Mastering Pattern Recognition to Intuitive Learning

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Discussion Overview

The discussion revolves around the challenges of learning pattern recognition, particularly through the lens of the book "Pattern Classification" by Duda et al. Participants seek recommendations for more accessible resources and explore the complexities of pattern recognition as a skill.

Discussion Character

  • Exploratory, Technical explanation, Conceptual clarification

Main Points Raised

  • One participant expresses difficulty with the density and abstraction of "Pattern Classification" and seeks alternative resources that provide more intuitive explanations.
  • Another participant recommends Bishop's book on pattern recognition, providing a link and mentioning associated MATLAB code available on GitHub.
  • A third participant supports the recommendation of Bishop's book and adds further suggestions, including works by Ripley and Hastie et al., along with links to their resources.
  • A later reply comments on the complexity of pattern recognition as a skill, noting that while humans develop this ability relatively easily, replicating it in algorithms poses significant challenges for programmers.

Areas of Agreement / Disagreement

Participants generally agree on the need for more accessible resources for learning pattern recognition, with multiple recommendations provided. However, the discussion does not resolve the broader complexities of pattern recognition as a skill or the challenges in algorithm development.

Contextual Notes

Some limitations include the subjective nature of what constitutes an "intuitive" explanation and the varying levels of prior knowledge among participants, which may affect their recommendations.

Avatrin
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I am currently trying to learn pattern recognition from Pattern Classification by Duda et al. However, this books is a bit too dense for me. I keep hitting walls while trying to read the books (I understand most of the reasoning, but it just becomes too much and too abstract).

Can anybody recommend a book that eases you in more? Or, gives more intuitive explanations of the results? I am trying to get through the first five chapters of the second edition of the book.
 
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So, I gather you have mastered 'wall' pattern recognition ; Seriously, though, pattern recognition is a complex skill that humans master rather easily. Even birds do not seem to 'recognize' images in the clouds much less those of: dragons, angels,ships, or faces of their fledgeling friends. It took millenia of adaptations for us to acquire the algorithms and memory cross wiring to facilitate this ability, endowing each individual with unique pattern recognition skills. Programmers faces an enormous challenge in writing the alogithms and reference libraries necessary to replicate this ability.
 

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