Daily Dose of Data Science | Avi Chawla | Substack

The importance of mathematical knowledge in data science and machine learning, a list of important mathematical formulations used in data science and statistics, and the use of mean squared error (MSE) in machine learning.

25 Most Important Mathematical Definitions in Data Science

The post shares an interactive mind map that lists all Pandas methods grouped by operation type. It covers various types of operations like I/O methods, DataFrame creation methods, statistical info, renaming methods, plotting methods, time-series methods, grouping methods, pivot methods, and categorical data methods. The mind map helps in discovering new Pandas methods.

Interactive Mind Map of All Pandas Operations

This post covers 11 key probability distributions in data science and explains the concept of maximum likelihood estimation (MLE) for estimating the parameters of a statistical model.

11 Key Probability Distributions in Data Science

Daily Dose of DS offers a daily dose of inspiration, education, and motivation for data scientists and aspiring data professionals. Through bite-sized articles, tutorials, and curated resources, readers embark on a journey to master the art and science of data analysis, machine learning, and artificial intelligence. By staying updated with the latest trends, techniques, and tools in data science, readers can hone their skills and stay ahead in this rapidly evolving field.

Best of Daily Dose of Data Science | Avi Chawla | Substack — April 2024