|
Please note that this page does not hosts or makes available any of the listed filenames. You
cannot download any of those files from here.
|
| ~i.txt |
1.53KB |
| ~i.txt |
2.09KB |
| ~i.txt |
2.76KB |
| ~i.txt |
3.32KB |
| ~i.txt |
3.00KB |
| ~i.txt |
2.69KB |
| ~i.txt |
1.54KB |
| ~i.txt |
2.41KB |
| ~i.txt |
3.32KB |
| ~i.txt |
1.48KB |
| 01. Framing the Optimization Problem.mp4 |
6.62MB |
| 01. Framing the Optimization Problem.vtt |
4.70KB |
| 01. Graphs and Graph Applications.mp4 |
7.82MB |
| 01. Graphs and Graph Applications.vtt |
7.14KB |
| 01. Introducing AB Testing.mp4 |
8.28MB |
| 01. Introducing AB Testing.vtt |
7.55KB |
| 01. Modeling Population Growth.mp4 |
6.21MB |
| 01. Modeling Population Growth.vtt |
4.81KB |
| 01. Multi-state Models.mp4 |
14.33MB |
| 01. Multi-state Models.vtt |
12.21KB |
| 01. Solutions Approaches to N-Queens.mp4 |
12.37MB |
| 01. Solutions Approaches to N-Queens.vtt |
10.67KB |
| 01. Version Check.mp4 |
502.51KB |
| 01. Version Check.mp4 |
507.95KB |
| 01. Version Check.mp4 |
487.26KB |
| 01. Version Check.mp4 |
487.91KB |
| 01. Version Check.mp4 |
486.93KB |
| 01. Version Check.vtt |
7B |
| 01. Version Check.vtt |
7B |
| 01. Version Check.vtt |
7B |
| 01. Version Check.vtt |
7B |
| 01. Version Check.vtt |
7B |
| 02. Directed and Undirected Graphs.mp4 |
6.01MB |
| 02. Directed and Undirected Graphs.vtt |
5.67KB |
| 02. Distributions and Statistical Tests.mp4 |
12.13MB |
| 02. Distributions and Statistical Tests.vtt |
11.78KB |
| 02. Forward Models and Inverse Models.mp4 |
4.46MB |
| 02. Forward Models and Inverse Models.vtt |
3.64KB |
| 02. Interpreting Derivatives.mp4 |
9.27MB |
| 02. Interpreting Derivatives.vtt |
7.46KB |
| 02. Introducing Local Search Algorithms.mp4 |
8.19MB |
| 02. Introducing Local Search Algorithms.vtt |
7.19KB |
| 02. Prerequisites and Course Outline.mp4 |
3.83MB |
| 02. Prerequisites and Course Outline.mp4 |
3.86MB |
| 02. Prerequisites and Course Outline.mp4 |
3.97MB |
| 02. Prerequisites and Course Outline.mp4 |
2.63MB |
| 02. Prerequisites and Course Outline.mp4 |
3.98MB |
| 02. Prerequisites and Course Outline.vtt |
3.41KB |
| 02. Prerequisites and Course Outline.vtt |
3.58KB |
| 02. Prerequisites and Course Outline.vtt |
3.80KB |
| 02. Prerequisites and Course Outline.vtt |
2.75KB |
| 02. Prerequisites and Course Outline.vtt |
3.78KB |
| 02. Survival Models.mp4 |
9.18MB |
| 02. Survival Models.vtt |
7.87KB |
| 03. Bayes Theorem Intuition.mp4 |
5.27MB |
| 03. Bayes Theorem Intuition.vtt |
5.61KB |
| 03. Connected and Unconnected Graphs.mp4 |
3.57MB |
| 03. Connected and Unconnected Graphs.vtt |
2.72KB |
| 03. Introducing Differentiation.mp4 |
5.80MB |
| 03. Introducing Differentiation.vtt |
4.04KB |
| 03. Introducing the MASS Package.mp4 |
2.47MB |
| 03. Introducing the MASS Package.vtt |
2.33KB |
| 03. Sample Statistics and Confidence Intervals.mp4 |
8.83MB |
| 03. Sample Statistics and Confidence Intervals.vtt |
7.38KB |
| 03. Simulated Annealing and Threshold Accepting.mp4 |
5.78MB |
| 03. Simulated Annealing and Threshold Accepting.vtt |
4.28KB |
| 03. The Curse of Dimensionality.mp4 |
11.82MB |
| 03. The Curse of Dimensionality.vtt |
11.14KB |
| 03. The Role of Statistics in Understanding Data.mp4 |
4.95MB |
| 03. The Role of Statistics in Understanding Data.vtt |
5.09KB |
| 03. The Wyndor Glass Case Study.mp4 |
7.36MB |
| 03. The Wyndor Glass Case Study.vtt |
5.25KB |
| 03. Types of State Models.mp4 |
5.62MB |
| 03. Types of State Models.vtt |
4.90KB |
| 03. Verhulsts Equation for Population Growth.mp4 |
10.94MB |
| 03. Verhulsts Equation for Population Growth.vtt |
7.18KB |
| 04. Demo - 8 Queens - Calculating Number of Attacks.mp4 |
19.12MB |
| 04. Demo - 8 Queens - Calculating Number of Attacks.vtt |
12.84KB |
| 04. Drawbacks of Dimensionality Reduction.mp4 |
3.08MB |
| 04. Drawbacks of Dimensionality Reduction.vtt |
3.28KB |
| 04. Frequentist Approach vs. Bayesian Approach.mp4 |
6.84MB |
| 04. Frequentist Approach vs. Bayesian Approach.vtt |
6.65KB |
| 04. Graph Representations.mp4 |
9.95MB |
| 04. Graph Representations.vtt |
7.03KB |
| 04. Hypothesis Testing.mp4 |
11.95MB |
| 04. Hypothesis Testing.vtt |
10.98KB |
| 04. Interpreting Derivatives.mp4 |
7.77MB |
| 04. Interpreting Derivatives.vtt |
