AI ML Analytics

Z-Score and Quantiles in Statistics

Introduction In this post we will get into detail of understanding Z-Score and what are its application with respect to Gaussian/Normal distribution . We will also discuss about Quantiles and implement it to…

tkhan.kiit@gmail.com June 18, 2020

Exploratory Data Analysis

Exploratory Data Analysis for Univariate, Bivarite and Multivariate data

Introduction In this post we will discuss about Exploratory Data Analysis and how we use it to analyze Univariate, Bivariate and Multivariate data sets. Exploratory Data Analysis involves initial investigation of the…

tkhan.kiit@gmail.com June 18, 2020

Exploratory Data Analysis

Covariance and Correlation

Introduction In this post, we will discuss about Covariance and Correlation. This plays an important role while doing feature selection. Covariance, as the name suggests is the measure of variance of 2 variables when…

tkhan.kiit@gmail.com June 14, 2020

Statistics

Types of distribution

Introduction In this post, we will be covering basics about the types of distribution. It will be a foundation for creating machine learning models going forward. Moreover, these fundamentals are…

tkhan.kiit@gmail.com June 10, 2020

Machine Learning

Mathematical assumptions while solving problems using Regression

Introduction Understanding the math behind any algorithm is very important. Often we dive straight into solving a problem using some machine learning algorithm and applying all sorts of techniques without…

tkhan.kiit@gmail.com May 31, 2020

Machine Learning

Linear Regression

The figure that you are seeing above details the various steps in data preprocessing as well as the Linear regression. We have covered the data preprocessing steps in detail here.…

tkhan.kiit@gmail.com May 14, 2020

Data Visualization

Data Visualization using Functional/Object Oriented approach

Introduction Data Visualization is the graphical representation of data which helps us in storytelling. This can be seen mostly as an art and science. To communicate the results and findings in…

tkhan.kiit@gmail.com May 13, 2020

Machine Learning

Introduction to Machine Learning

This blog will be more theoretical introduction towards what is Machine Learning and its different paradigms. So, let’s take a typical definition of Machine Learning and then break it down…

tkhan.kiit@gmail.com May 2, 2020

Data Visualization

This post will mostly cover ways of visualization of data using predefined statements and passing different parameters associated with the plots. However, if you want to learn the more functional…

tkhan.kiit@gmail.com April 25, 2020

Exploratory Data Analysis

Data Preprocessing | Data Cleaning Python

Introduction Data Preprocessing is the most important step when we are building our model. In Data Preprocessing step, the data is transformed into a form where it becomes suitable for…

tkhan.kiit@gmail.com April 19, 2020

AI ML Analytics

Z-Score and Quantiles in Statistics

Exploratory Data Analysis for Univariate, Bivarite and Multivariate data

Covariance and Correlation

Types of distribution

Mathematical assumptions while solving problems using Regression

Linear Regression

Data Visualization using Functional/Object Oriented approach

Introduction to Machine Learning

Data Visualization

Data Preprocessing | Data Cleaning Python

Logistic Regression : Practical Example

Cooks Distance – Absence of Outliers or Influential Points

Heteroscedasticity in Logistic Regression

End to End Machine Learning Project – Part 2