Category: Data Science

Tutorial: Hierarchical Clustering in Spark with Bisecting K-Means

In the previous article, we covered the standard K-Means Clustering technique on Spark. Read that article here: Tutorial : K-Means Clustering on Spark. In this article,...

Tutorial : K-Means Clustering on Spark

Analytics is discovering insights using data. Traditionally, statistical and visual techniques dominated the field. But, with advances in Machine Learning and AI,...

Koalas Dataframe plotting powered by Plotly

In Data Science, Exploratory Data Analysis is an essential process. And as they say, a picture is better than thousand words, visual tools play a key role in...

AI in Analytics vs AI in Automation

I was talking to a business leader once. I asked him, “What’s the biggest challenge with the young professionals in AI?” The answer was,...

A look at Differential Privacy

AI is a superpower. And with power comes responsibility. This takes us into the domain of Responsible AI. In 2016, Microsoft released a bot named Tay on Twitter....

Machine Learning Deployment Strategies

A survey said that only one of eight Machine Learning models gets to production. This usually happens because of bad problem definition. We have dealt with that topic in...

How to detect Data Drift in Azure Machine Learning

This is the age of AI. Hence, you want to automate a certain business process, let’s say, for instance, email classification.┬áSo, you have built a Machine...

Why is it good to do Feature Transforms for Deep Neural Networks?

Since 2012, Deep Learning has exploded and has become synonymous with the term Artificial Intelligence and fairly so. Deep Neural Networks achieve tasks with remarkable...

Nuances of Defining the Goal in Machine Learning Life Cycle

Since the emergence of the age of Data Science, Machine Learning has become a full-fledged discipline. Similar to Software Development, even Machine Learning has...

Overview of the exam AI-900 : Azure AI Fundamentals

Motivating Azure AI Fundamentals With the explosion of data and computing, Machine Learning and Deep Learning have become the cornerstone of modern information systems....