1.45 GB | 6min 34s | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English


Files Included :
FileName :1 Course Overview.mp4 | Size: (3.75 MB)
FileName :1 Version Check.mp4 | Size: (513.19 KB)
FileName :5 Data and Metadata.mp4 | Size: (9.06 MB)
FileName :1 Recap - Ordinary Differential Equations.mp4 | Size: (3.23 MB)
FileName :3 Demo - Solving Differential Equations.mp4 | Size: (11.14 MB)
FileName :5 The 8 Queens Problem.mp4 | Size: (11.95 MB)
FileName :6 Local Search Optimization Techniques.mp4 | Size: (9.39 MB)
FileName :2 Understanding Hypothesis Testing.mp4 | Size: (9.01 MB)
FileName :3 The T-test and the Z-test.mp4 | Size: (8.73 MB)
FileName :4 Demo - Exploring the Automobile Dataset.mp4 | Size: (11.41 MB)
FileName :5 Demo - One Sample T-test.mp4 | Size: (11.07 MB)
FileName :6 Demo - One Sample Z-test.mp4 | Size: (7.12 MB)
FileName :7 Demo - Two Sample T-test.mp4 | Size: (11.99 MB)
FileName :8 Demo - Paired Sample T-test and Z-test.mp4 | Size: (9.56 MB)
FileName :9 Summary and Further Study.mp4 | Size: (2.13 MB)
FileName :exercise.7z | Size: (2.46 MB)
FileName :1 Course Overview.mp4 | Size: (3.54 MB)
FileName :1 Version Check.mp4 | Size: (490.75 KB)
FileName :2 Prerequisites and Course Outline.mp4 | Size: (4.46 MB)
FileName :3 Introducing Numerical Methods.mp4 | Size: (6.07 MB)
FileName :4 Direct and Iterative Numerical Methods.mp4 | Size: (8.19 MB)
FileName :5 Numerical Instability and Errors.mp4 | Size: (6.94 MB)
FileName :6 Interpolation and Extrapolation.mp4 | Size: (3.82 MB)
FileName :7 Constant, Linear, Polynomial, and Spline Interpolation.mp4 | Size: (8.33 MB)
FileName :8 System of Linear Equations.mp4 | Size: (5.32 MB)
FileName :9 Gaussian Elimination and Jacobi Method.mp4 | Size: (10.72 MB)
FileName :1 Demo - Linear and Constant Interpolation.mp4 | Size: (14.77 MB)
FileName :2 Demo - Linear and Polynomial Extrapolation.mp4 | Size: (11.81 MB)
FileName :6 Demo - Discretizing Continuous Data.mp4 | Size: (10.18 MB)
FileName :7 Demo - Rounding Errors and Approximation Errors.mp4 | Size: (9.01 MB)
FileName :8 Demo - Approximating Derivate Calculations.mp4 | Size: (9.9 MB)
FileName :9 Demo - Eulers Method and Numerical Instability.mp4 | Size: (18.57 MB)
FileName :01 Graphs and Graph Applications.mp4 | Size: (7.82 MB)
FileName :02 Directed and Undirected Graphs.mp4 | Size: (6.01 MB)
FileName :03 Connected and Unconnected Graphs.mp4 | Size: (3.57 MB)
FileName :04 Graph Representations.mp4 | Size: (9.95 MB)
FileName :05 Shortest Path Algorithms.mp4 | Size: (9.33 MB)
FileName :06 Demo - Defining and Configuring Graphs.mp4 | Size: (11.12 MB)
FileName :08 Demo - Exploring Different Kinds of Graphs.mp4 | Size: (8.61 MB)
FileName :09 Demo - Calculating Shortest Distances.mp4 | Size: (13.78 MB)
FileName :10 Demo - Calculating Shortest Paths.mp4 | Size: (5.92 MB)
FileName :01 Solutions Approaches to N-Queens.mp4 | Size: (12.37 MB)
FileName :02 Introducing Local Search Algorithms.mp4 | Size: (8.19 MB)
FileName :03 Simulated Annealing and Threshold Accepting.mp4 | Size: (5.78 MB)
