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Combined Lecture CS621: Artificial Intelligence (lecture 19) CS626/449: Speech-NLP-Web/Topics-in-AI (lecture 20) PowerPoint PPT Presentation
Combined Lecture CS621: Artificial Intelligence (lecture 19) CS626/449: Speech-NLP-Web/Topics-in-AI (lecture 20) - Combined Lecture CS621: Artificial Intelligence (lecture 19) CS626/449: Speech-NLP-Web/Topics-in-AI (lecture 20) Hidden Markov Models Pushpak Bhattacharyya
Combined Lecture CS621: Artificial Intelligence (lecture 19) CS626/449: Speech-NLP-Web/Topics-in-AI (lecture 20) Hidden Markov Models Pushpak Bhattacharyya
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Combined Lecture CS621: Artificial Intelligence (lecture 25) CS626/449: Speech-NLP-Web/Topics-in-AI (lecture 26) PowerPoint PPT Presentation
Combined Lecture CS621: Artificial Intelligence (lecture 25) CS626/449: Speech-NLP-Web/Topics-in-AI (lecture 26) - then the Markovian assumption will take effect only after two levels. (generalizing for n-order... Probability of the observation using ai(t) P(w1,n) =S1 s ...
then the Markovian assumption will take effect only after two levels. (generalizing for n-order... Probability of the observation using ai(t) P(w1,n) =S1 s ...
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CS621 Seminar on:  PowerPoint PPT Presentation
CS621 Seminar on: - CS621 Seminar on: Intelligent Database Systems By:-Dhaval Bonde (MTech1-08305910)-Prasad Gawde (MTech2-07305908) Under the Guidance of Prof. Pushpak Bhattacharyya.
CS621 Seminar on: Intelligent Database Systems By:-Dhaval Bonde (MTech1-08305910)-Prasad Gawde (MTech2-07305908) Under the Guidance of Prof. Pushpak Bhattacharyya.
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CS621 : Artificial Intelligence PowerPoint PPT Presentation
CS621 : Artificial Intelligence - CS621 : Artificial Intelligence Pushpak Bhattacharyya CSE Dept., IIT Bombay Lecture 16 Description Logic
CS621 : Artificial Intelligence Pushpak Bhattacharyya CSE Dept., IIT Bombay Lecture 16 Description Logic
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CS621: Artificial Intelligence PowerPoint PPT Presentation
CS621: Artificial Intelligence - CS621: Artificial Intelligence Pushpak Bhattacharyya CSE Dept., IIT Bombay Lecture 8 Logic and Intelligent Question Answering (puzzle solving)
CS621: Artificial Intelligence Pushpak Bhattacharyya CSE Dept., IIT Bombay Lecture 8 Logic and Intelligent Question Answering (puzzle solving)
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CS621: Artificial Intelligence Lecture 10: Perceptrons introduction PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 10: Perceptrons introduction - CS621: Artificial Intelligence Lecture 10: Perceptrons introduction Pushpak Bhattacharyya Computer Science and Engineering Department IIT Bombay
CS621: Artificial Intelligence Lecture 10: Perceptrons introduction Pushpak Bhattacharyya Computer Science and Engineering Department IIT Bombay
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CS621: Artificial Intelligence PowerPoint PPT Presentation
CS621: Artificial Intelligence - Title: Resources Author: cfdvs Last modified by: Pushpak Created Date: 7/27/2007 7:29:18 AM Document presentation format: On-screen Show (4:3) Company
Title: Resources Author: cfdvs Last modified by: Pushpak Created Date: 7/27/2007 7:29:18 AM Document presentation format: On-screen Show (4:3) Company
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CS626-449: Speech, NLP and the Web/Topics in AI PowerPoint PPT Presentation
CS626-449: Speech, NLP and the Web/Topics in AI - CS626-449: Speech, NLP and the Web/Topics in AI Pushpak Bhattacharyya CSE Dept., IIT Bombay Lecture-27: Phonology (quiz took place on 12/10/09; Lect 26 on 9/10/09 was ...