6.07KB |
| 04. Normally Distributed Data - Estimating Mean.mp4 |
13.11MB |
| 04. Normally Distributed Data - Estimating Mean.vtt |
7.91KB |
| 04. Primal and Dual Problems.mp4 |
6.95MB |
| 04. Primal and Dual Problems.vtt |
5.28KB |
| 04. Qualitative and Quantitative Data.mp4 |
4.58MB |
| 04. Qualitative and Quantitative Data.vtt |
3.61KB |
| 04. Understanding Integration.mp4 |
5.71MB |
| 04. Understanding Integration.vtt |
5.05KB |
| 04. Understanding Weibull Distributions to Model State Transitions.mp4 |
3.92MB |
| 04. Understanding Weibull Distributions to Model State Transitions.vtt |
3.41KB |
| 05. Demo - 8 Queens - Generating Candidate Solutions.mp4 |
3.79MB |
| 05. Demo - 8 Queens - Generating Candidate Solutions.vtt |
2.52KB |
| 05. Demo - Calculating Derivatives.mp4 |
9.30MB |
| 05. Demo - Calculating Derivatives.vtt |
5.66KB |
| 05. Examples of Multi-state Models.mp4 |
4.20MB |
| 05. Examples of Multi-state Models.vtt |
3.41KB |
| 05. Hypothesis Testing Using t-tests.mp4 |
10.01MB |
| 05. Hypothesis Testing Using t-tests.vtt |
8.79KB |
| 05. Normally Distributed Data - Calculating Confidence Intervals.mp4 |
5.84MB |
| 05. Normally Distributed Data - Calculating Confidence Intervals.vtt |
4.41KB |
| 05. Overfitting and the Bias-variance Trade-off.mp4 |
11.82MB |
| 05. Overfitting and the Bias-variance Trade-off.vtt |
10.72KB |
| 05. P-values, Power, and Alpha of Statistical Tests.mp4 |
3.76MB |
| 05. P-values, Power, and Alpha of Statistical Tests.vtt |
3.54KB |
| 05. Shortest Path Algorithms.mp4 |
9.33MB |
| 05. Shortest Path Algorithms.vtt |
7.50KB |
| 05. The Conjugate Prior.mp4 |
8.44MB |
| 05. The Conjugate Prior.vtt |
7.59KB |
| 05. Underdetermined and Overdetermined Systems.mp4 |
8.70MB |
| 05. Underdetermined and Overdetermined Systems.vtt |
6.92KB |
| 05. Verhulsts Equation of Population Growth.mp4 |
10.69MB |
| 05. Verhulsts Equation of Population Growth.vtt |
6.92KB |
| 06. Data with Any Distribution - Estimating Mean and Confidence Intervals.mp4 |
11.12MB |
| 06. Data with Any Distribution - Estimating Mean and Confidence Intervals.vtt |
7.46KB |
| 06. Demo - 8 Queens - Solution Using Local Search Techniques.mp4 |
10.16MB |
| 06. Demo - 8 Queens - Solution Using Local Search Techniques.vtt |
6.36KB |
| 06. Demo - Calculating Velocity and Acceleration Using Derivatives.mp4 |
5.06MB |
| 06. Demo - Calculating Velocity and Acceleration Using Derivatives.vtt |
3.45KB |
| 06. Demo - Defining and Configuring Graphs.mp4 |
11.12MB |
| 06. Demo - Defining and Configuring Graphs.vtt |
7.53KB |
| 06. Demo - Solving Even Determined Systems.mp4 |
5.99MB |
| 06. Demo - Solving Even Determined Systems.vtt |
4.01KB |
| 06. Hypothesis Testing Using ANOVA.mp4 |
4.41MB |
| 06. Hypothesis Testing Using ANOVA.vtt |
3.77KB |
| 06. Introducing Integration to Solve Differential Equations.mp4 |
5.06MB |
| 06. Introducing Integration to Solve Differential Equations.vtt |
4.58KB |
| 06. Introducing the T-test.mp4 |
5.23MB |
| 06. Introducing the T-test.vtt |
4.83KB |
| 06. Techniques to Reduce Complexity.mp4 |
7.28MB |
| 06. Techniques to Reduce Complexity.vtt |
6.35KB |
| 06. The Kaplan-Meier Estimator and the Log Rank Test.mp4 |
3.52MB |
| 06. The Kaplan-Meier Estimator and the Log Rank Test.vtt |
3.17KB |
| 06. Understanding the Bayesian AB Test.mp4 |
8.31MB |
| 06. Understanding the Bayesian AB Test.vtt |
7.60KB |
| 07. Choosing the Right Technique.mp4 |
7.67MB |
| 07. Choosing the Right Technique.vtt |
6.26KB |
| 07. Demo - Integrating with the MASS Package.mp4 |
7.43MB |
| 07. Demo - Integrating with the MASS Package.vtt |
5.58KB |
| 07. Demo - Modelling Outcomes and Priors for the Bayes AB Test.mp4 |
15.06MB |
| 07. Demo - Modelling Outcomes and Priors for the Bayes AB Test.vtt |
10.75KB |
| 07. Demo - Performing Integration.mp4 |
10.33MB |
| 07. Demo - Performing Integration.vtt |
6.27KB |
| 07. Demo - Solving Overdetermined Systems.mp4 |
6.48MB |
| 07. Demo - Solving Overdetermined Systems.vtt |
4.37KB |
| 07. Demo - Specifying Attributes for Edges and Vertices.mp4 |
7.50MB |
| 07. Demo - Specifying Attributes for Edges and Vertices.vtt |
4.38KB |
| 07. Demo - Understanding the Multi-state Model Data.mp4 |
15.20MB |
