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Understanding Artificial Intelligence Fundamentals and Applications

127,99 €

inkl. gesetzl. MwSt., Versandkostenfrei

Beschreibung

Produktdetails

Einband

Gebundene Ausgabe

Erscheinungsdatum

21.09.2022

Verlag

John Wiley & Sons Inc

Seitenzahl

224

Maße (L/B/H)

23,5/15,7/1,7 cm

Gewicht

484 g

Auflage

1. Auflage

Sprache

Englisch

ISBN

978-1-119-85833-1

Beschreibung

Produktdetails

Einband

Gebundene Ausgabe

Erscheinungsdatum

21.09.2022

Verlag

John Wiley & Sons Inc

Seitenzahl

224

Maße (L/B/H)

23,5/15,7/1,7 cm

Gewicht

484 g

Auflage

1. Auflage

Sprache

Englisch

ISBN

978-1-119-85833-1

Herstelleradresse

Libri GmbH
Europaallee 1
36244 Bad Hersfeld
DE

Email: GPSR Kontakt

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  • Produktbild: Understanding Artificial Intelligence
  • Produktbild: Understanding Artificial Intelligence
  • 1 Introduction 1
     
    1.1 Overview 1
     
    1.2 Development History 3
     
    1.3 Neural Network Model 6
     
    1.4 Popular Neural Network 7
     
    1.4.1 Convolutional Neural Network 7
     
    1.4.2 Recurrent Neural Network 8
     
    1.4.3 Reinforcement Learning 9
     
    1.5 Neural Network Classification 9
     
    1.5.1 Supervised learning 10
     
    1.5.2 Semi-supervised learning 10
     
    1.5.3 Unsupervised learning 11
     
    1.6 Neural Network Operation 11
     
    1.6.1 Training 11
     
    1.6.2 Inference 12
     
    1.7 Application Development 12
     
    1.7.1 Business Planning 14
     
    1.7.2 Network Design 14
     
    1.7.3 Data Engineering 14
     
    1.7.4 System Integration 15
     
    Exercise 16
     
    2 Neural Network 17
     
    2.1 Convolutional Layer 19
     
    2.2 Activation Layer 20
     
    2.3 Pooling Layer 21
     
    2.4 Batch Normalization 22
     
    2.5 Dropout Layer 22
     
    2.6 Fully Connected Layer 23
     
    Exercise 24
     
    3 Machine Vision 25
     
    3.1 Object Recognition 25
     
    3.2 Feature Matching 27
     
    3.3 Facial Recognition 28
     
    3.4 Gesture Recognition 30
     
    3.5 Machine Vision Applications 31
     
    3.5.1 Medical Diagnosis 31
     
    3.5.2 Retail Applications 32
     
    3.5.3 Airport Security 33
     
    Exercise 34
     
    4 Natural Language Processing 35
     
    4.1 Neural Network Model 36
     
    4.1.1 Convolutional Neural Network 36
     
    4.1.2 Recurrent Neural Network 37
     
    4.1.2.1 Long Short-Term Memory Network 38
     
    4.1.3 Recursive Neural Network 39
     
    4.1.4 Reinforcement Learning 40
     
    4.2 Natural Language Processing Applications 41
     
    4.2.1 Virtual Assistant 41
     
    4.2.2 Language Translation 42
     
    4.2.3 Machine Transcription 43
     
    Exercise 45
     
    5 Autonomous Vehicle 46
     
    5.1 Levels of Driving Automation 46
     
    5.2 Autonomous Technology 48
     
    5.2.1 Computer Vision 48
     
    5.2.2 Sensor Fusion 49
     
    5.2.3 Localization 51
     
    5.2.4 Path Planning 52
     
    5.2.5 Drive Control 52
     
    5.3 Communication Strategies 53
     
    5.3.1 Vehicle-to-Vehicle Communication 54
     
    5.3.2 Vehicle-to-Infrastructure Communication 54
     
    5.3.3 Vehicle-to-Pedestrian Communication 55
     
    5.4 Law Legislation 56
     
    5.4.1 Human Behavior 57
     
    5.4.2 Lability 57
     
    5.4.3 Regulation 58
     
    5.5 Future Challenges 58
     
    5.5.1 Road Rules Variation 58
     
    5.5.2 Unified Communication Protocol 58
     
    5.5.3 Safety Standard and Guideline 59
     
    5.5.4 Weather/Disaster 59
     
    Exercise 60
     
    6 Drone 61
     
    6.1 Drone Design 61
     
    6.2 Drone Structure 62
     
    6.2.1 Camera 63
     
    6.2.2 Gyro Stabilization 63
     
    6.2.3 Collision Avoidance 64
     
    6.2.4 Global Positioning System 64
     
    6.2.5 Sensors 64
     
    6.3 Drone Regulation 65
     
    6.3.1 Recreational Rules 65
     
    6.3.2 Commercial Rules 66
     
    6.4 Applications 66
     
    6.4.1 Infrastructure Inspection 66
     
    6.4.2 Civil Construction 67
     
    6.4.3 Agriculture 68
     
    6.4.4 Emergency Rescue 69
     
    Exercise 70
     
    7 Healthcare 71
     
    7.1 Telemedicine 71
     
    7.2 Medical Diagnosis 72
     
    7.3 Medical Imaging 73
     
    7.4 Smart Medical Device 74
     
    7.5 Electronic Health Record 76
     
    7.6 Medical Billing 77
     
    7.7 Drug Development 78
     
    7.8 Clinical Trial 79
     
    7.9 Medical Robotics 80
     
    7.10 Elderly Care 81
     
    7.11 Future Chal