LDA Convergence Defined with a Canine Pedigree Mannequin

“What if my a priori understanding of canine breed group distribution is inaccurate? Is my LDA mannequin doomed?”

My spouse requested.

Welcome again to half 2 of the sequence, the place I share my journey of explaining LDA to my spouse. Within the earlier weblog put up, we mentioned how LDA works and the way it may be understood as a canine pedigree mannequin.

This time round, let’s dive into the iterative becoming means of LDA!

Half 1 (hyperlink):

• How does LDA work?
• The best way to clarify LDA to a non-technical individual?

Half 2 (We’re right here now!):

• How does LDA enhance iteratively?
• How does LDA converge?
• Bonus: Get your LDA cheatsheet right here!

Half 3:

• When to make use of LDA & when to not?
• How can we use it in Python?
• What are the options & variants to LDAs (excluding LLMs)?

Let’s get began.

If in case you have not learn half 1 of the sequence, I strongly encourage you to learn it first, as we’ll construct on that understanding.

Fast Recap from Half 1