| 07. Demo - Understanding the Multi-state Model Data.vtt |
9.55KB |
| 07. Implications of the Central Limit Theorem.mp4 |
4.80MB |
| 07. Implications of the Central Limit Theorem.vtt |
3.48KB |
| 07. Objective Constraints and Decision Variables.mp4 |
11.43MB |
| 07. Objective Constraints and Decision Variables.vtt |
8.35KB |
| 07. The T-test for Different Use Cases.mp4 |
7.64MB |
| 07. The T-test for Different Use Cases.vtt |
7.44KB |
| 07. Types of Differential Equations.mp4 |
4.42MB |
| 07. Types of Differential Equations.vtt |
3.62KB |
| 08. Demo - Exploring Different Kinds of Graphs.mp4 |
8.61MB |
| 08. Demo - Exploring Different Kinds of Graphs.vtt |
5.77KB |
| 08. Demo - Exploring the Boston Housing Dataset.mp4 |
15.59MB |
| 08. Demo - Exploring the Boston Housing Dataset.vtt |
8.71KB |
| 08. Demo - Modeling Transition Probabilities and Simulating Outcomes.mp4 |
15.17MB |
| 08. Demo - Modeling Transition Probabilities and Simulating Outcomes.vtt |
9.49KB |
| 08. Demo - Performing and Interpreting the Bayesian AB Test for Click-through Rates.mp4 |
8.10MB |
| 08. Demo - Performing and Interpreting the Bayesian AB Test for Click-through Rates.vtt |
5.56KB |
| 08. Demo - Quantitative and Qualitative Analysis of Bi.mp4 |
16.49MB |
| 08. Demo - Quantitative and Qualitative Analysis of Bi.vtt |
11.60KB |
| 08. Demo - Solving Underdetermined Systems.mp4 |
6.78MB |
| 08. Demo - Solving Underdetermined Systems.vtt |
4.47KB |
| 08. Demo - The Central Limit Theorem with Different Distributions.mp4 |
13.90MB |
| 08. Demo - The Central Limit Theorem with Different Distributions.vtt |
10.38KB |
| 08. Demo - Using the ODE Solver to Solve Differential Equations.mp4 |
11.62MB |
| 08. Demo - Using the ODE Solver to Solve Differential Equations.vtt |
7.78KB |
| 08. Initial and Boundary Value Problems.mp4 |
4.80MB |
| 08. Initial and Boundary Value Problems.vtt |
4.07KB |
| 08. The Z-test.mp4 |
4.00MB |
| 08. The Z-test.vtt |
3.79KB |
| 08. Wyndor Glass - Framing the Optimization Problem.mp4 |
7.32MB |
| 08. Wyndor Glass - Framing the Optimization Problem.vtt |
5.46KB |
| 09. Analytical and Numerical Solvers.mp4 |
7.29MB |
| 09. Analytical and Numerical Solvers.vtt |
5.97KB |
| 09. Demo - Applying Linear Inverse Models.mp4 |
7.88MB |
| 09. Demo - Applying Linear Inverse Models.vtt |
5.58KB |
| 09. Demo - Calculating Shortest Distances.mp4 |
13.78MB |
| 09. Demo - Calculating Shortest Distances.vtt |
9.00KB |
| 09. Demo - Performing and Interpreting the Bayesian AB Test for Page Interactions.mp4 |
5.42MB |
| 09. Demo - Performing and Interpreting the Bayesian AB Test for Page Interactions.vtt |
3.67KB |
| 09. Demo - Running t-tests on Birthweight Data.mp4 |
7.91MB |
| 09. Demo - Running t-tests on Birthweight Data.vtt |
5.57KB |
| 09. Demo - Selecting Predictors to Build Regression Models.mp4 |
8.58MB |
| 09. Demo - Selecting Predictors to Build Regression Models.vtt |
4.90KB |
| 09. Demo - Solving Verhulsts Equation.mp4 |
11.36MB |
| 09. Demo - Solving Verhulsts Equation.vtt |
6.97KB |
| 09. Demo - The Central Limit Theorem on Real Data.mp4 |
10.01MB |
| 09. Demo - The Central Limit Theorem on Real Data.vtt |
6.03KB |
| 09. Demo - Visualizing and Interpreting State Occupancy Probabilities.mp4 |
16.45MB |
| 09. Demo - Visualizing and Interpreting State Occupancy Probabilities.vtt |
8.60KB |
| 09. One-way ANOVA - Assumptions and Alternatives.mp4 |
9.37MB |
| 09. One-way ANOVA - Assumptions and Alternatives.vtt |
8.64KB |
| 09. Setting up the Optimization as a Linear Programming Problem.mp4 |
4.07MB |
| 09. Setting up the Optimization as a Linear Programming Problem.vtt |
3.34KB |
| 1. Calculating the kth Item in a Series.mp4 |
784.86KB |
| 1. Calculating the kth Item in a Series.vtt |
914B |
| 1. Continuous and Categorical Data.mp4 |
3.98MB |
| 1. Continuous and Categorical Data.vtt |
3.37KB |
| 1. Course Overview.mp4 |
3.75MB |
| 1. Course Overview.mp4 |
3.54MB |
| 1. Course Overview.mp4 |
3.76MB |
| 1. Course Overview.mp4 |
3.42MB |
| 1. Course Overview.mp4 |
3.65MB |
| 1. Course Overview.mp4 |
4.41MB |
| 1. Course Overview.mp4 |
3.59MB |
| 1. Course Overview.mp4 |
3.61MB |
| 1. Course Overview.mp4 |
3.26MB |
| 1. Course Overview.vtt |
3.32KB |
| 1. Course Overview.vtt |
2.95KB |
