1. Artificial Intelligent
UDINUS
Artificial Intelligent
Mochamad Hariadi ST, MSc, PhD.

2. Pendahuluan Artificial Intelligent
adalah suatu cabang dari computer science yang berusaha untuk meniru cara kerja otak mahluk hidup

3. The Human Brain A network of 1014 neurons
Data transfer by electric signals
Dendrite cells (neurons Input)
Collect signals and pass them to the neuron
Neurons
“Decide” when to initiate a signal
Axon cells (neurons Output)
Propagate neuron signals

4. 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”

5. Artificial Intelligent MAP Rangkuman dan Simpulan
Agenda Hari Ini
Pendahuluan 1
Artificial Intelligent MAP 2
Tools and Aplications 3
Rangkuman dan Simpulan 4

7. Artificial Intelligent
Company Logo
Common Knowledges
DNA
ANN
Learning
Training
Fuzzy
Evolutionary
Computing .
Artificial Intelligent
Soft Computing

8. Artificial Intelligent MAP Rangkuman dan Simpulan
Agenda Hari Ini
Pendahuluan 1
Artificial Intelligent MAP 2
Tools and Aplications 3
Rangkuman dan Simpulan 4

9. Artificial Life
Artificial Life adalah simulasi terbatas dari mahluk hidup dalam bentuk artificial, Virtual Reality dan Virtual Environmentnya

10. Artificial Fish

11. AI for Robot

12. Artificial Agent (NPC)

13. Natural Language

14. 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

15. 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.

16. Learning and Training Neural Network Unsupervised Supervised L / T
SOM
Hebbia Learning
K-Means Clustering
Growing Grid
GAS
Fuzzy C-Means
Supervised
L / T
Feed Forward
Back Propagation
Perceptron
Hopfield
LVQ
PCNN

17. Unsupervised L / T
Unsupervised Competitive Learning

18. Supervised Learning LVQ

20. ANN Video Processing 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).

21. Entertainment

22. Evolutionary Computation Genetic Algorithms
A process imitating natural evolution
Random population
Fitness function
REPRODUCTION
Crossover & Mutation
New Generation
The fittest

23. Genetic Algorithms A process imitating natural evolution
Random population
Fitness function
REPRODUCTION
Crossover & Mutation
3’ed Generation
The fittest

24. Genetic Algorithms A process imitating natural evolution
Random population
Fitness function
REPRODUCTION
Crossover & Mutation
4’th Generation
The fittest

25. Genetic Algorithms A process imitating natural evolution
Random population
Fittest individual
Fitness function
REPRODUCTION
Crossover & Mutation
5’th Generation
The fittest

26. AT HARDWARE SPEEDS!!! “Evolvable Hardware”
The Application of a Genetic Algorithm on programmable hardware:
Chip with
random circuits
Functioning
circuit
AT HARDWARE SPEEDS!!!
Measuring circuit
REPRODUCTION
Best
Performing
circuits
New Generation
of mutant circuits
Random Mutations
Evolve Hardware to perform a desired function

27. Industri Chip

28. Artificial Intelligent MAP Rangkuman dan Simpulan
Agenda Hari Ini
Pendahuluan 1
Artificial Intelligent MAP 2
Tools and Aplications 3
Rangkuman dan Simpulan 4

29. 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

30. Extra Slides

31. Information Technology
Istilah IT
Teknologi
Informasi
Information Technology
ICT
Information and
Communication Technology
Adalah istilah yang lebih umum digunakan karena IT tidak bisa lepas dari Telekomunikasi
InfoComm
Di Asia juga biasa dikenal dengan nama di atas
Information and
Communication
TELEMATIKA

32. Company Logo
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33. Diagram Company Logo Add Your Text Add Your Text Add Your Text

34. Company Logo
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ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.
Add Your Title
Add Your Title
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.

35. Diagram Text Text Text Company Logo
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.

36. Company Logo
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38. Company Logo
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ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc. 2
ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc. 3
ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.

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40. Diagram Title Title Title Company Logo
ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.
Title
ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.
Title
ThemeGallery is a Design Digital Content & Contents mall developed by Guild Design Inc.

41. Company Logo
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44. Diagram Add Your Title Add Your Text Add Your Text Company Logo

45. Thank You !
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