4 6.38 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/5. Performing Dimensional Analysis for Non-linear Data/1. Manifold Learning.mp4 14.73 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/5. Performing Dimensional Analysis for Non-linear Data/2. Demo - Manifold Learning Using Metric and Non-metric MDS.mp4 20.05 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/5. Performing Dimensional Analysis for Non-linear Data/3. Demo - Manifold Learning Using t-SNE, Isomap, and LLE.mp4 16.69 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/5. Performing Dimensional Analysis for Non-linear Data/4. Demo - Kernel PCA for Non-linearly Separable Data.mp4 9.95 MB
B3. Performing Dimension Analysis with R (Janani Ravi, 2020)/5. Performing Dimensional Analysis for Non-linear Data/5. Module Summary.mp4 2.87 MB
B4. Applying Linear Algebra with R (Brandon Strain, 2020)/1. Course Overview/1. Course Overview.mp4 4.41 MB
B4. Applying Linear Algebra with R (Brandon Strain, 2020)/2. Working with Vectors and Matrices in R/1. Working with Vectors and Matrices in R.mp4 19.33 MB
B4. Applying Linear Algebra with R (Brandon Strain, 2020)/3. Understanding Operations on Matrices/1. Understanding Operations on Matrices.mp4 10.89 MB
B4. Applying Linear Algebra with R (Brandon Strain, 2020)/4. Getting Weird - Inverting, Transposing, and Row Equivalence/1. Getting Weird.mp4 23.39 MB
B4. Applying Linear Algebra with R (Brandon Strain, 2020)/5. Solving Linear Equations/1. Solving Linear Equations.mp4 16.37 MB
B4. Applying Linear Algebra with R (Brandon Strain, 2020)/6. Understanding and Calculating Eigenvalues and Eigenvectors/1. Understanding and Calculating Eigenvalues and Eigenvectors.mp4 14.99 MB
B4. Applying Linear Algebra with R (Brandon Strain, 2020)/7. Calculating the kth Item in a Series/1. Calculating the kth Item in a Series.mp4 784.86 KB
B4. Applying Linear Algebra with R (Brandon Strain, 2020)/7. Calculating the kth Item in a Series/2. Difference Equations.mp4 9.84 MB
B4. Applying Linear Algebra with R (Brandon Strain, 2020)/7. Calculating the kth Item in a Series/3. Demo - Calculating the kth Item in a Series.mp4 20.07 MB
B4. Applying Linear Algebra with R (Brandon Strain, 2020)/8. Implementing Matrix Decomposition/1. Implementing Matrix Decomposition.mp4 10.36 MB
B4. Applying Linear Algebra with R (Brandon Strain, 2020)/8. Implementing Matrix Decomposition/2. Demo - Implementing Matrix Decomposition.mp4 30.85 MB
B4. Applying Linear Algebra with R (Brandon Strain, 2020)/9. Using Least Squares Calculations/1. Using Least Squares Calculations.mp4 7.45 MB
B4. Applying Linear Algebra with R (Brandon Strain, 2020)/9. Using Least Squares Calculations/2. Demo - Using Least Squares Calculations.mp4 16.09 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.59 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/2. Understanding Statistical Summaries/01. Version Check.mp4 487.91 KB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/2. Understanding Statistical Summaries/02. Prerequisites and Course Outline.mp4 2.63 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/2. Understanding Statistical Summaries/03. The Role of Statistics in Understanding Data.mp4 4.95 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/2. Understanding Statistical Summaries/04. Hypothesis Testing.mp4 11.95 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/2. Understanding Statistical Summaries/05. P-values, Power, and Alpha of Statistical Tests.mp4 3.76 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/2. Understanding Statistical Summaries/06. Introducing the T-test.mp4 5.23 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/2. Understanding Statistical Summaries/07. The T-test for Different Use Cases.mp4 7.64 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/2. Understanding Statistical Summaries/08. The Z-test.mp4 4 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/2. Understanding Statistical Summaries/09. One-way ANOVA - Assumptions and Alternatives.mp4 9.37 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/2. Understanding Statistical Summaries/10. Two-way ANOVA and Assumptions.mp4 3.33 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/2. Understanding Statistical Summaries/11. Pearsons Chi2 Test.mp4 5.91 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/3. Solving Problems Using Statistical Inference/1. Demo - Preprocessing Data.mp4 9.73 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/3. Solving Problems Using Statistical Inference/2. Demo - One Sample T-test and Z-test.mp4 11.42 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/3. Solving Problems Using Statistical Inference/3. Demo - Two Sample T-test.mp4 14.45 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/3. Solving Problems Using Statistical Inference/4. Demo - Type I and Type II Errors.mp4 12.56 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/3. Solving Problems Using Statistical Inference/5. Demo - Performing Chi2 Analysis.mp4 10.88 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/3. Solving Problems Using Statistical Inference/6. Demo - Interpreting the Results of Chi2 Analysis.mp4 11.22 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/3. Solving Problems Using Statistical Inference/7. Demo - One-way ANOVA.mp4 12.98 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/3. Solving Problems Using Statistical Inference/8. Demo - Assumptions of One-way ANOVA and Alternatives.mp4 6.35 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/3. Solving Problems Using Statistical Inference/9. Demo - Two-way ANOVA.mp4 14.95 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/4. Implementing Statistical Models/1. Continuous and Categorical Data.mp4 3.98 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/4. Implementing Statistical Models/2. Linear Regression.mp4 7.95 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/4. Implementing Statistical Models/3. Demo - Exploring Data for Regression Analysis.mp4 9.05 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/4. Implementing Statistical Models/4. Demo - Performing Linear Regression and Interpretings Results.mp4 14.87 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/4. Implementing Statistical Models/5. Logistic Regression.mp4 8.13 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/4. Implementing Statistical Models/6. Odds Ratio and the Forest Plot.mp4 3.06 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/4. Implementing Statistical Models/7. Demo - Performing Logistic Regression.mp4 9.58 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/4. Implementing Statistical Models/8. Demo - Accuracy, Sensitivity, and Specificity of the Logistic Regression Model.mp4 15.14 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/5. Implementing Bayesian AB Testing/01. Introducing AB Testing.mp4 8.28 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/5. Implementing Bayesian AB Testing/02. Distributions and Statistical Tests.mp4 12.13 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/5. Implementing Bayesian AB Testing/03. Bayes Theorem Intuition.mp4 5.27 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/5. Implementing Bayesian AB Testing/04. Frequentist Approach vs. Bayesian Approach.mp4 6.84 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/5. Implementing Bayesian AB Testing/05. The Conjugate Prior.mp4 8.44 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/5. Implementing Bayesian AB Testing/06. Understanding the Bayesian AB Test.mp4 8.31 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/5. Implementing Bayesian AB Testing/07. Demo - Modelling Outcomes and Priors for the Bayes AB Test.mp4 15.06 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/5. Implementing Bayesian AB Testing/08. Demo - Performing and Interpreting the Bayesian AB Test for Click-through Rates.mp4 8.1 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/5. Implementing Bayesian AB Testing/09. Demo - Performing and Interpreting the Bayesian AB Test for Page Interactions.mp4 5.42 MB
C1. Building Statistical Summaries with R (Janani Ravi, 2019)/5. Implementing Bayesian AB Testing/10. Summary and Further Study.mp4 2.29 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/1. Course Overview/1. Course Overview.mp4 3.61 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/2. Getting Started with Bootstrapping in R/01. Version Check.mp4 486.93 KB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/2. Getting Started with Bootstrapping in R/02. Prerequisites and Course Outline.mp4 3.98 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/2. Getting Started with Bootstrapping in R/03. Sample Statistics and Confidence Intervals.mp4 8.83 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/2. Getting Started with Bootstrapping in R/04. Normally Distributed Data - Estimating Mean.mp4 13.11 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/2. Getting Started with Bootstrapping in R/05. Normally Distributed Data - Calculating Confidence Intervals.mp4 5.84 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/2. Getting Started with Bootstrapping in R/06. Data with Any Distribution - Estimating Mean and Confidence Intervals.mp4 11.12 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/2. Getting Started with Bootstrapping in R/07. Implications of the Central Limit Theorem.mp4 4.8 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/2. Getting Started with Bootstrapping in R/08. Demo - The Central Limit Theorem with Different Distributions.mp4 13.9 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/2. Getting Started with Bootstrapping in R/09. Demo - The Central Limit Theorem on Real Data.mp4 10.01 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/2. Getting Started with Bootstrapping in R/10. Drawbacks of Conventional Approaches.mp4 5.44 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/2. Getting Started with Bootstrapping in R/11. Introducing Bootstrapping.mp4 12.3 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/2. Getting Started with Bootstrapping in R/12. Bootstrapped Confidence Intervals.mp4 13.57 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/3. Implementing Bootstrap