Category: Data Science
Motivating DP-100: Designing and Implementing a Data Science Solution on Azure
Data Science has a come a long way. From Jupyter notebooks on a Data Scientists’ laptops, we have moved to complex ML workflows running in cloud infrastructure....
Explainable Machine Learning with Azure Machine Learning
In the previous two articles, we took a dive into Explainable Machine Learning. The first one dealt with LIME and SHAP for a supervised machine learning setting. The...
Machine Learning Interpretability for Isolation forest using SHAP
In our previous article, we covered Machine Learning interpretability with LIME and SHAP. We introduced the concept of global and local interpretability. Moreover, we...
An Introduction to Interpretable Machine Learning with LIME and SHAP
Introducing Interpretable Machine Learning and(or) Explainability Gone are the days when Machine Learning models were treated as black boxes. Therefore, as Machine...
Motivating Entity Resolution for Data Science
Why Entity Resolution? Data is the new oil. Thus, analytical models are the new combustion engines. A combustion engine functions efficiently with good fuel. Similarly,...
Log Loss as a performance metric
Introduction to Log Loss Whenever we talk about performance metrics of the classification Machine Learning algorithms, the following names come to our mind: Accuracy...
Python Dedupe Library : Machine Learning to De-Duplicate Data
In Information systems, the biggest challenge faced by organizations is the quality of data. Hence, unclean, messy, and missing data is a common headache across the...
Azure Databricks source in PowerBI
Microsoft PowerBI is a great tool for Data Visualization. It can connect to a variety of sources. However, databases remain a popular data source. But, what if you...
Overview of the exam DP-900 : Azure Data Fundamentals
Motivating DP-900 : Azure Data Fundamentals Data Engineering is one of the fastest growing career opportunity for people aspiring a career in machine learning and AI....
Motivating Databricks Delta in Azure
Exploratory data analysis entails a lot of ad-hoc analysis. To do so, either they have to rely on databases or file systems like data lakes. Now, to analyze these...