| 1. Course Overview.vtt |
3.02KB |
| 1. Course Overview.vtt |
2.98KB |
| 1. Course Overview.vtt |
3.06KB |
| 1. Course Overview.vtt |
2.97KB |
| 1. Course Overview.vtt |
3.01KB |
| 1. Course Overview.vtt |
2.90KB |
| 1. Course Overview.vtt |
2.03KB |
| 1. Data Mining Statistics and Machine Learning.mp4 |
6.70MB |
| 1. Data Mining Statistics and Machine Learning.vtt |
6.90KB |
| 1. Demo - Bootstrap Statistics and Sample Statistics.mp4 |
18.90MB |
| 1. Demo - Bootstrap Statistics and Sample Statistics.vtt |
13.03KB |
| 1. Demo - Linear and Constant Interpolation.mp4 |
14.77MB |
| 1. Demo - Linear and Constant Interpolation.vtt |
10.83KB |
| 1. Demo - Preprocessing Data.mp4 |
9.73MB |
| 1. Demo - Preprocessing Data.vtt |
7.50KB |
| 1. Demo - Solving ODEs - The Population Growth Model.mp4 |
11.68MB |
| 1. Demo - Solving ODEs - The Population Growth Model.vtt |
8.51KB |
| 1. Getting Weird.mp4 |
23.39MB |
| 1. Getting Weird.vtt |
15.41KB |
| 1. Implementing Matrix Decomposition.mp4 |
10.36MB |
| 1. Implementing Matrix Decomposition.vtt |
11.64KB |
| 1. Introducing Linear Regression.mp4 |
2.73MB |
| 1. Introducing Linear Regression.vtt |
2.56KB |
| 1. Introduction.mp4 |
1.98MB |
| 1. Introduction.vtt |
2.49KB |
| 1. Introduction to AB Testing.mp4 |
3.47MB |
| 1. Introduction to AB Testing.vtt |
3.64KB |
| 1. Introduction to Monte Carlo.mp4 |
5.73MB |
| 1. Introduction to Monte Carlo.vtt |
6.76KB |
| 1. Introduction to Value at Risk.mp4 |
5.27MB |
| 1. Introduction to Value at Risk.vtt |
4.37KB |
| 1. Linear Discriminant Analysis and Quadratic Discriminant Analysis.mp4 |
12.21MB |
| 1. Linear Discriminant Analysis and Quadratic Discriminant Analysis.vtt |
9.51KB |
| 1. Manifold Learning.mp4 |
14.73MB |
| 1. Manifold Learning.vtt |
11.96KB |
| 1. Modeling Population Growth Using ODEs.mp4 |
5.49MB |
| 1. Modeling Population Growth Using ODEs.vtt |
5.08KB |
| 1. Ordinary Differential Equations.mp4 |
9.37MB |
| 1. Ordinary Differential Equations.vtt |
7.80KB |
| 1. Principal Component Analysis - Intuition.mp4 |
8.19MB |
| 1. Principal Component Analysis - Intuition.vtt |
6.88KB |
| 1. Principal Components Analysis.mp4 |
12.02MB |
| 1. Principal Components Analysis.vtt |
10.19KB |
| 1. Recap - Ordinary Differential Equations.mp4 |
3.23MB |
| 1. Recap - Ordinary Differential Equations.vtt |
3.13KB |
| 1. Solving Linear Equations.mp4 |
16.37MB |
| 1. Solving Linear Equations.vtt |
12.72KB |
| 1. Understanding and Calculating Eigenvalues and Eigenvectors.mp4 |
14.99MB |
| 1. Understanding and Calculating Eigenvalues and Eigenvectors.vtt |
13.10KB |
| 1. Understanding Operations on Matrices.mp4 |
10.89MB |
| 1. Understanding Operations on Matrices.vtt |
7.28KB |
| 1. Using Least Squares Calculations.mp4 |
7.45MB |
| 1. Using Least Squares Calculations.vtt |
8.20KB |
| 1. Version Check.mp4 |
513.19KB |
| 1. Version Check.mp4 |
490.75KB |
| 1. Version Check.vtt |
7B |
| 1. Version Check.vtt |
7B |
| 1. Working with Vectors and Matrices in R.mp4 |
19.33MB |
| 1. Working with Vectors and Matrices in R.vtt |
10.27KB |
| 10. Demo - Calculating Shortest Paths.mp4 |
5.92MB |
| 10. Demo - Calculating Shortest Paths.vtt |
3.69KB |
| 10. Demo - Modeling Survival Analysis.mp4 |
11.36MB |
| 10. Demo - Modeling Survival Analysis.vtt |
7.04KB |
| 10. Demo - Performing Stepwise and Kitchen Sink Regression.mp4 |
14.28MB |
| 10. Demo - Performing Stepwise and Kitchen Sink Regression.vtt |
9.31KB |
| 10. Demo - Quantitative and Qualitative Analysis of Ca.mp4 |
7.61MB |
| 10. Demo - Quantitative and Qualitative Analysis of Ca.vtt |
4.90KB |
| 10. Drawbacks of Conventional Approaches.mp4 |
5.44MB |
| 10. Drawbacks of Conventional Approaches.vtt |
4.10KB |
| 10. Modeling Technology Adoption Using an S-curve.mp4 |
7.03MB |
| 10. Modeling Technology Adoption Using an S-curve.vtt |
6.95KB |
| 10. Solving the Linear Programming Problem Graphically.mp4 |
4.44MB |
| 10. Solving the Linear Programming Problem Graphically.vtt |
4.13KB |
| 10. Summary and Further Study.mp4 |
2.02MB |
| 10. Summary and Further Study.mp4 |
2.06MB |
| 10. Summary and Further Study.mp4 |
2.29MB |
| 10. Summary and Further Study.vtt |
2.04KB |
| 10. Summary and Further Study.vtt |
1.91KB |
| 10. Summary and Further Study.vtt |