CS626-449: Speech, NLP and the Web/Topics in AI Pushpak Bhattacharyya CSE Dept., IIT Bombay Lecture-27: Phonology (quiz took place on 12/10/09; Lect 26 on 9/10/09 was ...
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CS621: Artificial Intelligence PowerPoint PPT Presentation
CS621: Artificial Intelligence - CS621: Artificial Intelligence Pushpak Bhattacharyya CSE Dept., IIT Bombay Lecture 37 Prolog- cut and backtracking; start of Fuzzy Logic ...
CS621: Artificial Intelligence Pushpak Bhattacharyya CSE Dept., IIT Bombay Lecture 37 Prolog- cut and backtracking; start of Fuzzy Logic ...
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CS621: Artificial Intelligence PowerPoint PPT Presentation
CS621: Artificial Intelligence - CS621: Artificial Intelligence Pushpak Bhattacharyya CSE Dept., IIT Bombay Lecture 35 Himalayan Club example; introducing Prolog * * * * * Himalayan Club example ...
CS621: Artificial Intelligence Pushpak Bhattacharyya CSE Dept., IIT Bombay Lecture 35 Himalayan Club example; introducing Prolog * * * * * Himalayan Club example ...
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CS621: Artificial Intelligence PowerPoint PPT Presentation
CS621: Artificial Intelligence - High level explanation: ... Two facts match if their predicates are same (spelt the same way) and the arguments each are same. ...
High level explanation: ... Two facts match if their predicates are same (spelt the same way) and the arguments each are same. ...
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CS621 : Artificial Intelligence PowerPoint PPT Presentation
CS621 : Artificial Intelligence - Prepending -1 to the 0-class vector Xi and negating it, gives ... Weights in a ff NN. wmn is the weight of the connection from the nth neuron to the mth neuron ...
Prepending -1 to the 0-class vector Xi and negating it, gives ... Weights in a ff NN. wmn is the weight of the connection from the nth neuron to the mth neuron ...
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CS621: Artificial Intelligence PowerPoint PPT Presentation
CS621: Artificial Intelligence - ... carried out, this can become an O(n2) process where n is the number ... AI, AI Magazine, IEEE Expert, Area Specific Journals e.g, Computational Linguistics ...
... carried out, this can become an O(n2) process where n is the number ... AI, AI Magazine, IEEE Expert, Area Specific Journals e.g, Computational Linguistics ...
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CS621: Artificial Intelligence PowerPoint PPT Presentation
CS621: Artificial Intelligence - Has been applied to computer vision for a long time. Recent applications in NLP. Machine Learning ... (ii) Study. Seminar (iii) Work. Assignments ...
Has been applied to computer vision for a long time. Recent applications in NLP. Machine Learning ... (ii) Study. Seminar (iii) Work. Assignments ...
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CS621: Artificial Intelligence PowerPoint PPT Presentation
CS621: Artificial Intelligence - Interplay Between Two Equations. wk. No. of times the transitions si sj occurs in the string ... One run of Baum-Welch algorithm: string ababa. P(path) q. r. q ...
Interplay Between Two Equations. wk. No. of times the transitions si sj occurs in the string ... One run of Baum-Welch algorithm: string ababa. P(path) q. r. q ...
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CS621: Artificial Intelligence PowerPoint PPT Presentation
CS621: Artificial Intelligence - Predicate Calculus: well known examples. Man is mortal : rule ... Q, Match R.H.S of. assert P. Check if P exists. Resolution Refutation. Negate goal ...
Predicate Calculus: well known examples. Man is mortal : rule ... Q, Match R.H.S of. assert P. Check if P exists. Resolution Refutation. Negate goal ...
