Whoever is teaching you data science without teaching you Mathematics especially optimization is not teaching it right to you. That’s my biggest learning from Master of Data Science at IIT Gandhinagar – it will take you good 2 years to learn the related mathematics in all four major areas below. It’s not possible to learn…… Continue reading Top 100 mathematics keywords for Data Science – Part 1
Tag: Data Science
Major optimization techniques in Data Science categorized by constrained vs. unconstrained scenarios – Part 1
1. Unconstrained Optimization Methods (Used when there are no explicit constraints on variables) Gradient-Based Methods Second-Order Methods Heuristic & Meta-Heuristic Methods Bayesian Optimization 2. Constrained Optimization Methods (Used when optimization involves constraints on variables) Convex Optimization Methods Augmented Lagrangian Methods Penalty Methods Sequential Quadratic Programming (SQP) Interior-Point Methods Constraint-Specific Heuristic Approaches Here are the Wikipedia…… Continue reading Major optimization techniques in Data Science categorized by constrained vs. unconstrained scenarios – Part 1
Learnings from eMasters Data Science for Decision Making – IIT Gandhinagar – Part 1
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
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
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” ?
Learning R Programming – Part 1
As per Glassdoor Top 5 skills in Data Science for job openings are: Python R SQL Hadoop Java Most Java developers know SQL, Hadoop & Java to a good extent in today’s environment, two important skills Python & R should be learned by the Java developer / architect / manager if s/he wants to contribute…… Continue reading Learning R Programming – Part 1
Universities & Colleges offering courses & degrees in Analytics / Data Science in India – Part 1
BITS Pilani – Offering MSc in Analytics, MTech in Computer Science with specialization in Analytics IIM Calcutta, ISI Kolkata & IIT Kharagpur – PG Diploma in Business Analytics Great Lakes, Chennai – PGP in Analytics IIIT Bangalore – PGP in Analytics via UpGrad XLRI – Executive Program in Data Science NIRMA University – MBA -…… Continue reading Universities & Colleges offering courses & degrees in Analytics / Data Science in India – Part 1
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