2.51KB |
| 10. Two-way ANOVA and Assumptions.mp4 |
3.33MB |
| 10. Two-way ANOVA and Assumptions.vtt |
3.04KB |
| 11. Demo - Executing ANOVA Analysis on Cars Data.mp4 |
8.25MB |
| 11. Demo - Executing ANOVA Analysis on Cars Data.vtt |
5.38KB |
| 11. Demo - Log Rank Tests and the Proportional Hazards Model.mp4 |
7.63MB |
| 11. Demo - Log Rank Tests and the Proportional Hazards Model.vtt |
4.40KB |
| 11. Demo - Solving Optimization Problems Using Linear Programming.mp4 |
8.23MB |
| 11. Demo - Solving Optimization Problems Using Linear Programming.vtt |
5.75KB |
| 11. Introducing Bootstrapping.mp4 |
12.30MB |
| 11. Introducing Bootstrapping.vtt |
8.46KB |
| 11. Modeling Financial Assets Using PDEs.mp4 |
12.03MB |
| 11. Modeling Financial Assets Using PDEs.vtt |
9.23KB |
| 11. Pearsons Chi2 Test.mp4 |
5.91MB |
| 11. Pearsons Chi2 Test.vtt |
5.52KB |
| 12. Bootstrapped Confidence Intervals.mp4 |
13.57MB |
| 12. Bootstrapped Confidence Intervals.vtt |
11.28KB |
| 12. Demo - Linear Programming to Solve the Wyndor Glass Problem.mp4 |
5.64MB |
| 12. Demo - Linear Programming to Solve the Wyndor Glass Problem.vtt |
4.27KB |
| 12. Demo - Paired Sample t-test on Anorexia Data.mp4 |
6.38MB |
| 12. Demo - Paired Sample t-test on Anorexia Data.vtt |
5.26KB |
| 12. Summary and Further Study.mp4 |
2.09MB |
| 12. Summary and Further Study.vtt |
2.06KB |
| 2. Data Preparation.mp4 |
11.25MB |
| 2. Data Preparation.vtt |
7.60KB |
| 2. Demo - Calculating the Derivative of a Function.mp4 |
9.34MB |
| 2. Demo - Calculating the Derivative of a Function.vtt |
7.58KB |
| 2. Demo - Exploring and Preparing Data for Linear Discriminant Analysis.mp4 |
13.86MB |
| 2. Demo - Exploring and Preparing Data for Linear Discriminant Analysis.vtt |
9.46KB |
| 2. Demo - Implementing Matrix Decomposition.mp4 |
30.85MB |
| 2. Demo - Implementing Matrix Decomposition.vtt |
10.20KB |
| 2. Demo - Linear and Polynomial Extrapolation.mp4 |
11.81MB |
| 2. Demo - Linear and Polynomial Extrapolation.vtt |
8.34KB |
| 2. Demo - Manifold Learning Using Metric and Non-metric MDS.mp4 |
20.05MB |
| 2. Demo - Manifold Learning Using Metric and Non-metric MDS.vtt |
11.02KB |
| 2. Demo - One Sample T-test and Z-test.mp4 |
11.42MB |
| 2. Demo - One Sample T-test and Z-test.vtt |
8.78KB |
| 2. Demo - Performing Bootstrapping on Real Data.mp4 |
19.15MB |
| 2. Demo - Performing Bootstrapping on Real Data.vtt |
11.46KB |
| 2. Demo - Solving ODEs - Van Der Pols Equation.mp4 |
10.36MB |
| 2. Demo - Solving ODEs - Van Der Pols Equation.vtt |
5.33KB |
| 2. Demo - Using Least Squares Calculations.mp4 |
16.09MB |
| 2. Demo - Using Least Squares Calculations.vtt |
8.20KB |
| 2. Difference Equations.mp4 |
9.84MB |
| 2. Difference Equations.vtt |
8.59KB |
| 2. Differential Algebraic Equations.mp4 |
8.50MB |
| 2. Differential Algebraic Equations.vtt |
6.56KB |
| 2. Interpreting Derivatives.mp4 |
7.54MB |
| 2. Interpreting Derivatives.vtt |
7.24KB |
| 2. Linear Discriminant Analysis and Quadratic Discriminant Analysis.mp4 |
5.88MB |
| 2. Linear Discriminant Analysis and Quadratic Discriminant Analysis.vtt |
4.54KB |
| 2. Linear Regression.mp4 |
7.95MB |
| 2. Linear Regression.vtt |
7.85KB |
| 2. MC Basics in R.mp4 |
12.87MB |
| 2. MC Basics in R.vtt |
13.61KB |
| 2. Partial Least Squares Regression.mp4 |
8.22MB |
| 2. Partial Least Squares Regression.vtt |
6.52KB |
| 2. Prerequisites and Course Outline.mp4 |
1.92MB |
| 2. Prerequisites and Course Outline.mp4 |
4.46MB |
| 2. Prerequisites and Course Outline.vtt |
2.06KB |
| 2. Prerequisites and Course Outline.vtt |
3.79KB |
| 2. Random Walk.mp4 |
10.28MB |
| 2. Random Walk.vtt |
8.23KB |
| 2. Regression Metrics and Bootstrapping.mp4 |
8.19MB |
| 2. Regression Metrics and Bootstrapping.vtt |
6.21KB |
| 2. Two Sample t-test.mp4 |
9.38MB |
| 2. Two Sample t-test.vtt |
6.26KB |
| 2. Understanding Hypothesis Testing.mp4 |
9.01MB |
| 2. Understanding Hypothesis Testing.vtt |
8.13KB |
| 3. Case Resampling and Residual Resampling.mp4 |
6.53MB |
| 3. Case Resampling and Residual Resampling.vtt |
4.70KB |
| 3. Chi-squared Test.mp4 |
8.10MB |
| 3. Chi-squared Test.vtt |
6.85KB |
| 3. Demo - Calculating the kth Item in a Series.mp4 |
20.07MB |
| 3. Demo - Calculating the kth Item in a Series.vtt |