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CS621: Artificial Intelligence PowerPoint PPT Presentation
CS621: Artificial Intelligence - ... R.H.S of. assert P. Check if P exists. Resolution Refutation ... Done through Resolution Refutation. Club example: Inferencing. member(A) member(B) member(C) ...
... R.H.S of. assert P. Check if P exists. Resolution Refutation ... Done through Resolution Refutation. Club example: Inferencing. member(A) member(B) member(C) ...
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CS621: Artificial Intelligence PowerPoint PPT Presentation
CS621: Artificial Intelligence - Fuzzy sets are named by Linguistic Variables (typically adjectives) ... d(C,farthest) = E(C) = 1. Definition. Cardinality of a fuzzy set ...
Fuzzy sets are named by Linguistic Variables (typically adjectives) ... d(C,farthest) = E(C) = 1. Definition. Cardinality of a fuzzy set ...
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CS621: Artificial Intelligence PowerPoint PPT Presentation
CS621: Artificial Intelligence - Change in species is due to change in genes over reproduction ... Reproduction is a processes of creating new chromosomes out of chromosomes in the population. ...
Change in species is due to change in genes over reproduction ... Reproduction is a processes of creating new chromosomes out of chromosomes in the population. ...
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CS621 : Seminar2008 PowerPoint PPT Presentation
CS621 : Seminar2008 - Deep Web consists of 91,000 terabytes of data whereas surface web contains ... is an implementation of a Web crawler uses human expertise or machine guidance ...
Deep Web consists of 91,000 terabytes of data whereas surface web contains ... is an implementation of a Web crawler uses human expertise or machine guidance ...
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CS621: Artificial Intelligence PowerPoint PPT Presentation
CS621: Artificial Intelligence - In a process control situation, 'If the temperature is ... Distance between two fuzzy sets. L1 - norm. Let C = fuzzy set represented by the centre point ...
In a process control situation, 'If the temperature is ... Distance between two fuzzy sets. L1 - norm. Let C = fuzzy set represented by the centre point ...
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CS621: Artificial Intelligence Lecture 24: Backpropagation PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 24: Backpropagation - ... pityriasis rubra pilaris, lichen planus, pityriasis rosea, tinea versicolor, dermatophytosis, cutaneous T-cell lymphoma, secondery syphilis, ...
... pityriasis rubra pilaris, lichen planus, pityriasis rosea, tinea versicolor, dermatophytosis, cutaneous T-cell lymphoma, secondery syphilis, ...
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CS621: Artificial Intelligence Lecture 14: perceptron training PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 14: perceptron training - A perceptron is a computing element with input lines having ... The process will terminate. The order of selection of xi for testing and wnext does not matter. ...
A perceptron is a computing element with input lines having ... The process will terminate. The order of selection of xi for testing and wnext does not matter. ...
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CS621: Artificial Intelligence Lecture 18: Feedforward network contd PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 18: Feedforward network contd - XOR using 2 layers. Non-LS function expressed as a ... DISCUSSION ON LINEAR NEURONS. x2. x1 ... For (0,1), One class: For (1,0), One class: For (1,1) ...
XOR using 2 layers. Non-LS function expressed as a ... DISCUSSION ON LINEAR NEURONS. x2. x1 ... For (0,1), One class: For (1,0), One class: For (1,1) ...
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CS621: Artificial Intelligence Lecture 12: Counting no. of regions produced by hyperplanes passing through origin PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 12: Counting no. of regions produced by hyperplanes passing through origin - CS621: Artificial Intelligence Lecture 12: Counting no. of regions produced by hyperplanes passing through origin Pushpak Bhattacharyya Computer Science and ...
CS621: Artificial Intelligence Lecture 12: Counting no. of regions produced by hyperplanes passing through origin Pushpak Bhattacharyya Computer Science and ...
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CS621: Artificial Intelligence Lecture 13: region counting; perceptron training PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 13: region counting; perceptron training - Number of regions founded by n hyperplanes in d-dim passing ... Insula: Intuition & empathy. Anterior. Cingulate. Cortex: Anxiety. Hippocampus: Emotional memory ...
