artificial intelligent udinus 10272008 mochamad hariadi st, msc, phd
TRANSCRIPT
Artificial Intelligent
UDINUS 10272008
Mochamad Hariadi ST, MSc, PhD.
Pendahuluan
Artificial Intelligent adalah suatu
cabang dari computer science yang berusaha untuk meniru cara kerja otak mahluk hidup
A network of 1014 neuronsData transfer by electric signalsDendriteDendrite cells (neurons Input)
Collect signals and pass them to the neuronNeuronsNeurons
“Decide” when to initiate a signalAxonAxon cells (neurons Output)
Propagate neuron signals
The Human Brain
Human Brain vs. The Computer
• 1014 Neurons• Parallel Computing• Speed: 100+ M./sec.• Natural Evolution
• CPU - Central Processing Unit
• Serial Computing• Approx. Speed of light• “Designable”
Agenda Hari Ini
Pendahuluan1
Artificial Intelligent MAP2
Tools and Aplications3
Rangkuman dan Simpulan4
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Common Knowledges
DNA
ANN Learning Training
Fuzzy
EvolutionaryComputing .
Artificial Intelligent
Soft Computing
Agenda Hari Ini
Pendahuluan1
Artificial Intelligent MAP2
Tools and Aplications3
Rangkuman dan Simpulan4
Artificial Life
Artificial Life adalah simulasi terbatas dari mahluk hidup dalam bentuk artificial, Virtual Reality dan Virtual Environmentnya
Artificial Fish
AI for Robot
Artificial Agent (NPC)
Natural Language
Artificial Neural Network
Artificial Neural Network (ANN) or “Neural Network" (NN)
• Mathematical model or computational model based on biological neural networks
• Consist of an interconnected group of artificial neurons and processes information using a connectionist approach to computation
ANN Continue
In most cases an ANN is an adaptive system that changes its structure based on external or internal information that flows through the network during the learning phase
In more practical terms neural networks are non-linear statistical data modelling tools for complex relationships between inputs and outputs or to find patterns in data.
Learning and Training
Unsupervised L / T
• SOM• Hebbia Learning• K-Means Clustering• Growing Grid• GAS• Fuzzy C-Means
NeuralNetwork
SupervisedL / T
• Feed Forward• Back Propagation• Perceptron• Hopfield• LVQ• PCNN
Unsupervised L / T
Unsupervised Competitive Learning
Supervised Learning LVQ
20
Future: There will be new demands for content-based
accessibility for video data. Semantic object information in video sequences is
required for many advanced multimedia applications (e.g., object-based video coding, content-based video retrieval and video manipulation).
ANN Video Processing
Entertainment
Evolutionary ComputationGenetic Algorithms
A process imitating natural evolution
Random population
Fitness function
The fittestCrossover & MutationNew Generation
REPRODUCTION
Genetic Algorithms
A process imitating natural evolution
Random population
Fitness function
The fittestCrossover & Mutation3’ed Generation
REPRODUCTION
Genetic Algorithms
A process imitating natural evolution
Random population
Fitness function
The fittestCrossover & Mutation4’th Generation
REPRODUCTION
Genetic Algorithms
A process imitating natural evolution
Random population
Fitness function
The fittestCrossover & Mutation5’th Generation
Fittest individual
REPRODUCTION
“Evolvable Hardware”
The Application of a Genetic Algorithm on programmable hardware:
Chip with random circuits
Measuring circuit
BestPerforming
circuits
Random MutationsNew Generationof mutant circuits
REPRODUCTION
Functioningcircuit
Evolve Hardware to perform a desired functionEvolve Hardware to perform a desired function
AT HARDWARE SPEEDS!!!
Industri Chip
Agenda Hari Ini
Pendahuluan1
Artificial Intelligent MAP2
Tools and Aplications3
Rangkuman dan Simpulan4
Rangkuman dan Simpulan
Artificial Intelligent telah diimplementasikan di berbagai bidang
Tetapi hampir tidak mungkin untuk menggantikan fungsi manusia sebenarnya
Masih banyak parameter dan phenomena AI yang harus kita explore
Extra Slides
Istilah IT
ICTInformation andCommunication TechnologyAdalah istilah yang lebih umum digunakan karena IT tidak bisa lepas dari Telekomunikasi
Teknologi Informasi
Information Technology
InfoCommDi Asia juga biasa dikenal dengan nama di atas
Information and Communication
TELEMATIKA
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ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.
ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.
ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.
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ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.
ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.
ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.
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ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.
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ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.
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ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.
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TitleTitleThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.
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