8.97KB |
| 3. Demo - Exploring Data for Regression Analysis.mp4 |
9.05MB |
| 3. Demo - Exploring Data for Regression Analysis.vtt |
6.37KB |
| 3. Demo - Interpolation Using Spline and Smoothing Techniques.mp4 |
4.80MB |
| 3. Demo - Interpolation Using Spline and Smoothing Techniques.vtt |
2.66KB |
| 3. Demo - Manifold Learning Using t-SNE, Isomap, and LLE.mp4 |
16.69MB |
| 3. Demo - Manifold Learning Using t-SNE, Isomap, and LLE.vtt |
8.25KB |
| 3. Demo - Performing Bootstrapping Using the Boot Method.mp4 |
8.70MB |
| 3. Demo - Performing Bootstrapping Using the Boot Method.vtt |
5.87KB |
| 3. Demo - Performing Linear Discriminant Analysis on Glass Data.mp4 |
16.55MB |
| 3. Demo - Performing Linear Discriminant Analysis on Glass Data.vtt |
11.22KB |
| 3. Demo - Performing Principal Component Analysis.mp4 |
15.10MB |
| 3. Demo - Performing Principal Component Analysis.vtt |
9.00KB |
| 3. Demo - Solving Differential Equations.mp4 |
11.14MB |
| 3. Demo - Solving Differential Equations.vtt |
8.81KB |
| 3. Demo - Solving ODEs - Chaotic Solutions to Lorenzs Equation.mp4 |
7.83MB |
| 3. Demo - Solving ODEs - Chaotic Solutions to Lorenzs Equation.vtt |
3.69KB |
| 3. Demo - Two Sample T-test.mp4 |
14.45MB |
| 3. Demo - Two Sample T-test.vtt |
10.34KB |
| 3. Fitting Robust Linear Models.mp4 |
6.59MB |
| 3. Fitting Robust Linear Models.vtt |
5.69KB |
| 3. Introducing Numerical Methods.mp4 |
6.07MB |
| 3. Introducing Numerical Methods.vtt |
5.92KB |
| 3. Parametric and Historical VaR.mp4 |
14.23MB |
| 3. Parametric and Historical VaR.vtt |
8.79KB |
| 3. Partial Differential Equations.mp4 |
10.12MB |
| 3. Partial Differential Equations.vtt |
7.71KB |
| 3. Rolling the Dice.mp4 |
11.62MB |
| 3. Rolling the Dice.vtt |
9.55KB |
| 3. Simulating Random Walk with MC.mp4 |
18.71MB |
| 3. Simulating Random Walk with MC.vtt |
11.08KB |
| 3. The T-test and the Z-test.mp4 |
8.73MB |
| 3. The T-test and the Z-test.vtt |
7.89KB |
| 3. Understanding Mathematical Models and Statistical Models.mp4 |
12.20MB |
| 3. Understanding Mathematical Models and Statistical Models.vtt |
11.52KB |
| 3. Verhulsts Decreasing Growth Model.mp4 |
6.56MB |
| 3. Verhulsts Decreasing Growth Model.vtt |
5.54KB |
| 4. AB Testing with Monte Carlo.mp4 |
13.14MB |
| 4. AB Testing with Monte Carlo.vtt |
10.92KB |
| 4. Demo - Bootstrapping Multiple Statistics.mp4 |
13.95MB |
| 4. Demo - Bootstrapping Multiple Statistics.vtt |
9.72KB |
| 4. Demo - Estimating R2 of Regression Models Using Bootstrapping.mp4 |
11.89MB |
| 4. Demo - Estimating R2 of Regression Models Using Bootstrapping.vtt |
8.17KB |
| 4. Demo - Exploring the Automobile Dataset.mp4 |
11.41MB |
| 4. Demo - Exploring the Automobile Dataset.vtt |
7.61KB |
| 4. Demo - Iterative Techniques - Jacobi Method to Solve Linear Equations.mp4 |
10.76MB |
| 4. Demo - Iterative Techniques - Jacobi Method to Solve Linear Equations.vtt |
7.22KB |
| 4. Demo - Kernel PCA for Non-linearly Separable Data.mp4 |
9.95MB |
| 4. Demo - Kernel PCA for Non-linearly Separable Data.vtt |
6.53KB |
| 4. Demo - Linear Discriminant Analysis (LDA) and Visualization.mp4 |
19.49MB |
| 4. Demo - Linear Discriminant Analysis (LDA) and Visualization.vtt |
11.29KB |
| 4. Demo - Performing Linear Regression and Interpretings Results.mp4 |
14.87MB |
| 4. Demo - Performing Linear Regression and Interpretings Results.vtt |
10.03KB |
| 4. Demo - Performing Quadratic Discriminant Analysis on Glass Data.mp4 |
6.38MB |
| 4. Demo - Performing Quadratic Discriminant Analysis on Glass Data.vtt |
4.93KB |
| 4. Demo - Regression Using Principal Components.mp4 |
11.38MB |
| 4. Demo - Regression Using Principal Components.vtt |
6.56KB |
| 4. Demo - Solving DAEs - An Auto-catalytic Chemical Reaction.mp4 |
14.04MB |
| 4. Demo - Solving DAEs - An Auto-catalytic Chemical Reaction.vtt |
8.33KB |
| 4. Demo - Solving Verhulsts Equation for Population Growth.mp4 |
10.16MB |
| 4. Demo - Solving Verhulsts Equation for Population Growth.vtt |
8.02KB |
| 4. Demo - Type I and Type II Errors.mp4 |
12.56MB |
| 4. Demo - Type I and Type II Errors.vtt |
9.07KB |
| 4. Direct and Iterative Numerical Methods.mp4 |
8.19MB |
| 4. Direct and Iterative Numerical Methods.vtt |
7.00KB |
| 4. Estimating Pi.mp4 |
8.90MB |