Methods for Summary Statistics/1. Demo - Bootstrap Statistics and Sample Statistics.mp4 18.9 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/3. Implementing Bootstrap Methods for Summary Statistics/2. Demo - Performing Bootstrapping on Real Data.mp4 19.15 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/3. Implementing Bootstrap Methods for Summary Statistics/3. Demo - Performing Bootstrapping Using the Boot Method.mp4 8.7 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/3. Implementing Bootstrap Methods for Summary Statistics/4. Demo - Bootstrapping Multiple Statistics.mp4 13.95 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/3. Implementing Bootstrap Methods for Summary Statistics/5. Introducing the Bayesian Bootstrap.mp4 8.92 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/3. Implementing Bootstrap Methods for Summary Statistics/6. Bayesian Bootstrap Algorithm.mp4 5.18 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/3. Implementing Bootstrap Methods for Summary Statistics/7. Demo - Performing Bayesian Bootstrapping.mp4 12.83 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/3. Implementing Bootstrap Methods for Summary Statistics/8. Introducing the Smoothed Bootstrap.mp4 4.49 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/3. Implementing Bootstrap Methods for Summary Statistics/9. Demo - Smoothed Bootstrap.mp4 7.54 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/4. Implementing Bootstrap Methods for Regression Models/1. Introducing Linear Regression.mp4 2.73 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/4. Implementing Bootstrap Methods for Regression Models/2. Regression Metrics and Bootstrapping.mp4 8.19 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/4. Implementing Bootstrap Methods for Regression Models/3. Case Resampling and Residual Resampling.mp4 6.53 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/4. Implementing Bootstrap Methods for Regression Models/4. Demo - Estimating R2 of Regression Models Using Bootstrapping.mp4 11.89 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/4. Implementing Bootstrap Methods for Regression Models/5. Demo - Estimating Coefficients Using Bootstrapping.mp4 12.48 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/4. Implementing Bootstrap Methods for Regression Models/6. Demo - Case Resampling and Residual Resampling Using the Boot() Method.mp4 10.64 MB
C2. Implementing Bootstrap Methods in R (Janani Ravi, 2020)/4. Implementing Bootstrap Methods for Regression Models/7. Summary and Further Study.mp4 2.57 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/1. Course Overview/1. Course Overview.mp4 3.26 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/2. Understanding Monte Carlo Basics/1. Introduction to Monte Carlo.mp4 5.73 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/2. Understanding Monte Carlo Basics/2. MC Basics in R.mp4 12.87 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/2. Understanding Monte Carlo Basics/3. Rolling the Dice.mp4 11.62 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/2. Understanding Monte Carlo Basics/4. Estimating Pi.mp4 8.9 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/3. Making Predictions with Monte Carlo/1. Introduction.mp4 1.98 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/3. Making Predictions with Monte Carlo/2. Random Walk.mp4 10.28 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/3. Making Predictions with Monte Carlo/3. Simulating Random Walk with MC.mp4 18.71 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/3. Making Predictions with Monte Carlo/4. Point Estimates and Confidence Intervals.mp4 21.04 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/3. Making Predictions with Monte Carlo/5. Predictions on Commodities Data.mp4 22.91 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/3. Making Predictions with Monte Carlo/6. Conclusion.mp4 1.24 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/4. Using Monte Carlo for Value at Risk/1. Introduction to Value at Risk.mp4 5.27 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/4. Using Monte Carlo for Value at Risk/2. Data Preparation.mp4 11.25 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/4. Using Monte Carlo for Value at Risk/3. Parametric and Historical VaR.mp4 14.23 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/4. Using Monte Carlo for Value at Risk/4. Monte Carlo VaR.mp4 14.14 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/5. Utilizing MC for AB Testing/1. Introduction to AB Testing.mp4 3.47 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/5. Utilizing MC for AB Testing/2. Two Sample t-test.mp4 9.38 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/5. Utilizing MC for AB Testing/3. Chi-squared Test.mp4 8.1 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/5. Utilizing MC for AB Testing/4. AB Testing with Monte Carlo.mp4 13.14 MB
C3. Implementing Monte Carlo Method in R (Chase DeHan, 2020)/5. Utilizing MC for AB Testing/5. Inserting a Prior into the Simulations.mp4 7.3 MB
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