{"product_id":"9789355851673","title":"Artificial Intelligence for BE Anna University R21CBCS (III- AI \u0026 DS - AL3391)","description":"\u003cp\u003eSyllabus     Artificial Intelligence - (AL3391)   \tUNIT I \tIntelligent Agents Introduction to AI - Agents and Environments - concept of rationality - nature of environments - structure of agents. Problem solving agents - search algorithms - uninformed search strategies. (Chapters - 1, 2, 3, 4) UNIT II \tProblem Solving Heuristic search strategies - heuristic functions. Local search and optimization problems - local search in continuous space - search with non-deterministic actions - search in partially observable environments - online search agents and unknown environments. (Chapter - 5)  UNIT III\tGame Playing and CSP Game theory - optimal decisions in games - alpha-beta search - monte-carlo tree search - stochastic games - partially observable games. Constraint satisfaction problems - constraint propagation - backtracking search for CSP - local search for CSP - structure of CSP.  (Chapters - 6, 7) UNIT IV\tLogical Reasoning Knowledge-based agents - propositional logic - propositional theorem proving - propositional model checking - agents based on propositional logic. First-order logic - syntax and semantics - knowledge representation and engineering - inferences in first-order logic - forward chaining - backward chaining - resolution. (Chapters - 8, 9) UNIT V\tProbabilistic Reasoning Acting under uncertainty - Bayesian inference - naïve Bayes models. Probabilistic reasoning - Bayesian networks - exact inference in BN - approximate inference in BN - causal networks. (Chapter - 10)\u003c\/p\u003e","brand":"Technical Publications","offers":[{"title":"Default Title","offer_id":47489223229732,"sku":"9789355851673","price":368.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0671\/3661\/8788\/files\/9789355851673_1.jpg?v=1699012678","url":"https:\/\/bookstation.in\/products\/9789355851673","provider":"BookStation","version":"1.0","type":"link"}