Book

Simulation for Data Science with R

This book gets you up to speed with the important and fundamental concepts in statistical modeling and simulation. Using real-world case studies, you’ll be able to learn effectively and apply your skills later in the real world.

Offered byPackt Logo

Difficulty Level
Intermediate
Completion Time
13h16m approx.
Language
English
Certification
Not available

About Course

Book Content

chapters 13h16m total length

1. Introduction
2. R and high-performance computing
3. The discrepancy between Pencil driven theory and Data driven computational solutions
4. Simulation of random numbers
5. Monte-Carlo methods for optimization problems
6. Probability theory shown by simulation
7. Resampling Methods
8. Applications of resampling methods and Monte Carlo tests
9. The EM algorithm
10. Simulation of complex data
11. System dynamics

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