FileName :04 Demo - 8 Queens - Calculating Number of Attacks.mp4 | Size: (19.12 MB)
FileName :07 Objective Constraints and Decision Variables.mp4 | Size: (11.43 MB)
FileName :08 Wyndor Glass - Framing the Optimization Problem.mp4 | Size: (7.32 MB)
FileName :01 Modeling Population Growth.mp4 | Size: (6.21 MB)
FileName :02 Interpreting Derivatives.mp4 | Size: (9.27 MB)
FileName :03 Verhulsts Equation for Population Growth.mp4 | Size: (10.94 MB)
FileName :04 Understanding Integration.mp4 | Size: (5.71 MB)
FileName :05 Demo - Calculating Derivatives.mp4 | Size: (9.3 MB)
FileName :07 Demo - Performing Integration.mp4 | Size: (10.33 MB)
FileName :09 Demo - Solving Verhulsts Equation.mp4 | Size: (11.36 MB)
FileName :10 Summary and Further Study.mp4 | Size: (2.02 MB)
FileName :exercise.7z | Size: (5.17 MB)
FileName :1 Course Overview.mp4 | Size: (3.76 MB)
FileName :01 Version Check.mp4 | Size: (502.51 KB)
FileName :3 Fitting Robust Linear Models.mp4 | Size: (6.59 MB)
FileName :5 Demo - LDA Using All Column Values.mp4 | Size: (6.65 MB)
FileName :6 Demo - Quadratic Discriminant Analysis.mp4 | Size: (4.97 MB)
FileName :7 Demo - Fitting a Robust Linear Model.mp4 | Size: (15.18 MB)
FileName :01 Multi-state Models.mp4 | Size: (14.33 MB)
FileName :02 Survival Models.mp4 | Size: (9.18 MB)
FileName :03 Types of State Models.mp4 | Size: (5.62 MB)
FileName :05 Examples of Multi-state Models.mp4 | Size: (4.2 MB)
FileName :06 The Kaplan-Meier Estimator and the Log Rank Test.mp4 | Size: (3.52 MB)
FileName :07 Demo - Understanding the Multi-state Model Data.mp4 | Size: (15.2 MB)
FileName :10 Demo - Modeling Survival Analysis.mp4 | Size: (11.36 MB)
FileName :12 Summary and Further Study.mp4 | Size: (2.09 MB)
FileName :exercise.7z | Size: (4.04 MB)
FileName :1 Course Overview.mp4 | Size: (3.42 MB)
FileName :01 Version Check.mp4 | Size: (507.95 KB)
FileName :03 Introducing Differentiation.mp4 | Size: (5.8 MB)
FileName :04 Interpreting Derivatives.mp4 | Size: (7.77 MB)
FileName :5 The Diffusion Equation.mp4 | Size: (6.74 MB)
FileName :6 Delay Differential Equations.mp4 | Size: (6.04 MB)
FileName :7 Infectious Disease Modeling.mp4 | Size: (9.34 MB)
FileName :2 Demo - Solving ODEs - Van Der Pols Equation.mp4 | Size: (10.36 MB)
FileName :5 Demo - Solving DAEs - The Pendulum Equation.mp4 | Size: (4.44 MB)
FileName :04 Primal and Dual Problems.mp4 | Size: (6.95 MB)
FileName :exercise.7z | Size: (4.2 MB)
FileName :1 Course Overview.mp4 | Size: (3.65 MB)
FileName :01 Version Check.mp4 | Size: (487.26 KB)
FileName :02 Prerequisites and Course Outline.mp4 | Size: (3.97 MB)
FileName :03 The Curse of Dimensionality.mp4 | Size: (11.82 MB)
FileName :06 Techniques to Reduce Complexity.mp4 | Size: (7.28 MB)
FileName :07 Choosing the Right Technique.mp4 | Size: (7.67 MB)
FileName :1 Principal Components Analysis.mp4 | Size: (12.02 MB)
FileName :2 Partial Least Squares Regression.mp4 | Size: (8.22 MB)
FileName :5 Demo - Principal Components Regression.mp4 | Size: (11.07 MB)
