artificial intelligent udinus 10272008 mochamad hariadi st, msc, phd

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

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