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# Awesome Artificial Intelligence (AI) [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)

A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers.
A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers.

Contributions most welcome.

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* [Machine Learning](https://class.coursera.org/ml-008) - Basic machine learning algorithms for supervised and unsupervised learning
* [Neural Networks For Machine Learning](https://www.coursera.org/course/neuralnets) - Algorithmic and practical tricks for artifical neural networks.
* [Stanford Statistical Learning](http://online.stanford.edu/course/statistical-learning-winter-2014) - Introductory course on machine learning focusing on: linear and polynomial regression, logistic regression and linear discriminant analysis; cross-validation and the bootstrap, model selection and regularization methods (ridge and lasso); nonlinear models, splines and generalized additive models; tree-based methods, random forests and boosting; support-vector machines.
* [Philosophy of Machine Learning](https://www.youtube.com/watch?v=5gwG0x_MtVk&list=PLHMtOn335AZK_Bv3AgV5MCKeRw28PwlvA) - The courses of Fudan University for Machine Learning
* [Philosophy of Machine Learning](https://www.youtube.com/watch?v=5gwG0x_MtVk&list=PLHMtOn335AZK_Bv3AgV5MCKeRw28PwlvA) - The courses of Fudan University for Machine Learning
* [Knowledge Based Artificial Intelligence](https://www.udacity.com/course/knowledge-based-ai-cognitive-systems--ud409) - Georgia Tech's course on Artificial Intelligence focussing on Symbolic AI.

# Books
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* [Python Tools for Machine Learning](https://www.cbinsights.com/blog/python-tools-machine-learning/)
* [Python for Artificial Intelligence](https://wiki.python.org/moin/PythonForArtificialIntelligence)

# Philosophy
# Philosophy

* [Super Intelligence](http://www.audible.co.uk/pd/Non-fiction/Superintelligence-Audiobook/B00LPMA33G) - Superintelligence asks the questions: What happens when machines surpass humans in general intelligence. A really great book.
* [Super Intelligence](http://www.audible.co.uk/pd/Non-fiction/Superintelligence-Audiobook/B00LPMA33G) - Superintelligence asks the questions: What happens when machines surpass humans in general intelligence. A really great book.
* [Our Final Invention: Artificial Intelligence And The End Of The Human Era](http://www.audible.co.uk/pd/Non-fiction/Our-Final-Invention-Audiobook/B00KLJMDH8) - Our Final Invention explores the perils of the heedless pursuit of advanced AI. Until now, human intelligence has had no rival. Can we coexist with beings whose intelligence dwarfs our own? And will they allow us to?
* [How to Create a Mind: The Secret of Human Thought Revealed](http://www.audible.com/pd/Science-Technology/How-to-Create-a-Mind-Audiobook/B009S7OKJS/ref=a_search_c4_1_1_srTtl?qid=1422483493&sr=1-1) - Ray Kurzweil, director of engineering at Google, explored the process of reverse-engineering the brain to understand precisely how it works, then applies that knowledge to create vastly intelligent machines.
* [Minds, Brains, And Programs](http://cogprints.org/7150/1/10.1.1.83.5248.pdf) - The 1980 paper by philospher John Searle that contains the famous 'Chinese Room' thought experiment. Probably the most famous attack on the notion of a Strong AI possessing a 'mind' or a 'consciousness', and interesting reading for those interested in the intersection of AI and philosophy of mind.
* [Gödel, Escher, Bach: An Eternal Golden Braid](http://www.amazon.com/G%C3%B6del-Escher-Bach-Eternal-Golden/dp/0465026567) - Written by Douglas Hofstadter and taglined "a metaphorical fugue on minds and machines in the spirit of Lewis Carroll", this wonderful journey into the the fundamental concepts of mathematics,symmetry and intelligence won a Pulitzer Price for Non-Fiction in 1979. A major theme throughout is the emergence of meaning from seemingly 'meaningless' elements, like 1's and 0's, arranged in special patterns.
* [Gödel, Escher, Bach: An Eternal Golden Braid](http://www.amazon.com/G%C3%B6del-Escher-Bach-Eternal-Golden/dp/0465026567) - Written by Douglas Hofstadter and taglined "a metaphorical fugue on minds and machines in the spirit of Lewis Carroll", this wonderful journey into the the fundamental concepts of mathematics,symmetry and intelligence won a Pulitzer Price for Non-Fiction in 1979. A major theme throughout is the emergence of meaning from seemingly 'meaningless' elements, like 1's and 0's, arranged in special patterns.


# Free Content
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* [Computers and Thought: A practical Introduction to Artificial Intelligence](http://www.cs.bham.ac.uk/research/projects/poplog/computers-and-thought/) - The book covers computer simulation of human activities, such as problem solving and natural language understanding; computer vision; AI tools and techniques; an introduction to AI programming; symbolic and neural network models of cognition; the nature of mind and intelligence; and the social implications of AI and cognitive science.
* [Society of Mind](http://aurellem.org/society-of-mind/index.html) - Marvin Minsky's seminal work on how our mind works. Lot of Symbolic AI concepts have been derived from this basis.
* [Artificial Intelligence and Molecular Biology](http://www.biosino.org/mirror/www.aaai.org/Press/Books/Hunter/hunter-contents.html) - The current volume is an effort to bridge that range of exploration, from nucleotide to abstract concept, in contemporary AI/MB research.
* [Brief Introduction To Educational Implications Of Artificial Intelligence](http://pages.uoregon.edu/moursund/Books/AIBook/index.htm) - This book is designed to help preservice and inservice teachers learn about some of the educational implications of current uses of Artificial Intelligence as an aid to solving problems and accomplishing tasks.
* [Brief Introduction To Educational Implications Of Artificial Intelligence](http://pages.uoregon.edu/moursund/Books/AIBook/index.htm) - This book is designed to help preservice and inservice teachers learn about some of the educational implications of current uses of Artificial Intelligence as an aid to solving problems and accomplishing tasks.
* [Encyclopedia: Computational intelligence](http://www.scholarpedia.org/article/Encyclopedia_of_computational_intelligence) - Scholarpedia is a peer-reviewed open-access encyclopedia written and maintained by scholarly experts from around the world.
* [Ethical Artificial Intelligence](http://arxiv.org/abs/1411.1373) - a book by Bill Hibbard that combines several peer reviewed papers and new material to analyze the issues of ethical artificial intelligence.

# Code

* [AIMA Lisp Source Code](http://aima.cs.berkeley.edu/lisp/doc/overview.html) - Common Lisp source code for "Artificial Intelligence A Modern Approach"
* [AIMACode](https://github.com/aimacode) - Source code for "Artificial Intelligence: A Modern Approach" in Common Lisp, Java, Python. More to come.
* [FANN](http://leenissen.dk/fann/wp/) - Fast Artificial Neural Network Library, native for C

# Videos
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