FileName :6 Demo - Partial Least Squares Regression.mp4 | Size: (7.95 MB)
FileName :1 Manifold Learning.mp4 | Size: (14.73 MB)
FileName :5 Module Summary.mp4 | Size: (2.87 MB)
FileName :exercise.7z | Size: (9.88 MB)
FileName :1 Course Overview.mp4 | Size: (4.41 MB)
FileName :1 Working with Vectors and Matrices in R.mp4 | Size: (19.33 MB)
FileName :1 Understanding Operations on Matrices.mp4 | Size: (10.89 MB)
FileName :1 Getting Weird.mp4 | Size: (23.39 MB)
FileName :1 Solving Linear Equations.mp4 | Size: (16.37 MB)
FileName :1 Calculating the kth Item in a Series.mp4 | Size: (784.86 KB)
FileName :2 Difference Equations.mp4 | Size: (9.84 MB)
FileName :3 Demo - Calculating the kth Item in a Series.mp4 | Size: (20.07 MB)
FileName :1 Implementing Matrix Decomposition.mp4 | Size: (10.36 MB)
FileName :2 Demo - Implementing Matrix Decomposition.mp4 | Size: (30.85 MB)
FileName :1 Using Least Squares Calculations.mp4 | Size: (7.45 MB)
FileName :2 Demo - Using Least Squares Calculations.mp4 | Size: (16.09 MB)
FileName :exercise.7z | Size: (8.93 MB)
FileName :1 Course Overview.mp4 | Size: (3.59 MB)
FileName :01 Version Check.mp4 | Size: (487.91 KB)
FileName :02 Prerequisites and Course Outline.mp4 | Size: (2.63 MB)
FileName :03 The Role of Statistics in Understanding Data.mp4 | Size: (4.95 MB)
FileName :04 Hypothesis Testing.mp4 | Size: (11.95 MB)
FileName :05 P-values, Power, and Alpha of Statistical Tests.mp4 | Size: (3.76 MB)
FileName :06 Introducing the T-test.mp4 | Size: (5.23 MB)
FileName :07 The T-test for Different Use Cases.mp4 | Size: (7.64 MB)
FileName :08 The Z-test.mp4 | Size: (4 MB)
FileName :09 One-way ANOVA - Assumptions and Alternatives.mp4 | Size: (9.37 MB)
FileName :10 Two-way ANOVA and Assumptions.mp4 | Size: (3.33 MB)
FileName :11 Pearsons Chi2 Test.mp4 | Size: (5.91 MB)
FileName :1 Demo - Preprocessing Data.mp4 | Size: (9.73 MB)
FileName :2 Demo - One Sample T-test and Z-test.mp4 | Size: (11.42 MB)
FileName :3 Demo - Two Sample T-test.mp4 | Size: (14.45 MB)
FileName :4 Demo - Type I and Type II Errors.mp4 | Size: (12.56 MB)
FileName :5 Demo - Performing Chi2 Analysis.mp4 | Size: (10.88 MB)
FileName :6 Demo - Interpreting the Results of Chi2 Analysis.mp4 | Size: (11.22 MB)
FileName :7 Demo - One-way ANOVA.mp4 | Size: (12.98 MB)
FileName :9 Demo - Two-way ANOVA.mp4 | Size: (14.95 MB)
FileName :1 Continuous and Categorical Data.mp4 | Size: (3.98 MB)
FileName :2 Linear Regression.mp4 | Size: (7.95 MB)
FileName :3 Demo - Exploring Data for Regression Analysis.mp4 | Size: (9.05 MB)
FileName :4 Demo - Performing Linear Regression and Interpretings Results.mp4 | Size: (14.87 MB)
FileName :5 Logistic Regression.mp4 | Size: (8.13 MB)
FileName :6 Odds Ratio and the Forest Plot.mp4 | Size: (3.06 MB)
FileName :7 Demo - Performing Logistic Regression.mp4 | Size: (9.58 MB)
FileName :01 Introducing AB Testing.mp4 | Size: (8.28 MB)
FileName :02 Distributions and Statistical Tests.mp4 | Size: (12.13 MB)
FileName :03 Bayes Theorem Intuition.mp4 | Size: (5.27 MB)