Number of regions founded by n hyperplanes in d-dim passing ... Insula: Intuition & empathy. Anterior. Cingulate. Cortex: Anxiety. Hippocampus: Emotional memory ...
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CS621: Artificial Intelligence Lecture 11: Perceptrons capacity PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 11: Perceptrons capacity - CS621: Artificial Intelligence. Lecture 11: Perceptrons capacity. Pushpak Bhattacharyya ... with input lines having associated weights and the cell having ...
CS621: Artificial Intelligence. Lecture 11: Perceptrons capacity. Pushpak Bhattacharyya ... with input lines having associated weights and the cell having ...
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CS621: Artificial Intelligence Lecture 18: Feedforward network contd PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 18: Feedforward network contd - Change weights, if found better (i.e. changed weights result in reduced error) ... a movement of the operating point in the wmn co-ordinate space will result in ...
Change weights, if found better (i.e. changed weights result in reduced error) ... a movement of the operating point in the wmn co-ordinate space will result in ...
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CS621 : Artificial Intelligence PowerPoint PPT Presentation
CS621 : Artificial Intelligence - The Hierarchical Assembly in an automobile system. Motor System. Breaking System. Engine System. Transmission System. Electrical System. Cooling System. Cooling ...
The Hierarchical Assembly in an automobile system. Motor System. Breaking System. Engine System. Transmission System. Electrical System. Cooling System. Cooling ...
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CS621: Artificial Intelligence Lecture 27: Backpropagation applied to recognition problems; start of logic PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 27: Backpropagation applied to recognition problems; start of logic - Pure FF network (no jumping of connections ... Due to the Greedy nature of BP, it can get stuck in local minimum m and will ... Bumpiness and scaliness of skin ...
Pure FF network (no jumping of connections ... Due to the Greedy nature of BP, it can get stuck in local minimum m and will ... Bumpiness and scaliness of skin ...
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CS621: Artificial Intelligence Lecture 28: Propositional calculus Puzzle Solving PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 28: Propositional calculus Puzzle Solving - As opposed to interrogative statements (questions) or imperative statements (request, order) ... whose truth value is always T, whatever the assignment is ...
As opposed to interrogative statements (questions) or imperative statements (request, order) ... whose truth value is always T, whatever the assignment is ...
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CS621: Artificial Intelligence Lecture 15: perceptron training contd Proof of Convergence of PTA PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 15: perceptron training contd Proof of Convergence of PTA - Lecture 15: perceptron training contd; Proof of Convergence of PTA. Pushpak Bhattacharyya ... y = o if wixi ?. ?, w1. w2. wn. x1. x2. x3. xn. ?, w1. w2. w3 ...
Lecture 15: perceptron training contd; Proof of Convergence of PTA. Pushpak Bhattacharyya ... y = o if wixi ?. ?, w1. w2. wn. x1. x2. x3. xn. ?, w1. w2. w3 ...
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CS621: Artificial Intelligence Lecture 17: Feedforward network (lecture 16 was on Adaptive Hypermedia: Debraj, Kekin and Raunak) PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 17: Feedforward network (lecture 16 was on Adaptive Hypermedia: Debraj, Kekin and Raunak) - XY' X'Y. A popular universal data for testing learning algorithms: IRIS Data. Sepal Length ... Ex: Degree - 2 surfaces like parabola. Use layered network ...
XY' X'Y. A popular universal data for testing learning algorithms: IRIS Data. Sepal Length ... Ex: Degree - 2 surfaces like parabola. Use layered network ...
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CS621: Artificial Intelligence Lecture 9: Brain, ANN PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 9: Brain, ANN - Perhaps the most complex information processing machine in nature ... Forebrain (Cerebral Cortex): Language, maths, sensation, movement, cognition, emotion ...
