Machine-learning-resource

MOOCS

Advanced Machine Learning Specialization by National research university higher school of economics

https://www.coursera.org/specializations/aml

Fundamental

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

Statistics

Animated math

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

Feature Engineering and Selection: A Practical Approach for Predictive Models by Max Kuhn

http://www.feat.engineering/

Linear Regression

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

Time series Analysis

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

Python for Data Analysis

https://amzn.to/2Z1QZNp

Hands-on Machine Learning with Scikit-Learn and TensorFlow

https://amzn.to/2GormNb

Grokking Deep Learning

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/