FileName :04 Frequentist Approach vs Bayesian Approach.mp4 | Size: (6.84 MB)
FileName :05 The Conjugate Prior.mp4 | Size: (8.44 MB)
FileName :06 Understanding the Bayesian AB Test.mp4 | Size: (8.31 MB)
FileName :07 Demo - Modelling Outcomes and Priors for the Bayes AB Test.mp4 | Size: (15.06 MB)
FileName :10 Summary and Further Study.mp4 | Size: (2.29 MB)
FileName :exercise.7z | Size: (5.08 MB)
FileName :1 Course Overview.mp4 | Size: (3.61 MB)
FileName :01 Version Check.mp4 | Size: (486.93 KB)
FileName :02 Prerequisites and Course Outline.mp4 | Size: (3.98 MB)
FileName :03 Sample Statistics and Confidence Intervals.mp4 | Size: (8.83 MB)
FileName :04 Normally Distributed Data - Estimating Mean.mp4 | Size: (13.11 MB)
FileName :07 Implications of the Central Limit Theorem.mp4 | Size: (4.8 MB)
FileName :09 Demo - The Central Limit Theorem on Real Data.mp4 | Size: (10.01 MB)
FileName :10 Drawbacks of Conventional Approaches.mp4 | Size: (5.44 MB)
FileName :11 Introducing Bootstrapping.mp4 | Size: (12.3 MB)
FileName :12 Bootstrapped Confidence Intervals.mp4 | Size: (13.57 MB)
FileName :4 Demo - Bootstrapping Multiple Statistics.mp4 | Size: (13.95 MB)
FileName :5 Introducing the Bayesian Bootstrap.mp4 | Size: (8.92 MB)
FileName :6 Bayesian Bootstrap Algorithm.mp4 | Size: (5.18 MB)
FileName :7 Demo - Performing Bayesian Bootstrapping.mp4 | Size: (12.83 MB)
FileName :8 Introducing the Smoothed Bootstrap.mp4 | Size: (4.49 MB)
FileName :9 Demo - Smoothed Bootstrap.mp4 | Size: (7.54 MB)
FileName :1 Introducing Linear Regression.mp4 | Size: (2.73 MB)
FileName :2 Regression Metrics and Bootstrapping.mp4 | Size: (8.19 MB)
FileName :3 Case Resampling and Residual Resampling.mp4 | Size: (6.53 MB)
FileName :7 Summary and Further Study.mp4 | Size: (2.57 MB)
FileName :exercise.7z | Size: (3.6 MB)
FileName :1 Course Overview.mp4 | Size: (3.26 MB)
FileName :1 Introduction to Monte Carlo.mp4 | Size: (5.73 MB)
FileName :2 MC Basics in R.mp4 | Size: (12.87 MB)
FileName :3 Rolling the Dice.mp4 | Size: (11.62 MB)
FileName :4 Estimating Pi.mp4 | Size: (8.9 MB)
FileName :1 Introduction.mp4 | Size: (1.98 MB)
FileName :2 Random Walk.mp4 | Size: (10.28 MB)
FileName :3 Simulating Random Walk with MC.mp4 | Size: (18.71 MB)
FileName :4 Point Estimates and Confidence Intervals.mp4 | Size: (21.04 MB)
FileName :5 Predictions on Commodities Data.mp4 | Size: (22.91 MB)
FileName :6 Conclusion.mp4 | Size: (1.24 MB)
FileName :1 Introduction to Value at Risk.mp4 | Size: (5.27 MB)
FileName :2 Data Preparation.mp4 | Size: (11.25 MB)
FileName :3 Parametric and Historical VaR.mp4 | Size: (14.23 MB)
FileName :4 Monte Carlo VaR.mp4 | Size: (14.14 MB)
FileName :1 Introduction to AB Testing.mp4 | Size: (3.47 MB)
FileName :2 Two Sample t-test.mp4 | Size: (9.38 MB)
FileName :3 Chi-squared Test.mp4 | Size: (8.1 MB)
FileName :4 AB Testing with Monte Carlo.mp4 | Size: (13.14 MB)
FileName :5 Inserting a Prior into the Simulations.mp4 | Size: (7.3 MB)
FileName :exercise.7z | Size: (2.16 MB)]
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