| 4. Estimating Pi.vtt |
5.79KB |
| 4. Mathematical Models and Statistical Models - Differences and Applicati.mp4 |
9.39MB |
| 4. Mathematical Models and Statistical Models - Differences and Applicati.vtt |
8.86KB |
| 4. Modeling Value at Risk - A Simplistic Model.mp4 |
8.45MB |
| 4. Modeling Value at Risk - A Simplistic Model.vtt |
7.68KB |
| 4. Monte Carlo VaR.mp4 |
14.14MB |
| 4. Monte Carlo VaR.vtt |
8.57KB |
| 4. Point Estimates and Confidence Intervals.mp4 |
21.04MB |
| 4. Point Estimates and Confidence Intervals.vtt |
12.84KB |
| 4. Solving Partial Differential Equations.mp4 |
3.84MB |
| 4. Solving Partial Differential Equations.vtt |
3.27KB |
| 5. Data and Metadata.mp4 |
9.06MB |
| 5. Data and Metadata.vtt |
9.50KB |
| 5. Demo - Direct Techniques - Gaussian Elimination to Solve Linear Equations.mp4 |
5.86MB |
| 5. Demo - Direct Techniques - Gaussian Elimination to Solve Linear Equations.vtt |
3.94KB |
| 5. Demo - Estimating Coefficients Using Bootstrapping.mp4 |
12.48MB |
| 5. Demo - Estimating Coefficients Using Bootstrapping.vtt |
8.20KB |
| 5. Demo - LDA Using All Column Values.mp4 |
6.65MB |
| 5. Demo - LDA Using All Column Values.vtt |
3.90KB |
| 5. Demo - One Sample T-test.mp4 |
11.07MB |
| 5. Demo - One Sample T-test.vtt |
8.39KB |
| 5. Demo - Performing Chi2 Analysis.mp4 |
10.88MB |
| 5. Demo - Performing Chi2 Analysis.vtt |
8.49KB |
| 5. Demo - Principal Components Regression.mp4 |
11.07MB |
| 5. Demo - Principal Components Regression.vtt |
7.30KB |
| 5. Demo - Solving DAEs - The Pendulum Equation.mp4 |
4.44MB |
| 5. Demo - Solving DAEs - The Pendulum Equation.vtt |
2.61KB |
| 5. Inserting a Prior into the Simulations.mp4 |
7.30MB |
| 5. Inserting a Prior into the Simulations.vtt |
7.53KB |
| 5. Introducing the Bayesian Bootstrap.mp4 |
8.92MB |
| 5. Introducing the Bayesian Bootstrap.vtt |
6.40KB |
| 5. Logistic Regression.mp4 |
8.13MB |
| 5. Logistic Regression.vtt |
7.60KB |
| 5. Module Summary.mp4 |
2.87MB |
| 5. Module Summary.vtt |
3.01KB |
| 5. Numerical Instability and Errors.mp4 |
6.94MB |
| 5. Numerical Instability and Errors.vtt |
5.55KB |
| 5. Predictions on Commodities Data.mp4 |
22.91MB |
| 5. Predictions on Commodities Data.vtt |
15.23KB |
| 5. The 8 Queens Problem.mp4 |
11.95MB |
| 5. The 8 Queens Problem.vtt |
11.62KB |
| 5. The Diffusion Equation.mp4 |
6.74MB |
| 5. The Diffusion Equation.vtt |
5.34KB |
| 5. Understanding Monte Carlo Simulations.mp4 |
6.29MB |
| 5. Understanding Monte Carlo Simulations.vtt |
6.06KB |
| 6. Bayesian Bootstrap Algorithm.mp4 |
5.18MB |
| 6. Bayesian Bootstrap Algorithm.vtt |
3.53KB |
| 6. Conclusion.mp4 |
1.24MB |
| 6. Conclusion.vtt |
1.26KB |
| 6. Delay Differential Equations.mp4 |
6.04MB |
| 6. Delay Differential Equations.vtt |
4.86KB |
| 6. Demo - Case Resampling and Residual Resampling Using the Boot() Method.mp4 |
10.64MB |
| 6. Demo - Case Resampling and Residual Resampling Using the Boot() Method.vtt |
5.69KB |
| 6. Demo - Creating an Environment to Run the R Kernel on Jupyter Notebook.mp4 |
6.75MB |
| 6. Demo - Creating an Environment to Run the R Kernel on Jupyter Notebook.vtt |
3.67KB |
| 6. Demo - Discretizing Continuous Data.mp4 |
10.18MB |
| 6. Demo - Discretizing Continuous Data.vtt |
6.66KB |
| 6. Demo - Interpreting the Results of Chi2 Analysis.mp4 |
11.22MB |
| 6. Demo - Interpreting the Results of Chi2 Analysis.vtt |
8.40KB |
| 6. Demo - One Sample Z-test.mp4 |
7.12MB |
| 6. Demo - One Sample Z-test.vtt |
5.59KB |
| 6. Demo - Partial Least Squares Regression.mp4 |
7.95MB |
| 6. Demo - Partial Least Squares Regression.vtt |
6.35KB |
| 6. Demo - Quadratic Discriminant Analysis.mp4 |
4.97MB |
| 6. Demo - Quadratic Discriminant Analysis.vtt |
3.00KB |
| 6. Demo - Solving PDEs - The Diffusion Equation for Heat Transfer.mp4 |
12.91MB |
| 6. Demo - Solving PDEs - The Diffusion Equation for Heat Transfer.vtt |
7.11KB |
| 6. Interpolation and Extrapolation.mp4 |
3.82MB |
| 6. Interpolation and Extrapolation.vtt |
3.82KB |
| 6. Local Search Optimization Techniques.mp4 |
9.39MB |
| 6. Local Search Optimization Techniques.vtt |
9.15KB |
| 6. Odds Ratio and the Forest Plot.mp4 |
3.06MB |
| 6. Odds Ratio and the Forest Plot.vtt |
2.95KB |
| 6. Using Monte Carlo Simulations to Model Value at Risk.mp4 |
