artificial intelligence and machine learning books
artificial intelligence and machine learning books
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Objective:Chess game of Intelligent algorithm, online data a lot, very similar. I write this article, on the one hand is the classic PC game programming (Man-machine game)>> Expression of respect, on the other hand, also want to their own game programming life to do a review.Previous blog: Game games of Artificial Intelligence (1)-evaluation function + game tree
[Artificial intelligence series] python Quepy library learning, pythonquepy
Article 1
What is Quepy?
Quepy is a Python framework to transform natural language problems in database query language queries. It can easily customize different types of problems for queries in natural languages and databases. Therefore, with very little code, you can build your own syst
Recommended BooksHere is a list of books which I had read and feel it was worth recommending to friends who was interested in computer Scie nCE.Machine Learningpattern recognition and machine learningChristopher M. BishopA new treatment of classic machine learning topics, such as classification, regression, and time se
Https://github.com/josephmisiti/awesome-machine-learning/blob/master/books.mdMachine-learning/data Mining
An Introduction to statistical learning-book + R Code
Elements of statistical Learning-book
Probabilistic Programming Bayesian Methods for Hackers-book + IPytho
1. The complete course of statistics all of statistics Carnegie Kimelon Wosseman
2. Fourth edition, "Probability Theory and Mathematical Statistics" Morris. Heidegger, Morris H.degroot, and Mark. Schevish (Mark j.shervish)
3. Introduction to Linear algebra, Gilbert. Strong--Online video tutorials are classic
4. "Numerical linear algebra", Tracy Füssen. Lloyd and David. Bao
Textbooks suitable for undergraduates
5. Predictive data analysis of machine
Starter Book List
The beauty of mathematics PDFThe author Wu Everyone is familiar with it. The application of mathematics in the fields of machine learning and natural language processing is described in a very popular language.
"Programming Collective Intelligence" ("collective Wisdom Programming") PDFAuthor Toby Segaran is also the author of Beautifuldata
Links: Http://suanfazu.com/t/topic/15 Starter Book list
The beauty of mathematics PDF586The author Wu Everyone is familiar with it. The application of mathematics in the fields of machine learning and natural language processing is described in a very popular language.
"Programming Collective Intelligence" ("collective
is very complete, combined with the later exercise with the R language of their own contact, for understanding the basic methods of machine learning is very helpful, such as: Logistic,ridge regression. The book can also be downloaded directly to the electronic version on the author's website.
http://statweb.stanford.edu/~tibs/ElemStatLearn/
With a theoretical basis, combined with a number of professors of
Starter Book List
The beauty of mathematics PDFThe author Wu Everyone is familiar with it. The application of mathematics in the fields of machine learning and natural language processing is described in a very popular language.
"Programming Collective Intelligence" ("collective Wisdom Programming") PDFAuthor Toby Segaran is also the author of Beautifuldata
and is easily downloaded and modified by the reader.The following books will not be introduced, share the graphic coverHere is still to recommend my own built Python development Learning Group: 725479218, the group is the development of Python, if you are learning Python, small series welcome you to join, everyone is the software Development Party, not regularly
~ ~):
Machine learning, data mining (the second half of the main entry):
"Introduction to Data Mining"
read a few chapters, feel good. Read the review again.
"Machine learning"
Stanford Open Class is the main.
"Linear Algebra", seventh edition, American Steven J.leon
There are examples of applications, looking at
Here is a list of books which I had read and feel it was worth recommending to friends who was interested in computer Scie nCE.Machine Learningpattern recognition and machine learningChristopher M. BishopA new treatment of classic machine learning topics, such as classification, regression, and time series analysis fro
Recommended BooksHere is a list of books which I had read and feel it was worth recommending to friends who was interested in computer Scie nCE.Machine Learningpattern recognition and machine learningChristopher M. BishopA new treatment of classic machine learning topics, such as classification, regression, and time se
approximation and generalized beliefPropagation algorithms.pdfLoopy belief propagation for approximate inference an empirical study.pdfLoopy belief propagationdeletion
AP (affinity propagation ):
L-BFGS:On the limited memory BFGS method for large scale optimizationscalingIIS:Iis.pdf
========================================================== ======================================Theoretical part:Probability graph (Probabilistic networks ):An Introduction to Variational Methods for graphical mode
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