What is Dimensionality Reduction? Overview, Objectives, and Popular Techniques

What is Dimensionality Reduction? Overview, Objectives, and Popular Techniques

Table of Contents What is Dimensionality ReductionWhy Dimensionality Reduction is ImportantDimensionality Reduction Methods and ApproachesDimensionality Reduction TechniquesDimensionality Reduction Example Learning by machine is not an easy task. Okay, so that's a lesser statement. Artificial Intelligence and machine learning represent a major step in making computers think like humans, but both concepts are challenging to understand. Fortunately, the profit is worth the effort. Today we are dealing with the process of reducing size, analyzing a key component in machine learning. We will cover its meaning, why it is important, how to do it, and give you a related example to illustrate…
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Beginner Guide to NLP

Beginner Guide to NLP

Resources for getting started with natural language processing 📘 Speech and Language Processing by Dan Jurafsky and James H. Martin Studying the fundamentals is vital in learning about any subject you are studying. I am a huge advocate for that as this has worked for me. I have been following this book for a while and it’s now in its third edition. The material covered in this book is exceptionally well-written and offers a great theoretical foundation to NLP. This could potentially be a great starting point for anyone wanting to get started with NLP. Even though I have read the…
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