Machine-learning-resource
Advanced Machine Learning Specialization by National research university higher school of economics
https://www.coursera.org/specializations/aml
Business Analytics R Programming Guide by University of Cincinnati
http://uc-r.github.io/
How To Develop a Machine Learning Model From Scratch
https://towardsdatascience.com/machine-learning-general-process-8f1b510bd8af
https://www.3blue1brown.com/
Introduction to statistics by Michael Bar
https://michael-bar.github.io/Introduction-to-statistics/
Explaratory data analysis(EDA)
Univariate and bivariate descriptive analysis
https://beta.rstudioconnect.com/content/3350/dplyr_tutorial.html
A Beginner’s Guide to Exploratory Data Analysis with Linear Regression — Part 1
https://blog.exploratory.io/a-practical-guide-of-exploratory-data-analysis-with-linear-regression-part-1-9f3a182d7a92
Exploratory Data Analysis with R
https://rpubs.com/Jovial/R
Feature Engineering and Selection: A Practical Approach for Predictive Models by Max Kuhn
http://www.feat.engineering/
Assumption of linear regreesion
http://r-statistics.co/Assumptions-of-Linear-Regression.html
A Deeper look at Mean Squared Error
https://www.countbayesie.com/blog/2019/1/30/a-deeper-look-at-mean-squared-error
Forecasting book by Galit Shmueli
http://www.forecastingbook.com/home
Business Analytics Using Forecasting by Galit Shmueli
https://www.youtube.com/playlist?list=PLoK4oIB1jeK0LHLbZW3DTT05e4srDYxFq
Time Series Analysis using R
http://r-statistics.co/Time-Series-Analysis-With-R.html
Machine Learning For Humans
https://bit.ly/mlforhumansbook
https://amzn.to/2Z1QZNp
Hands-on Machine Learning with Scikit-Learn and TensorFlow
https://amzn.to/2GormNb
https://amzn.to/2H497My
The Mechanics of Machine Learning
https://mlbook.explained.ai/
The Hundred-Page Machine Learning Book (online)
https://bit.ly/100pageMLbookhome
The Deep Learning Book (online)
https://www.deeplearningbook.org/