libcats.org
Главная

Principles of Data Mining (Adaptive Computation and Machine Learning)

Обложка книги Principles of Data Mining (Adaptive Computation and Machine Learning)

Principles of Data Mining (Adaptive Computation and Machine Learning)

, ,
I bought this book because I wanted a relatively high level (not too high level, but high level enough to give me a good foundation in the theory and issues) to data mining. My goal was to first understand the theory and principles of data mining before getting into the technological and application specifics (e.g., how to use software such as Dataminer or R or Weka or SPSS Clementine etc.).



This book has met my goals. Most chapters include abstract math/statistics that may be a little challenging for people who do not have a recent high level undergraduate statistics background. Actually I enjoyed the math/stats, and did not worry about going too deep into those portions. Trust me, the abstract concepts are not easy to grasp beyond a certain point, but they are EXTREMELY valuable. I am really glad that I was challeged. If you want another perspective or intro to data mining you may want to read some of the lecture notes of the "Machine Learning" course from MIT's online courseware - the courses are available for free on MIT's online courseware site. The lecture notes are even more abstract - they will make you appreciate this book.



I highly recommend that anyone who wants to get an intro to data mining should first read this book. After reading this book the reader can read a book that explains a specific data mining software package such as "Intro to R" or "Data Mining: Practical Machine Learning Tools & Techniques" (by Witten and Frank, good if you want to learn Weka).
Популярные книги за неделю:

Ключ к сверхсознанию

Автор:
Категория: Путь к себе
Размер книги: 309 Kb

Древо жизни

Автор:
Категория: Путь к себе
Размер книги: 1.70 Mb
Только что пользователи скачали эти книги:

Пришедший из вечности

Автор:
Категория: История
Размер книги: 71 Kb

Learning Theory

Автор: , Автор:
Размер книги: 14.57 Mb

Методы небесной механики

Автор: , Автор:
Категория: Physics
Размер книги: 7.05 Mb

Птицы

Автор:
Категория: Ужасы и Мистика
Размер книги: 204 Kb

Krisen vermeiden in IT-Projekten GERMAN

Автор: , Автор:
Размер книги: 2.80 Mb

История философии

Автор:
Категория: Философия
Размер книги: 15.31 Mb