Ajitesh Kumar

Why is QA needed for Machine Learning Models?

Given that the machine learning models are also a kind of conventional software application, the quality assurance principles applied to…

7 years ago

Testing Machine Learning Models on Dual Coding Principles

This post intends to propose a technique termed as Dual Coding for testing or performing quality control checks on machine…

7 years ago

QA – Blackbox Testing for Machine Learning Models

Data science/Machine learning career has primarily been associated with building models which could do numerical or class-related predictions. This is…

7 years ago

Assessing Quality of AI Models from QA Standpoint

In this post, you will learn about the definition of quality of AI / machine learning (ML) models. Getting a good understanding of what is…

7 years ago

QA – Metamorphic Testing for Machine Learning Models

In this post, you will learn about how metamorphic testing could be used for performing quality control checks/testing on machine learning models. The post is…

7 years ago

QA – Why Machine Learning Systems are Non-testable

This post represents views on why machine learning systems or models are termed as non-testable from quality control/quality assurance perspectives. Before I proceed ahead, let…

7 years ago

QA – Testing Features of Machine Learning Models

In this post, you will learn about different types of test cases which you could come up for testing features of the data…

7 years ago

QA of Machine Learning Models with PDCA Cycle

The primary goal of establishing and implementing Quality Assurance (QA) practices for machine learning/data science projects or, projects using machine learning models is to…

7 years ago

QA & Data Science – How to Test Features Relevance

In this post, I intend to present a perspective on the need for QA / testing team to test the…

7 years ago

Quality Assurance / Testing the Machine Learning Model

This is the first post in the series of posts related to Quality Assurance & Testing Practices and Data Science /…

7 years ago

Is Blockchain a Database?

This video represents a comparison/difference between Blockchain and a traditional database form. Some of the following aspects of Blockchain is…

7 years ago

Blockchain – Opportunities & Risks for Financial Institutions

Here is a good white paper/research report published by European Banking Authority (EBA) detailing out the opportunities and risks associated…

7 years ago

MongoDB Commands Cheat Sheet for Beginners

In this post, you will learn about MongoDB commands which could get you started and perform minimum database related activities such as…

7 years ago

Blockchain – How to Store Documents or Files

This post represents best practices in relation to storing documents or files in the Blockchain. The need to determine best practices arises from…

7 years ago

Bitcoin Blockchain – What is Proof of Work?

In this post, you will learn about what is proof of work in a Bitcoin Blockchain.  Simply speaking, the proof of work in computing…

7 years ago

Is Blockchain a Linked List like Data Structure?

In this post, you will learn about similarity and differences between linked list and Blockchain. The most trivial way to…

7 years ago