Summary Artificial Intelligence A Modern Approach ↠ eBook, ePUB or Kindle PDF

Stuart Russell Ð 8 Read

For one or two semester undergraduate or A Modern PDF #200 graduate level courses in Artificial Intelligence The long anticipated revision Artificial Intelligence ePUB #10003 of this best selling text offers the most comprehensive up to date introduction to the theory and practice Intelligence A Modern PDFEPUB #229 of artificial intelligence NEW Nontechnical learning material Accompanies each part of the book NEW. Wants a book that explains broad and deep AI yet in laymen term nearly This is IT Of all the AI books I have read this one is arguably the most accessible to undergrads CS EE background It assumes only minimal mathematical formalities and pretty much the maths things are self contained The authors did a great job of keeping the contents up to date with the latest happenings in AI while keeping the readers sane Overall thumbs up

Summary Artificial Intelligence A Modern Approach

Artificial Intelligence A Modern Approach

NEW Updated and expanded exercises % of the exercises are revised with new exercises NEW On line Java software Makes it easy for students to do projects on the web using intelligent agents A unified agent based approach to AI Organizes the material around the task of building intelligent agents Comprehensive up to date coverage Includes a unified view of the field organized around the rational decision making pa.. OK so I did not read this cover to cover but I did look closely at much of what you might call the foundational chapters just to see 1 is there such a thing as AI or are we just hoping there will be and 2 what can I learn as a philosopher from AI whether it exists or not Goal 2 was much important as I teach a logic of induction class and of course one major pillar of AI would be developing machines that can perform judgments under uncertainty and apply rational heuristics as well as humans do which is not very well at all by the way I found out that I already knew most of this from studies of Bayesian reasoning which is very tricky by the way and should not be blindly implemented like this without a clear view of the limitations and the study of acyclic causal graphs which is standard academy reading for philosophers These graphs also admit of howlers and counterexamples as anyone knows I am interested in the idea of developing stupid machines that function like neural networks and less like probability maximizers The human brain is fundamentally in my view anyway a stupid machine full of crazy workarounds and faulty logic The correct solution or path is virtually never the one evolution comes up with it just grinds it out with massive armies of neurons and interconnections and lots of trial and error but nothing one would call a computation as in Turing machines Elegant algorithms for computer vision have I believe nothing to do with the way the brain constructs the visual image One philosopher s take

review ✓ eBook, ePUB or Kindle PDF Ð Stuart Russell

The Internet as a sample application for intelligent systems Added in several places including logical agents planning and natural language NEW Increased coverage of material Includes expanded coverage of default reasoning and truth maintenance systems including multi agentdistributed AI and game theory probabilistic approaches to learning including EM detailed descriptions of probabilistic inference algorithms. 5 stars because there is uite simply no substituteArtificial Intelligence is in the context of the infant science of computing a very old and very broad subdiscipline the Turing test having arisen not only at the same time but from the same person as many of the foundations of computing itself Those of us students of a certain age will recall terms like symbolic vs connectionist vs probabilistic as well as scruffies and neats Key figures events and schools of thought span multiple institutions on multiple continents In short a major challenge facing anyone wishing to survey Artificial Intelligence is simply coming up with a unifying themeThe major accomplishment in my opinion of AIMA then is that Russell and Norvig take the hodge podge of AI research manage to fit it sensibly into a narrative structure centered on the notion of different kinds of agents not to be confused with that portion of AI research that explicitly refers to its constructs as agents and having dug the pond and filled it with water skip a stone across the surface It s up to the reader whether to follow the arcs of the stone from major subject to major subject foregoing depth or whether to pick a particular contact point and concentrate on the eddies propagating from it For the latter purpose the extensive bibliography is indispensableWith all of this said I have to acknowledge that Russell and Norvig are not entirely impartial AI practitioners Norvig in particular is well known by now as a staunch Bayesian probabilist who as Director of Search uality or Machine Learning or whatever Google has decided to call it today has made Google the Bayesian powerhouse that it is Less known is Norvig s previous stint at high tech startup Junglee which was acuired by So to some extent Peter Norvig powers both Google and So one can probably claim not without justification that AIMA emphasizes Bayesian probability over other approachesFinally as good as AIMA is it is still a survey Even with respect to Bayesian probability the treatment is introductory as I discovered with some shock upon reading Probability Theory The Logic of Science That s OK though it s the best introduction I ve ever seenSo read it once for the survey keep it on your shelf for the bibliography and refer back to it whenever you find yourself thinking hey didn t I read about that somewhere before


10 thoughts on “Artificial Intelligence A Modern Approach

  1. says:

    This monumental work which completely dominates the AI textbook market has been compared with classics like Watson's Molecular Biology of the Cell and eminently succeeds in its goal of providing a clear single volume summary of the whole field of Artificial Intelligence As pointed out on the book's home page it is used in over 1200 universities in over 100 countries and is the 25th most cited publication on

  2. says:

    Heh I opened this up to find the ISBN and found dried blood all over the pages suggesting I read this during my cocaine intensive period back in 1999 2000 That's fitting since cocaine and the study of artificial i

  3. says:

    Wants a book that explains broad and deep AI yet in laymen term nearly? This is IT Of all the AI books I have read this one is arguably the most accessible to undergrads CS EE background It assumes only minimal m

  4. says:

    Holy balls this book has a lot of pages I also don't know why these things always have to have separate ``international''

  5. says:

    5 stars because there is uite simply no substituteArtificial Intelligence is in the context of the infant science of computing a very old and

  6. says:

    For a textbook this is amazingly accessible and interesting if you have any interest in the topic this is the book to read It's 100 or

  7. says:

    The Bible on computational decision making I use this term as this book is not just about the AImachine learning we consistently hear about it’s much This textbook tends to perfection with no stone left unturned Looking forward t

  8. says:

    OK so I did not read this cover to cover but I did look closely at much of what you might call the foundational chapters just to see 1 is there such a thing as AI or are we just hoping there will be and 2 what can I learn as a philosopher from AI whether it exists or not Goal 2 was much important as I teach a logic of ind

  9. says:

    A fantastic textbook that's not only a great introduction to AI but also serves as a survey course in technical writing I only read about 75% of

  10. says:

    It was written like a text book for undergrads with extensive coverage of many topics However I was looking for in depth information on knowledge representation But it was too superficial for my need May be in 3rd edition

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