Articles by Nagdev Amruthnath

Coin Collector: A Fun Pygame for Beginners

April 20, 2023 | Nagdev Amruthnath

Pygame is a Python module that enables the creation of video games and multimedia applications. It provides a framework for developing 2D games and interactive programs using Python code, and includes features such as graphics rendering, sound playback, and user input handling. Pygame is built on top of the SDL ...
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PyCaret: A unified ML platform for training and deploying Machine Learning Models at Scale

March 3, 2023 | Nagdev Amruthnath

PyCaret is an open-source machine learning library in Python that is designed to reduce the time and effort required for building, deploying and scaling machine learning models. It provides a simplified and unified interface for various machine learning tasks like classification, regression, clustering, natural language processing and anomaly detection. PyCaret ... [...Read more...]

Visualizing trees with Sklearn

October 6, 2021 | Nagdev Amruthnath

Tree-based models are probably the second easiest ML technique for explaining the model to a non-data scientist. I am a big fan of tree-based models because of their simplicity and interpretability. But, when I try to visualize them is, when it gets my nerves. There are so many packages out ...
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Multi-Output Regression using Sklearn

October 6, 2021 | Nagdev Amruthnath

Regression analysis is a process of building a linear or non-linear fit for one or more continuous target variables. That’s right! there can be more than one target variable. Multi-output machine learning problems are more common in classification than regression. In classification, the categorical target variables are encoded to ... [...Read more...]

Big Data Ignite 2020 Webinar Series

September 15, 2020 | Nagdev Amruthnath

Big Data Ignite (BDI) was born out of a shared vision: To foster a local center of excellence in advanced computing technologies and practice. After initial success in organizing local Meetup groups, co-founders Elliott and Tuhin realized that to achieve their goal, the scope and scale of activism would need ... [...Read more...]

How to use CI/CD for your ML Projects?

August 13, 2020 | Nagdev Amruthnath

The terms CI/CD stands for Continuous Integration and Continuous Delivery – Deployment. Before we jump into how all these work, let’s take a step back and walk through the process of ML. Most of the data scientists do their data analytics on their laptops. For every data analytics projects ...
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Data Science Application in Manufacturing

June 22, 2020 | Nagdev Amruthnath

Last week, I had a great opportunity to give a talk on data science application in manufacturing at Acharya Institute of Technology(AIT), Bangalore. Being an alumni, AIT has a special place in my heart. A lot of curious young minds who attended my session had great questions. Some of ... [...Read more...]

Data Science in Manufacturing: An Overview

February 27, 2020 | Nagdev Amruthnath

Original article published in opendatascience.com In the last couple of years, data science has seen an immense influx in various industrial applications across the board. Today, we can see data science applied in health care, customer service, governments, cyber security, mechanical, aerospace, and other industrial applications. Among these, manufacturing ...
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