7.83MB |
| 6. Using Monte Carlo Simulations to Model Value at Risk.vtt |
7.66KB |
| 7. Constant, Linear, Polynomial, and Spline Interpolation.mp4 |
8.33MB |
| 7. Constant, Linear, Polynomial, and Spline Interpolation.vtt |
6.79KB |
| 7. Demo - Associating Metadata Using the Comment Function.mp4 |
3.85MB |
| 7. Demo - Associating Metadata Using the Comment Function.vtt |
3.70KB |
| 7. Demo - Fitting a Robust Linear Model.mp4 |
15.18MB |
| 7. Demo - Fitting a Robust Linear Model.vtt |
10.40KB |
| 7. Demo - One-way ANOVA.mp4 |
12.98MB |
| 7. Demo - One-way ANOVA.vtt |
9.66KB |
| 7. Demo - Performing Bayesian Bootstrapping.mp4 |
12.83MB |
| 7. Demo - Performing Bayesian Bootstrapping.vtt |
8.81KB |
| 7. Demo - Performing Logistic Regression.mp4 |
9.58MB |
| 7. Demo - Performing Logistic Regression.vtt |
6.91KB |
| 7. Demo - Rounding Errors and Approximation Errors.mp4 |
9.01MB |
| 7. Demo - Rounding Errors and Approximation Errors.vtt |
5.67KB |
| 7. Demo - Setting up Helper Functions to Solve the 8 Queens Optimization Prob.mp4 |
16.19MB |
| 7. Demo - Setting up Helper Functions to Solve the 8 Queens Optimization Prob.vtt |
13.25KB |
| 7. Demo - Solving DDEs - Infectious Disease Modeling.mp4 |
12.16MB |
| 7. Demo - Solving DDEs - Infectious Disease Modeling.vtt |
7.83KB |
| 7. Demo - Two Sample T-test.mp4 |
11.99MB |
| 7. Demo - Two Sample T-test.vtt |
7.63KB |
| 7. Infectious Disease Modeling.mp4 |
9.34MB |
| 7. Infectious Disease Modeling.vtt |
7.11KB |
| 7. Summary and Further Study.mp4 |
2.57MB |
| 7. Summary and Further Study.vtt |
2.72KB |
| 8. Demo - Accuracy, Sensitivity, and Specificity of the Logistic Regression Model.mp4 |
15.14MB |
| 8. Demo - Accuracy, Sensitivity, and Specificity of the Logistic Regression Model.vtt |
11.47KB |
| 8. Demo - Applying Local Search Optimization to Solve the Eight Queens Proble.mp4 |
11.51MB |
| 8. Demo - Applying Local Search Optimization to Solve the Eight Queens Proble.vtt |
9.24KB |
| 8. Demo - Approximating Derivate Calculations.mp4 |
9.90MB |
| 8. Demo - Approximating Derivate Calculations.vtt |
6.64KB |
| 8. Demo - Assumptions of One-way ANOVA and Alternatives.mp4 |
6.35MB |
| 8. Demo - Assumptions of One-way ANOVA and Alternatives.vtt |
4.40KB |
| 8. Demo - Paired Sample T-test and Z-test.mp4 |
9.56MB |
| 8. Demo - Paired Sample T-test and Z-test.vtt |
6.88KB |
| 8. Demo - Querying and Setting Metadata Using the Meta Function.mp4 |
13.97MB |
| 8. Demo - Querying and Setting Metadata Using the Meta Function.vtt |
9.69KB |
| 8. Demo - Robust Regression Using the Boston Housing Dataset.mp4 |
19.41MB |
| 8. Demo - Robust Regression Using the Boston Housing Dataset.vtt |
11.56KB |
| 8. Introducing the Smoothed Bootstrap.mp4 |
4.49MB |
| 8. Introducing the Smoothed Bootstrap.vtt |
3.60KB |
| 8. System of Linear Equations.mp4 |
5.32MB |
| 8. System of Linear Equations.vtt |
4.45KB |
| 9. Demo - Eulers Method and Numerical Instability.mp4 |
18.57MB |
| 9. Demo - Eulers Method and Numerical Instability.vtt |
12.56KB |
| 9. Demo - Smoothed Bootstrap.mp4 |
7.54MB |
| 9. Demo - Smoothed Bootstrap.vtt |
5.79KB |
| 9. Demo - Two-way ANOVA.mp4 |
14.95MB |
| 9. Demo - Two-way ANOVA.vtt |
11.92KB |
| 9. Gaussian Elimination and Jacobi Method.mp4 |
10.72MB |
| 9. Gaussian Elimination and Jacobi Method.vtt |
9.30KB |
| 9. Summary and Further Study.mp4 |
2.13MB |
| 9. Summary and Further Study.vtt |
2.17KB |
| A3. Binomial Coefficient Analysis with R (Deepika Singh, 2019).html |
19.45KB |
| A3. Binomial Coefficient Analysis with R (Deepika Singh, 2019).png |
110.63KB |
| A4. Beta and Gamma Function Implementation in R (Deepika Singh, 2020).html |
52.26KB |
| A4. Beta and Gamma Function Implementation in R (Deepika Singh, 2020).png |
314.18KB |
| exercise.7z |
2.46MB |
| exercise.7z |
5.17MB |
| exercise.7z |
4.04MB |
| exercise.7z |
4.20MB |
| exercise.7z |
9.88MB |
| exercise.7z |
8.93MB |
| exercise.7z |
5.08MB |
| exercise.7z |
3.60MB |
| exercise.7z |
2.16MB |
| playlist.m3u |
2.86KB |
| playlist.m3u |
4.67KB |
| playlist.m3u |
3.31KB |
| playlist.m3u |
3.16KB |
| playlist.m3u |
2.68KB |
| playlist.m3u |
1.03KB |
| playlist.m3u |
3.12KB |
| playlist.m3u |
2.79KB |
| playlist.m3u |
1.27KB |
| scr_2022-05.png |
189.90KB |