Introduction to Computational Statistics for Data Scientists Specialization

The purpose of this series of courses is to teach the basics of Computational Statistics for the purpose of performing inference to aspiring or new Data Scientists. This is not intended to be a comprehensive course that teaches the basics of statistics and probability nor does it cover Frequentist statistical techniques based on the Null Hypothesis Significance Testing (NHST)
WHAT YOU WILL LEARN
- The basics of Bayesian modeling and inference.
- A​ conceptual understanding of the techniques used to perform Bayesian inference in practice.
- Learn how to use PyMC3 to solve real-world problems.
- The basics of Probability, Bayesian statistics, modeling and inference.

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Introduction to PyMC3 for Bayesian Modeling and Inference (Coursera)

May 23rd 2022
Introduction to PyMC3 for Bayesian Modeling and Inference (Coursera)
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The objective of this course is to introduce PyMC3 for Bayesian Modeling and Inference, The attendees will start off by learning the the basics of PyMC3 and learn how to perform scalable inference for a variety of problems. This will be the final course in a specialization of [...]
May 23rd 2022
Course Auditing
41.00 EUR/month

Bayesian Inference with MCMC (Coursera)

May 23rd 2022
Bayesian Inference with MCMC (Coursera)
Course Auditing
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The objective of this course is to introduce Markov Chain Monte Carlo Methods for Bayesian modeling and inference, The attendees will start off by learning the the basics of Monte Carlo methods. This will be augmented by hands-on examples in Python that will be used to illustrate how [...]

Introduction to Bayesian Statistics (Coursera)

May 23rd 2022
Introduction to Bayesian Statistics (Coursera)
Course Auditing
Categories
Effort
Languages
The objective of this course is to introduce Computational Statistics to aspiring or new data scientists. The attendees will start off by learning the basics of probability, Bayesian modeling and inference. This will be the first course in a specialization of three courses .Python and Jupyter notebooks will be [...]