Perhaps the most complex information processing machine in nature ... Forebrain (Cerebral Cortex): Language, maths, sensation, movement, cognition, emotion ...
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AGRICULTURE: A Field for Development using AI Techniques PowerPoint PPT Presentation
AGRICULTURE: A Field for Development using AI Techniques - AGRICULTURE: A Field for Development using AI Techniques - Lets Identify the Applications CS621-Artificial Intelligence Course Seminar Presented by:
AGRICULTURE: A Field for Development using AI Techniques - Lets Identify the Applications CS621-Artificial Intelligence Course Seminar Presented by:
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Abductive Reasoning PowerPoint PPT Presentation
Abductive Reasoning - Abductive Reasoning CS621 Artificial Intelligence Aarif Jindani(113050050) Alex Poovathingal(113050035) Ashok Rawat(113050018) Department of CSE
Abductive Reasoning CS621 Artificial Intelligence Aarif Jindani(113050050) Alex Poovathingal(113050035) Ashok Rawat(113050018) Department of CSE
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Computer Architecture IO PowerPoint PPT Presentation
Computer Architecture IO - optimistically. 10 MIP processor. completely. saturates the bus! CS621 ?????????????????????? ... Wide variety of peripherals. Delivering different amounts of ...
optimistically. 10 MIP processor. completely. saturates the bus! CS621 ?????????????????????? ... Wide variety of peripherals. Delivering different amounts of ...
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Where to Go Next PowerPoint PPT Presentation
Where to Go Next - Where to Go Next. Outline. Announcements: Homework IV due Wed. 10/8 by 5, by e-mail ... What I haven't told you, & where to find out more. Course Evaluations. Homework ...
Where to Go Next. Outline. Announcements: Homework IV due Wed. 10/8 by 5, by e-mail ... What I haven't told you, & where to find out more. Course Evaluations. Homework ...
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Where to Go Next PowerPoint PPT Presentation
Where to Go Next - Where to Go Next. Outline. Announcements: Homework IV due Friday by 5, by e-mail ... Confidence!--you know a lot and you know where to look for what you don't know ...
Where to Go Next. Outline. Announcements: Homework IV due Friday by 5, by e-mail ... Confidence!--you know a lot and you know where to look for what you don't know ...
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Game Playing TicTacToe, ANDOR graph PowerPoint PPT Presentation
Game Playing TicTacToe, ANDOR graph - Tic-Tac-Toe. e(p) = 6 - 5 = 1. Initial State: Board position of 3x3 matrix ... Game tree for Tic-Tac-Toe. Courtesy : Artificial Intelligence and Soft Computing. ...
Tic-Tac-Toe. e(p) = 6 - 5 = 1. Initial State: Board position of 3x3 matrix ... Game tree for Tic-Tac-Toe. Courtesy : Artificial Intelligence and Soft Computing. ...
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WEB MINING AND APPLICATIONS PowerPoint PPT Presentation
WEB MINING AND APPLICATIONS - Laptop. Camera, DVD. C4. USB. Videosoft. MemoryCard. DVD-R, DVD-Rec. C3 ... Since the number of reviews of an object can be large, the goal was to produce ...
Laptop. Camera, DVD. C4. USB. Videosoft. MemoryCard. DVD-R, DVD-Rec. C3 ... Since the number of reviews of an object can be large, the goal was to produce ...
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CS621: Artificial Intelligence Lecture 10: Perceptrons introduction PowerPoint PPT Presentation
CS621: Artificial Intelligence Lecture 10: Perceptrons introduction - Beginner's Brain Map. Forebrain (Cerebral Cortex): Language, maths, sensation, movement, cognition, ... Hindbrain: Control of breathing, heartbeat, blood circulation ...
Beginner's Brain Map. Forebrain (Cerebral Cortex): Language, maths, sensation, movement, cognition, ... Hindbrain: Control of breathing, heartbeat, blood circulation ...
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