Sign in

Data Enthusiast, A mother, Obsessed with learning and believe every challenge is an opportunity https://www.linkedin.com/in/aiswarya-ramachandran-41521518/

Introduction to MLOps using AzureML SDK

Source : <a href=’https://www.freepik.com/vectors/design'>Design vector created by macrovector — www.freepik.com</a>

Taking a Machine Learning project to production involves multiple components — Data Engineering, DevOps, and Machine Learning. The intersection of these components is MLOps.


Image by author

All Knowledge is Connected. One of the things, I realised early in my journey as a Data Analyst was that new concepts are learnt more easily when mapped to concepts you already are familiar with. So when I started learning about Machine Learning in Graphs — it was but natural…


<a href=’https://www.freepik.com/vectors/education'>Education vector created by vectorjuice — www.freepik.com</a>

The only constant rule about this world is it is always changing and to survive you need to be growing and adapting to the changing world. “CHANGE” is how I would describe my journey in Analytics so far. I started as an Analyst in 2017 and today I am a…


Recommendation systems are the key building blocks of companies like Amazon, Flipkart, Netflix, Facebook etc. The goal of a recommendation system is to recommend items to predict the possibility that a user would favour an item based on their prior interaction with the system. …


In the world of Natural Language Processing (NLP), the most basic models are based on Bag of Words. But such models fail to capture the syntactic relations between words.

For example, suppose we build a sentiment analyser based on only Bag of Words. Such a model will not be able…


Model Evaluation, Model Tuning

Welcome to part two of the predicting taxi fare using machine learning series! This is a unique challenge, wouldn’t you say? We take cab rides on a regular basis (sometimes even daily!), and yet when we’re hitting that ‘Book now’ button, we rely on manual on-the-fly calculations rather than hardcore…


Has there been a focus shift towards privacy since the scandal?

When the Cambridge Analytica- Facebook scandal emerged, articles related to misuse of user data by technology companies were ubiquitous. …


Data Cleaning, Visualisation, Feature Engineering

I was learning Python for data analysis and wanted to apply the concepts on a real data set — and lo, there I was on Kaggle and found the New York Taxi Fare Prediction problem.

In this challenge we are given a training set of 55M Taxi trips in New York since 2009 in the train data and 9914 records in the test data. …


In my previous post, I had written about how to scrape search results for a particular query string from Medium. …


I wanted a way to look at what people are writing on Medium about Data Science and here’s how I did it.

Medium is a great tool for posting and discovering content on latest topics and being an data enthusiast, I wanted to understand what people are writing on Data…

Aiswarya Ramachandran

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store