Master statistics & machine: learning intuition math code is an advanced statistics and probability training course that includes complex and deep topics in the field of statistics and machine learning. This course also includes teaching how to code and create practical applications using Python and content.
Today, statistics and probabilities play a very important role in our lives. This effect is more than the applications that YouTube algorithms play in providing a list of recommended videos or the probability of seeing your friends in a coffee shop. Human behavior, single-celled organisms, earthquakes, the stock market, and the weather forecast for the first week of December are all phenomena that statistics and probabilities are used to explain.
This course will help you to learn how to apply the theories of statistics and probability and level of significance, clustering, Spearman’s correlation, and logistic regression using Python and material.
Items taught in this course:
- Descriptive statistics including mean and variance and…
- T-tests, correlation, univariate ANOVA analysis, regression, and clustering
- Basic mathematics necessary for the black box based statistical methods
- How to program for statistical methods
- Interpreting statistical results and avoiding misconceptions
- Coding techniques in Python and MATLAB/Octave
- Machine learning methods include clustering, predictive analysis, classification, and data cleaning
Instructor: Mike X Cohen
Duration: 38h 20m
Number of courses: 224
Master statistics & machine learning course topics: intuition, math, code
Master statistics Course prerequisite
Good work ethic and motivation to learn.
Previous background in statistics or machine learning is not necessary.
Python -OR- MATLAB with the Statistics toolbox (or Octave).
Some coding familiarity for the optional code exercises.
No textbooks are necessary! All materials are provided inside the course.
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The 2020/9 version has increased the number of 3 lessons compared to 2020/6.
The 2021/11 version compared to 2020/9 has increased by approximately 14 lessons (1 section) and a duration of 2 hours and 22 minutes. Also, its quality has been upgraded from 720p to 1080p.
The 2022/10 version has increased the duration by 8 minutes compared to 2021/11.
Download part 1 – 2 GB
Download part 2 – 2 GB
Download part 3 – 2 GB
Download part 4 – 2 GB
Download part 5 – 2 GB
Download part 6 – 1.54 GB
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