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树莓派神经网络图书.pdf

发布时间：2022-06-19 发布人：admin 分类：说明书 资料大小：10.24M 资料格式：pdf 举报 版权申诉
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    Brief Contents
    Contents
    Preface
    Intro to AI
    AI Historical Origins
    Intelligence
    Strong vs Weak AI. Broad vs Narrow AI
    Reasoning
    AI Categories
    AI & Big Data
    Summary
    Basic AI Concepts
    Boolean Algebra
    Inference
    Expert Systems
    Raspberry Pi Configuration
    Intro to SWI Prolog
    Installing Prolog on Raspberry Pi
    Initial Prolog Demonstration
    Intro to Fuzzy Logic
    Problem Solving
    Machine Learning
    Neural Networks
    Shallow vs Deep Learning
    Evolutionary Computing
    Summary
    Expert System Demonstrations
    Office Database
    Animal Identification
    Tic-Tac-Toe
    Cold or Flu Diagnosis
    Expert System with GPIO Control
    Summary
    Games
    Rock-Paper-Scissors
    Nim
    Summary
    Fuzzy Logic System
    Parts List
    Software Installation
    Basic FLS
    Initialization - Define Linguistic Variables & Terms
    Using FL to calculate a Tip
    Initialization - construct Membership Functions
    Initialization - build Rule Set
    Inference - evaluate Fuzzy Set according to Rule Set
    Aggregation - combine Results from each Rule Evaluation
    Defuzzification - convert Fuzzy Set to Crisp Output Values
    Modifications to tipping.py
    FLS Heating & Cooling System
    Modifications to HVAC program
    Summary
    Machine Learning
    Parts List
    Color Selection
    Autonomous Robot
    Adaptive Learning with Energy Consumption Consideration
    Summary
    Machine Learning - ANNs
    Parts List
    Hopfield Network
    Numerical Figure Recognition Demonstration
    Autonomous Robot Car using ANN
    Python Control Script for Obstacle-avoiding Robot Car
    Light-seeking Robot
    Summary
    Machine Learning - Deep Learning
    Generalized ANN
    Gradient Descent Applied to ANN
    Worked-through Example
    ANN Python Scripts
    Training ANN
    Summary
    Practical ANN Demonstrations
    Parts List
    MNIST Data Set
    Handwritten Number Recognition with Pi Camera
    Summary
    Evolutionary Computing
    Alife
    Evolutionary Programing
    Manual Calculation
    Conway Game of Life
    Summary
    Behavior-based Robotics
    Parts List
    Human Brain Structure
    Subsumption Architecture
    Breve Project
    Subsumption-controlled Robot Car
    Alfie Robot Car
    Summary
    Build Instructions for Alfie Robot Car
    Robotic Car Power Supply
    CR Servo Drive PWM
    Mount Plates
    Electrical & Wiring Instructions
    Software Installation
    Final Thoughts
    Index
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