Below are the learnings from eMasters Data Science for Decision Making – IIT Gandhinagar – Part 1. This needs to be an article in itself. You can find more details here about eDSDM here: e-Masters | IITGNX There is Mathematics for your AIML problem in feature engineering, preprocessing, evaluation metrics, models, errors, etc. and so…… Continue reading Learnings from eMasters Data Science for Decision Making – IIT Gandhinagar – Part 1
Category: Data Science
Short list of good courses / links / books on Mathematics, Operating Systems and AIML / ChatGPT – Part 1
Here is a short list of good courses / links / books on Mathematics, Operating Systems and AIML / ChatGPT – Part 1: Machine Learning Foundations: Linear Algebra Online Class | LinkedIn Learning, formerly Lynda.com Programming Foundations: Numerical Mathematics and Calculations Online Class | LinkedIn Learning, formerly Lynda.com Machine Learning Foundations: Calculus Online Class |…… Continue reading Short list of good courses / links / books on Mathematics, Operating Systems and AIML / ChatGPT – Part 1
Four waves of Artificial Intelligence & Machine Learning
While teaching students in two different courses (AIML & “Data Science and Analysis”), there was a requirement to categorize historical AI & ML along with it’s interface with Data Science. To start: AI is the superset, ML is a subset of AI, Neural Networks (Deep Learning) are specialized subsets of ML. Below is a categorization…… Continue reading Four waves of Artificial Intelligence & Machine Learning
Building data models that everyone can understand and more importantly believe
Building data models that everyone can understand and more importantly believe. Faculty Article – Author: Mr. Balakrishnan Unny & Mr. Neil Harwani. Thank you Sapience – IMNU’s (Nirma University) Alumni Newsletter for publishing our article in Changing Times 2.0 (A Special Edition). Sapience-2.0Download
Data Analysis Process in Analytics / Data Science
This article is based on understanding from Wikipedia article on Data Analysis & my experiences in Data Science / Analytics / AI / ML – https://en.wikipedia.org/wiki/Data_analysis Various areas like Data Mining, Predictive Analysis, Exploratory Data Analysis, Text Analytics, Business Intelligence, Confirmatory Data Analysis and Data Visualization overlap with this area Before starting your journey on solving an industry…… Continue reading Data Analysis Process in Analytics / Data Science
What are we doing in AI / ML / Data Science / Decision Science / Analytics World? – Glossary
Over the last few years I have explored, programmed, worked in, researched and taught Data Science / AI / ML / Analytics / Decision Science to multiple students and with many software professionals. I have collected many keywords that you can google and explore. This will help you to keep pace and learn about things…… Continue reading What are we doing in AI / ML / Data Science / Decision Science / Analytics World? – Glossary
What should be the subjects & course structure for teaching Data Analytics / Data Science in MBA?
Data Science & Analytics including Operations / Decision Science are evolving fields which are in demand currently for various reasons. Most companies are experimenting and creating projects / products around analytics / data science. I am listing the subjects & courses that an MBA student should take to cover Data Science / Analytics: Mathematics —…… Continue reading What should be the subjects & course structure for teaching Data Analytics / Data Science in MBA?
How to explore and learn “Analytics & Data Science” ?
One of my students asked me as to how can someone explore and learn Analytics / Data Science domain with an intention to build their career in it ? There are three types of roles available in Data Science / Analytics: Functional consultant like a Business / Data Analyst Technical Consultant like a Data Engineer. Mixed profiles…… Continue reading How to explore and learn “Analytics & Data Science” ?