FOUNDATIONS OF MACHINE LEARNING

Summarizing Data with Statistics
Mean and central tendency In this section you will get a basic introduction to mean and the central tendency. https://www.youtube.com/watch?v=CmNgOJYgM5I...
Thu, 18 Jul, 2019 at 10:05 AM
Introduction to Probability
Book In this book you will get all the detail understanding of statistics with the hands on experience. http://greenteapress.com/thinkstats2/thinkstats2....
Thu, 18 Jul, 2019 at 10:07 AM
Making inference from Data
Book In this book you will get all the information related to inference stats with the hands on experience. http://greenteapress.com/thinkstats2/thinkstat...
Thu, 18 Jul, 2019 at 10:11 AM
Hands-on Linear Algebra
Various aspects of linear algebra In this section you will get all the information related to linear algebra with hands on experience. https://hadrienj.g...
Thu, 18 Jul, 2019 at 10:13 AM
Make your first prediction with Linear Regression
Linear regression, OLS(ordinary least square), Multivariate regression In this topic you will get the basic to advanced understanding of linear regression...
Thu, 18 Jul, 2019 at 10:16 AM
Regularization
Gradient Descent In this topic you will get the mathematical explanation of gradient descent. http://mccormickml.com/2014/03/04/gradient-descent-derivati...
Thu, 18 Jul, 2019 at 10:18 AM
EDA and Data preprocessing
Exploratory Data Analysis In this series of topics you will get to understand how to do the EDA using python. https://www.kaggle.com/ekami66/detailed-exp...
Thu, 18 Jul, 2019 at 10:22 AM
Logistic Regression
Logistic Regression Logistic regression models the probabilities for classification problems with two possible outcomes. It’s an extension of the linear r...
Thu, 18 Jul, 2019 at 10:23 AM
Feature Selection
Feature selection In this topic  will focus on one of the 2 critical parts of getting your models right – feature selection also will discuss in detail wh...
Thu, 18 Jul, 2019 at 10:25 AM