Category: Technology
Top Data Science Breakthroughs in 2021

Top Data Science Breakthroughs in 2021

It’s the time of the year when we look back at some of the data science breakthroughs and accomplishments of the past 12 months. As in the previous years, AI and machine learning techniques have evolved at a rapid pace; and amazing research was published in 2021. We...

Main Types of Annotation in Machine Learning

Main Types of Annotation in Machine Learning

Machine learning and AI models depend on a unique set of annotations that declare a particular subject in a specific representation. If you want your model to make accurate predictions, you need quality data. How do we define quality? Annotations or labels. At the...

Natural Language Processing for Beginners

Natural Language Processing for Beginners

As you begin to read this, have you ever wondered what natural language is anyway? Why this field of AI, which has been growing in popularity in the last decade isn’t called just language processing? And What is not natural language then? Learn in this article what...

How Stitch Fix uses AI to predict what style a customer will love

How Stitch Fix uses AI to predict what style a customer will love

The days of walking miles up and down shopping streets to find an appropriate dress are long gone. Online services like Stitch Fix leverage data and algorithms to help customers find the clothes they love. Combining AI with the experience of expert stylists they can...

Clickstream Data Mining With Markov Chain and cSPADE

Clickstream Data Mining With Markov Chain and cSPADE

In this post, we’ll show you how to mine clickstream data using two key algorithms: Markov Chain for determining state transition probabilities and cSPADE for discovering sequential patterns. Using these techniques you can leverage your clickstream data to generate...

A Guide to Differential Privacy at Scale

A Guide to Differential Privacy at Scale

Introduction The growth of AI and machine learning (ML) has led researchers to think, research and stress the development of ethical AI solutions - with AI models / solutions able to provide: Explainability & Interpretability Privacy  Fairness Model...

Bias and Interpretability in Machine Learning

Bias and Interpretability in Machine Learning

Presented by Fatih Akici – Manager, Risk Analytics and Data Science at Populus Financial Group during Data Science Salon Austin, you can watch the full talk here. As intelligent systems deepen their footprints in our daily lives, algorithmic bias becomes a more...

Introducing AutoML

Introducing AutoML

  AutoML is a term that appears increasingly in tech industry articles and vendor product claims, and is also a hot topic within AI research in academia. Consider how nearly all of the public cloud vendors promote some form of AutoML service. The tech...

Time Series Analysis with Pandas

Time Series Analysis with Pandas

This talk by Joshua Malina, Senior Machine Learning Engineer at AMEX, focuses on how Pandas makes time series data investigation more accessible.     My name is Josh Malina, I work at American Express. Today we'll be talking about time series analysis with...